From 9b363d27ca03f05a696cc85c8d6d75217745fe6a Mon Sep 17 00:00:00 2001 From: Inaki Fernandez Date: Mon, 13 Jul 2026 07:07:50 +0200 Subject: [PATCH] style(v2): regenerate v2 documents with normalized hierarchy headers --- v2-docs/ChromeDevTools.md | 4 +- v2-docs/GoogleCloudPlatform.md | 50 +- v2-docs/about.md | 14 +- v2-docs/ai-agents-mcp.md | 108 +- v2-docs/ai.md | 130 +- v2-docs/angular.md | 11 +- v2-docs/ansible.md | 46 +- v2-docs/api.md | 60 +- v2-docs/appointment-scheduling.md | 4 +- v2-docs/argo.md | 57 +- v2-docs/aws-architecture.md | 6 +- v2-docs/aws-backup.md | 14 +- v2-docs/aws-containers.md | 4 +- v2-docs/aws-databases.md | 10 +- v2-docs/aws-devops.md | 4 +- v2-docs/aws-iac.md | 12 +- v2-docs/aws-miscellaneous.md | 4 +- v2-docs/aws-monitoring.md | 8 +- v2-docs/aws-networking.md | 25 +- v2-docs/aws-newfeatures.md | 34 +- v2-docs/aws-pricing.md | 12 +- v2-docs/aws-security.md | 49 +- v2-docs/aws-serverless.md | 36 +- v2-docs/aws-storage.md | 13 +- v2-docs/aws-tools-scripts.md | 18 +- v2-docs/aws-training.md | 4 +- v2-docs/aws.md | 146 +- v2-docs/azure.md | 487 +++-- v2-docs/caching.md | 30 +- v2-docs/chaos-engineering.md | 4 +- v2-docs/chatgpt.md | 61 +- v2-docs/cheatsheets.md | 108 +- v2-docs/cicd-kubernetes-plugins.md | 22 +- v2-docs/cicd.md | 116 +- v2-docs/cloud-arch-diagrams.md | 32 +- v2-docs/cloud-asset-inventory.md | 8 +- v2-docs/cloudflare.md | 4 +- v2-docs/container-managers.md | 53 +- v2-docs/crossplane.md | 14 +- v2-docs/crunchydata.md | 61 +- v2-docs/customer.md | 21 +- v2-docs/databases.md | 162 +- v2-docs/demos.md | 699 +++---- v2-docs/devel-sites.md | 59 +- v2-docs/developerportals.md | 30 +- v2-docs/devops-tools.md | 35 +- v2-docs/devops.md | 205 +- v2-docs/devsecops.md | 164 +- v2-docs/digitalocean.md | 21 +- v2-docs/docker.md | 70 +- v2-docs/dom.md | 6 +- v2-docs/dotnet.md | 26 +- v2-docs/edge-computing.md | 8 +- v2-docs/elearning.md | 47 +- v2-docs/embedded-servlet-containers.md | 4 +- v2-docs/faq.md | 11 +- v2-docs/finops.md | 86 +- 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v2-docs/kubernetes-monitoring.md | 71 +- v2-docs/kubernetes-networking.md | 85 +- v2-docs/kubernetes-on-premise.md | 45 +- v2-docs/kubernetes-operators-controllers.md | 231 +-- v2-docs/kubernetes-releases.md | 60 +- v2-docs/kubernetes-security.md | 98 +- v2-docs/kubernetes-storage.md | 65 +- v2-docs/kubernetes-tools.md | 366 ++-- v2-docs/kubernetes-troubleshooting.md | 33 +- v2-docs/kubernetes-tutorials.md | 72 +- v2-docs/kubernetes.md | 338 ++-- v2-docs/kustomize.md | 19 +- v2-docs/linux-dev-env.md | 15 +- v2-docs/linux.md | 24 +- v2-docs/liquibase.md | 12 +- v2-docs/lowcode-nocode.md | 4 +- v2-docs/managed-kubernetes-in-public-cloud.md | 169 +- v2-docs/matrix-table.md | 21 +- v2-docs/maven-gradle.md | 16 +- v2-docs/message-queue.md | 92 +- v2-docs/mkdocs.md | 18 +- v2-docs/mlops.md | 55 +- v2-docs/monitoring.md | 167 +- v2-docs/networking.md | 23 +- v2-docs/newsfeeds.md | 21 +- v2-docs/newsql.md | 6 +- v2-docs/noops.md | 10 +- v2-docs/nosql.md | 23 +- v2-docs/ocp3.md | 34 +- v2-docs/ocp4.md | 199 +- v2-docs/openshift-pipelines.md | 27 +- v2-docs/openshift.md | 51 +- v2-docs/oraclecloud.md | 4 +- v2-docs/other-awesome-lists.md | 66 +- ...ormance-testing-with-jenkins-and-jmeter.md | 33 +- v2-docs/postman.md | 8 +- v2-docs/project-management-methodology.md | 33 +- v2-docs/project-management-tools.md | 10 +- v2-docs/prometheus.md | 88 +- v2-docs/public-cloud-solutions.md | 28 +- v2-docs/pulumi.md | 21 +- v2-docs/python.md | 40 +- v2-docs/qa.md | 17 +- v2-docs/rancher.md | 42 +- v2-docs/recruitment.md | 19 +- v2-docs/registries.md | 20 +- v2-docs/remote-tech-jobs.md | 11 +- v2-docs/scaffolding.md | 19 +- v2-docs/scaleway.md | 4 +- v2-docs/securityascode.md | 41 +- v2-docs/serverless.md | 55 +- v2-docs/servicemesh.md | 74 +- v2-docs/sonarqube.md | 4 +- v2-docs/sre.md | 42 +- v2-docs/stackstorm.md | 8 +- .../swagger-code-generator-for-rest-apis.md | 8 +- v2-docs/tags.md | 1642 ++++++++--------- v2-docs/tekton.md | 15 +- v2-docs/terraform.md | 139 +- v2-docs/test-automation-frameworks.md | 23 +- v2-docs/testops.md | 20 +- v2-docs/topic-map.md | 390 ++-- v2-docs/uncategorized.md | 4 +- v2-docs/visual-studio.md | 57 +- v2-docs/web-servers.md | 35 +- v2-docs/web3.md | 4 +- v2-docs/workfromhome.md | 11 +- v2-docs/yaml.md | 18 +- 154 files changed, 5334 insertions(+), 5818 deletions(-) diff --git a/v2-docs/ChromeDevTools.md b/v2-docs/ChromeDevTools.md index 2685bdeb..7828162b 100644 --- a/v2-docs/ChromeDevTools.md +++ b/v2-docs/ChromeDevTools.md @@ -24,7 +24,7 @@ description: "Curated, AI-ranked Chromedevtools resources for the 2026 Cloud Nat - **(2021)** [digitalocean.com: How To Debug Node.js with the Built-In Debugger and Chrome DevTools](https://www.digitalocean.com/community/tutorials/how-to-debug-node-js-with-the-built-in-debugger-and-chrome-devtools) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A comprehensive tutorial on attaching Chrome DevTools directly to Node.js backend processes. Step-by-step guidance on setting execution break points, inspecting call stacks, and detecting memory leaks. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/GoogleCloudPlatform.md b/v2-docs/GoogleCloudPlatform.md index 211e1994..ff921eef 100644 --- a/v2-docs/GoogleCloudPlatform.md +++ b/v2-docs/GoogleCloudPlatform.md @@ -13,7 +13,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat ### Agentic Workflows -#### Command-Line Tools +#### Command-line Tools - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs. ## AI Engineering @@ -45,7 +45,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Open Source Showcase - **(2021)** [devlibrary.withgoogle.com 🌟](https://devlibrary.withgoogle.com) [COMMUNITY-TOOL] β€” Google’s curated repository showcasing real-world, high-quality open-source projects, libraries, and architecture demonstrations built with GCP and Flutter. Serves as a peer-reviewed knowledge engine for production-proven software architectures. -### Low-CodeNo-Code +### Low-codeno-code #### Platform Review @@ -101,20 +101,6 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Cloud Shell - **(2026)** [New Cloud Shell Editor: Get your first cloud-native app running in minutes](https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor) [COMMUNITY-TOOL] β€” Introduces GCP's modernized web-based IDE powered by Eclipse Theia. It provides a preconfigured container workspace, dynamic terminal access, and direct integration with local source controls. -### GCP Ecosystem - -#### CICD Pipelines - - - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [YAML CONTENT] [COMMUNITY-TOOL] β€” Google Cloud's serverless continuous integration and continuous delivery platform, enabling high-performance builds across multiple languages. The curator highlights its deep integration with GKE and secure Docker artifact pipelines. Live telemetry confirms that Cloud Build is highly effective for cost-sensitive scaling operations due to its pay-as-you-go billing model. -#### DevOps Frameworks - - - **(2026)** [cloud.google.com: DevOps](https://cloud.google.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Google Cloud's primary DevOps hub, anchoring its research around DORA (DevOps Research and Assessment) and native cloud capabilities like Cloud Build and GKE. Curator reviews emphasize high-velocity software delivery architectures. Modern GCP engineering patterns rely on these principles to deploy secure, distributed, and containerized architectures on Google Cloud Platform. -#### Developer Tools - - - **(2026)** [Cloud Developer Tools](https://cloud.google.com/products/tools) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A comprehensive directory of Google Cloud developer tools, spanning Cloud Shell, Artifact Registry, and Cloud Code extensions. The curator highlights its streamline-driven integration with local IDE environments. Live platform development metrics show these tools dramatically reduce local setup time for developers building serverless applications or microservices targeted at GCP. -#### IDE Integrations - - - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A powerful suite of IDE plugins (VS Code, IntelliJ) designed to accelerate development of cloud-native systems on GCP. Curator highlights focus on debugging Kubernetes clusters directly from local workstations. Live engineering teams use Cloud Code to minimize the gap between local code changes and GCP deployment environments, driving faster development feedback loops. ### Google Cloud Platform (1) #### Product Catalog @@ -189,11 +175,6 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Product Catalog (1) - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) [HTML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's official product portal mapping its enterprise suite of cloud computing, data analytics, and machine learning services. Serves as a primary reference for system architects evaluating Google's managed offerings, providing documentation and pathing for product integration. -### Google Kubernetes Engine GKE - -#### GKE Core - - - **(2025)** [Google Kubernetes Engine](https://cloud.google.com/kubernetes-engine) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Core landing documentation for Google Kubernetes Engine (GKE), highlighting GKE's industry-standard capabilities. Specifically focuses on setting up node pools with custom kernel parameters, eliminating post-bootstrap script workarounds. Provides the baseline reference for standard-setting enterprise container management. ## Cloud Strategy ### Service Mapping @@ -201,16 +182,9 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### GCP Translation - **(2026)** [cloud.google.com: Compare AWS and Azure services to Google Cloud](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison) [COMMUNITY-TOOL] β€” Google Cloud's official engineering guide to translating AWS and Azure infrastructure paradigms into GCP equivalents. It describes VPC networks, database engines, and container services. Live grounding establishes its role as the industry-standard translation manual for cross-cloud architects. -## Cluster Management - -### GitOps - -#### Config Sync - - - **(2025)** [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Config Sync is Google Cloud's GitOps-native configuration engine optimized for Anthos and GKE clusters. It securely syncs cluster state configurations and namespace boundaries directly from trusted Git, OCI, or Helm registries with continuous validation. ## Containers and Orchestration -### GitOps (1) +### Gitops #### Config Connector @@ -236,7 +210,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### Industry Assessment - **(2022)** [infoq.com: Google's Managed Continuous Delivery Service for Kubernetes Moves to GA](https://www.infoq.com/news/2022/02/google-cloud-deploy) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical industry overview reporting on Google Cloud Deploy’s general availability. Analyzes its competitive positioning against GitOps tools (ArgoCD, Flux) and how it simplifies CI/CD platform engineering for cloud-native enterprises. -### Developer Tools (1) +### Developer Tools #### CLI Automation @@ -244,30 +218,30 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat #### CLI References - **(2021)** [cloud.google.com: The gcloud tool cheat sheet](https://docs.cloud.google.com/sdk/docs/cheatsheet?hl=en) [DOCUMENTATION] [COMMUNITY-TOOL] β€” A dense CLI reference guide outlining crucial command groupings for managing IAM, Compute Engine, GKE clusters, and networking components. Provides syntax, flag paradigms, and programmatic output formatting tricks. -### Infrastructure as Code +### Infrastructure As Code #### Terraform - **(2021)** [cloud.google.com: Declarative Export. Build your perfect Google Cloud infrastructure using Terraform and the gcloud CLI](https://cloud.google.com/blog/products/application-development/google-cloud-cli-declarative-export-preview) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Outlines the gcloud CLI declarative export feature, allowing operators to automatically translate active GCP live resource states into production-ready Terraform configurations or Kubernetes Config Connector manifests. -## DevSecOps +## Devsecops -### CICD Pipelines (1) +### CICD (1) #### Hybrid Cloud Architecture - **(2022)** [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://docs.cloud.google.com/architecture) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Architectural reference for constructing a hybrid DevSecOps pipeline integrating JFrog Artifactory with GKE on-prem (Anthos/Google Distributed Cloud). It focuses on secure container image lifecycle management, automated vulnerability scanning, and binary promotion across hybrid control planes. This blueprint ensures consistent compliance and minimal latency for high-throughput enterprise deployments. -## DevSecOps and IDEs +## Devsecops and Ides ### Google Cloud Code #### Developer Experience - **(2024)** [==github.com/GoogleCloudPlatform/cloud-code-samples 🌟==](https://github.com/GoogleCloudPlatform/cloud-code-samples) ⭐ 437 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE). -## Hybrid and Multi-Cloud +## Hybrid and Multi-cloud ### Anthos -#### Multi-Cloud Support +#### Multi-cloud Support - **(2021)** [cloud.google.com: Anthos makes multi-cloud easier with new API, support for Azure](https://cloud.google.com/blog/products/containers-kubernetes/google-cloud-anthos-multicloud-api-and-gke-on-azure-ga) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Details the operational release of GKE on Microsoft Azure and the standardized Multi-cloud API. Analyzes how GKE clusters on AWS and Azure are provisioned, updated, and consolidated using unified control plane paradigms. #### Strategic Guide @@ -335,7 +309,7 @@ description: "Top Googlecloudplatform resources for 2026, AI-ranked: db-auth-gat - **(2026)** [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform) [MULTI CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The master landing organization for Google Cloud Platform's open-source projects, APIs, and CLI utilities. Holds structural frameworks, SDKs, and enterprise infrastructure design tools. --- -πŸ’‘ **Explore Related:** [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) | [Oraclecloud](./oraclecloud.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/about.md b/v2-docs/about.md index 78282425..fa2e74eb 100644 --- a/v2-docs/about.md +++ b/v2-docs/about.md @@ -146,7 +146,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized Automatic generation of API client libraries and server stubs from OpenAPI/Swagger specifications. -### CICD and Pipelines +### CICD #### Azure Pipelines @@ -162,7 +162,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized The official command-line runtime interface for administering remote Jenkins controller servers. Allows automated shell execution of administrative tasks, plugin updates, diagnostic tracing, and build queue interventions. -#### Jenkins JCasC +#### Jenkins Jcasc ??? note "Jenkins Configuration as Code" **[Access Resource](https://www.jenkins.io/projects/jcasc)** 🌟🌟🌟🌟🌟 | Level: Advanced @@ -192,7 +192,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized Official documentation for the cornerstone `kubernetes.core.k8s` module. It allows direct, declarative definition of Kubernetes objects inside Ansible playbooks using native YAML manifest definitions, enabling a blended hybrid orchestration pattern. -### GitOps +### Gitops #### Argo CD @@ -201,12 +201,12 @@ While certifications like CKA are prominent on CVs, they are frequently utilized The absolute industry standard for GitOps-based continuous delivery on Kubernetes. Argo CD synchronizes active cluster states with declarative configurations stored in git repositories, providing robust drift correction, visual dashboarding, and audit controls. -### Infrastructure as Code +### Infrastructure As Code #### Terraform Boilerplates ??? note "Terraform Kubernetes Boilerplates 🌟" - **[Access Resource](https://nubenetes.com/terraform)** 🌟🌟🌟🌟🌟 | Level: Advanced + **[Access Resource](https://nubenetes.com/terraform/)** 🌟🌟🌟🌟🌟 | Level: Advanced A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups. @@ -242,7 +242,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==DZone: Defining Day-2 Operations== in the Kubernetes Tools ecosystem. --- -πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Other Awesome Lists](./other-awesome-lists.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [AWS Architecture](./aws-architecture.md) | [AWS Tools Scripts](./aws-tools-scripts.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/ai-agents-mcp.md b/v2-docs/ai-agents-mcp.md index 0bc746c9..3dc9ad99 100644 --- a/v2-docs/ai-agents-mcp.md +++ b/v2-docs/ai-agents-mcp.md @@ -1,5 +1,5 @@ --- -description: "Top AI Agents MCP resources for 2026, AI-ranked: vLLM on Kubernetes, Awesome MCP Servers and more β€” curated Cloud Native tools, guides and references." +description: "Top AI Agents MCP resources for 2026, AI-ranked: Claude Code Best Practice, Awesome MCP Servers and more β€” curated Cloud Native tools, guides and references." --- # AI Agents and Model Context Protocol (MCP) for Kubernetes @@ -23,6 +23,43 @@ Claude Code can read codebases, execute commands, run tests, and manage git work - **(2026)** [==antigravity.google: Google Antigravity Agentic Platform==](https://antigravity.google) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents. Enables developers to transition from local prototype builds to secure GKE production environments and leverage the Gemini Enterprise Agent Platform. +## AI And Machine Learning + +### Reasoning Models + +#### Mathematical Discoveries + + - **(2026)** [**OpenAI Model Disproves Central Conjecture in Discrete Geometry**](https://openai.com/index/model-disproves-discrete-geometry-conjecture) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical announcement detailed by OpenAI outlining how a general-purpose reasoning model autonomously disproved Paul ErdΕ‘s' 1946 unit distance conjecture. This milestone marks an architectural shift from assistive AI to autonomous mathematical synthesis, constructing dense unit-distance algebraic graphs that exceed traditional rescaled square grid limits. +## AI And Machine Learning AI Agents Data Science Automation + + - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: This publication highlights a pivot for OpenAI's Codex, moving it beyond pure autocomplete code-generation toward orchestrating complex, end-to-end data analytics and business context pipelines. + +Live Grounding: Industry evaluations demonstrate that data engineering and operations teams use Codex to process unstructured work tracker and dashboard inputs directly, automating the generation of executive-ready KPI memos and diagnostic specifications. +## AI And Machine Learning AI Agents Operations Automation + + - **(2026)** [**How business operations teams use Codex**](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: This piece presents the operational transition toward proactive LLM workflows, showing how agents can interact with local files to manage cross-functional projects. + +Live Grounding: Operations engineers leverage Codex's ability to ingest messy trackers and stakeholder notes, converting fragmented communications into formalized off-track briefs and resource trade-off plans. +## AI And Machine Learning AI Agents Workflow Automation + + - **(2026)** [**How sales teams use Codex**](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: This framework outlines the integration of LLMs within unstructured enterprise data streams, transitioning sales enablement from static spreadsheets to dynamic agentic execution. + +Live Grounding: Community testing confirms that utilizing Codex's plugins and customized skills enables the rapid synthesis of multi-source inputsβ€”such as call transcripts and CRM entriesβ€”into structured pipeline prioritization briefs. +## AI And Machine Learning Consumer Agents Financial Technology + + - **(2026)** [**A new personal finance experience in ChatGPT**](https://openai.com/index/personal-finance-chatgpt) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” Curator Insight: Integrating banking APIs with conversational LLMs introduces a novel paradigm of context-aware financial planning, shifting attention away from traditional search directories. + +Live Grounding: The implementation leverages Plaid to secure read-only access across over 12,000 financial institutions, enabling real-time categorization of expenses and portfolios, though users must carefully manage the inherent third-party connection vectors. +## AI And Machine Learning Creative AI Generative Production + + - **(2026)** [**How we used Gemini to build Google I/O 2026**](https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai) [EN CONTENT] 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] β€” Curator Insight: Google's internal campaign serves as an industrial case study for embedding multimodal tools directly into creative asset-generation pipelines. + +Live Grounding: By combining Google AI Studio, Gemini Omni, and experimental DeepMind models, the team accelerated video and animation productionβ€”such as the 'Timmy TPU' filmβ€”reducing routine turnaround times. +## AI And Machine Learning Enterprise Llms Agent Integration + + - **(2026)** [**Databricks brings GPT-5.5 to enterprise agent workflows - OpenAI**](https://openai.com/index/databricks) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Curator Insight: Merging GPT-5.5's reasoning capabilities with Databricks' structured lakehouse repositories forms a highly resilient architecture for secure enterprise AI operations. + +Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that this pairing is the first to cross the 50% accuracy threshold when parsing complex enterprise documentation, contracts, and old reports directly from distributed data systems. ## AI Engineering ### AI Agents @@ -54,7 +91,7 @@ Enables developers to transition from local prototype builds to secure GKE produ ### Distributed Computing -#### Kube-Ray +#### Kube-ray - **(2025)** [Kube-Ray](https://github.com/ray-project/kuberay) ⭐ 2541 [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An open-source Kubernetes Operator enabling the deployment and management of Ray clusters. Live Grounding: Serves as the backbone for distributed machine learning workloads on Kubernetes, abstracting compute node scaling, memory configuration, and actor scheduling. ### Hardware Orchestration @@ -73,49 +110,12 @@ Enables developers to transition from local prototype builds to secure GKE produ - Details advanced thermal-cooling solutions, high-density energy grids, and union labor agreements required to construct the physical backbone of the Intelligence Age. ### LLM Serving -#### LocalAI +#### Localai - **(2025)** [**LocalAI**](https://github.com/mudler/LocalAI) ⭐ 46845 [GO CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: A self-hosted, community-first OpenAI-compatible API gateway running on local hardware. Live Grounding: Allows developers to host LLMs, audio-to-text, and image generation services inside Kubernetes without external data dependencies, optimized for consumer-grade and enterprise hardware. -#### vLLM +#### Vllm - **(2025)** [==vLLM on Kubernetes==](https://github.com/vllm-project/vllm) ⭐ 82816 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integration with Kubernetes HPA (Horizontal Pod Autoscaler) and native Prometheus performance scraping. -## AI and Machine Learning - -### Reasoning Models - -#### Mathematical Discoveries - - - **(2026)** [**OpenAI Model Disproves Central Conjecture in Discrete Geometry**](https://openai.com/index/model-disproves-discrete-geometry-conjecture) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical announcement detailed by OpenAI outlining how a general-purpose reasoning model autonomously disproved Paul ErdΕ‘s' 1946 unit distance conjecture. This milestone marks an architectural shift from assistive AI to autonomous mathematical synthesis, constructing dense unit-distance algebraic graphs that exceed traditional rescaled square grid limits. -## AI and Machine Learning AI Agents Data Science Automation - - - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: This publication highlights a pivot for OpenAI's Codex, moving it beyond pure autocomplete code-generation toward orchestrating complex, end-to-end data analytics and business context pipelines. - -Live Grounding: Industry evaluations demonstrate that data engineering and operations teams use Codex to process unstructured work tracker and dashboard inputs directly, automating the generation of executive-ready KPI memos and diagnostic specifications. -## AI and Machine Learning AI Agents Operations Automation - - - **(2026)** [**How business operations teams use Codex**](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: This piece presents the operational transition toward proactive LLM workflows, showing how agents can interact with local files to manage cross-functional projects. - -Live Grounding: Operations engineers leverage Codex's ability to ingest messy trackers and stakeholder notes, converting fragmented communications into formalized off-track briefs and resource trade-off plans. -## AI and Machine Learning AI Agents Workflow Automation - - - **(2026)** [**How sales teams use Codex**](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: This framework outlines the integration of LLMs within unstructured enterprise data streams, transitioning sales enablement from static spreadsheets to dynamic agentic execution. - -Live Grounding: Community testing confirms that utilizing Codex's plugins and customized skills enables the rapid synthesis of multi-source inputsβ€”such as call transcripts and CRM entriesβ€”into structured pipeline prioritization briefs. -## AI and Machine Learning Consumer Agents Financial Technology - - - **(2026)** [**A new personal finance experience in ChatGPT**](https://openai.com/index/personal-finance-chatgpt) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” Curator Insight: Integrating banking APIs with conversational LLMs introduces a novel paradigm of context-aware financial planning, shifting attention away from traditional search directories. - -Live Grounding: The implementation leverages Plaid to secure read-only access across over 12,000 financial institutions, enabling real-time categorization of expenses and portfolios, though users must carefully manage the inherent third-party connection vectors. -## AI and Machine Learning Creative AI Generative Production - - - **(2026)** [**How we used Gemini to build Google I/O 2026**](https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai) [EN CONTENT] 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] β€” Curator Insight: Google's internal campaign serves as an industrial case study for embedding multimodal tools directly into creative asset-generation pipelines. - -Live Grounding: By combining Google AI Studio, Gemini Omni, and experimental DeepMind models, the team accelerated video and animation productionβ€”such as the 'Timmy TPU' filmβ€”reducing routine turnaround times. -## AI and Machine Learning Enterprise LLMs Agent Integration - - - **(2026)** [**Databricks brings GPT-5.5 to enterprise agent workflows - OpenAI**](https://openai.com/index/databricks) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Curator Insight: Merging GPT-5.5's reasoning capabilities with Databricks' structured lakehouse repositories forms a highly resilient architecture for secure enterprise AI operations. - -Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that this pairing is the first to cross the 50% accuracy threshold when parsing complex enterprise documentation, contracts, and old reports directly from distributed data systems. ## Applied AI ### Biosecurity @@ -129,7 +129,7 @@ Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that t #### Automated Code Review -##### Fintech CICD Pipelines +##### CICD - **(2026)** [**How Ramp engineers accelerate code review with Codex**](https://openai.com/index/ramp) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This article analyzes the technical deployment of OpenAI Codex with GPT-5.5 at fintech leader Ramp to scale internal code review operations. By automating semantic syntax evaluation, pattern checking, and vulnerability assessments, the pipeline yields high-fidelity architectural feedback in minutes. @@ -163,7 +163,7 @@ Key engineering highlights: - **(2026)** [**Our Views on AI Policy and Political Advocacy**](https://openai.com/index/our-views-on-ai-policy-and-political-advocacy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” ### Curator Insight This policy brief outlines OpenAI's official stance on global AI governance and political advocacy. Published amidst escalating debates surrounding national regulatory frameworks, OpenAI clarifies its operational decision to refrain from forming PACs or funding political campaigns. This document provides critical transparency for enterprise stakeholders navigating compliance, safety alignment, and corporate responsibility in the Intelligence Age. -#### Safety and Trust +#### Safety And Trust ##### Election Safeguards @@ -173,7 +173,7 @@ Key pillars include: - Enhancing real-time content watermarking and digital signature mechanisms. - Deploying active threat intelligence pipelines to identify and disrupt state-sponsored influence networks. - Enforcing strict API and product usage guidelines to block coordinated interactive manipulation. -### AI in Education +### AI In Education #### Sovereign AI Adoption @@ -185,11 +185,11 @@ Structural frameworks include: - Co-designing teacher-led classroom assets to cultivate safe AI integration. - Launching the 'OpenAI Luminaries' program for global educational curriculum exchange. - Supporting evidence-based deployments monitored by research teams to optimize learning outcomes. -### AI in Healthcare +### AI In Healthcare #### EHR Integration -##### Compliance and HIPAA +##### Compliance And HIPAA - **(2026)** [**AdventHealth advances whole-person care with OpenAI**](https://openai.com/index/adventhealth) [EN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This case study details AdventHealth's adoption of 'ChatGPT for Healthcare', utilizing a secure, HIPAA-compliant workspace to optimize clinical workflows. The integration automates the drafting of post-discharge summaries and parses disconnected medical records, drastically reducing administrative burden without sacrificing clinical accuracy. @@ -227,7 +227,7 @@ This OpenAI release details the ongoing paradigm shift of OpenAI Codex from an e #### Dell AI Data Platform Integration -##### On-Premises Codex Deployment +##### On-premises Codex Deployment - **(2026)** [**OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments**](https://openai.com/index/dell-codex-enterprise-partnership) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” This enterprise release highlights the integration of OpenAI Codex with the Dell AI Data Platform and the Dell AI Factory. The architecture provides a secure deployment bridge, allowing complex coding agents to operate locally on hybrid or on-premises server infrastructure where legacy databases reside. @@ -271,7 +271,7 @@ Key architectural benefits: - **(2026)** [**How AI Mode is changing and expanding the way people search**](https://blog.google/products-and-platforms/products/search/ai-mode-us-insights) [EN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” * **Curator Insight**: One year post-deployment, Google's 'AI Mode' transition illustrates a major architectural pivot towards intent-based, long-context reasoning instead of literal keyphrase mapping. * **Live Grounding**: Real-world search logs demonstrate that conversational interfaces encourage multi-step structured queries, forcing search engines to integrate real-time multi-source reasoning trees. -### Security and Ethics +### Security And Ethics #### Content Provenance @@ -311,14 +311,14 @@ Core technical aims: - Fostering local ecosystem engineering capacity directly connected to OpenAI research platforms. ## Cloud Native Operations -### AI AIOps +### AI Aiops #### Kubernetes Troubleshooting - **(2025)** [HolmesGPT (Robusta)](https://github.com/HolmesGPT/holmesgpt) ⭐ 2623 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta. Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents. ## Developer Experience (1) -### AI-Assisted Coding +### Ai-assisted Coding #### Claude Code @@ -337,7 +337,7 @@ Core technical aims: ### AI Safety -#### Compliance and Regulation +#### Compliance And Regulation - **(2026)** [**OpenAI Frontier Governance Framework**](https://openai.com/index/openai-frontier-governance-framework) [ADVANCED LEVEL] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive guide mapping OpenAI's internal risk mitigation protocols to emerging global regulatory standards. * **Architectural Value**: Translates California's TFAIA and the EU AI Act into concrete technical requirements for safe deployment. @@ -361,7 +361,7 @@ Core technical aims: ### Agentic Workflows (1) -#### Infrastructure as Code +#### Infrastructure As Code - **(2026)** [**Cisco and OpenAI redefine enterprise engineering with Codex**](https://openai.com/index/cisco) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Explores Cisco's integration of OpenAI Codex and GPT-5.5-Cyber to automate enterprise engineering and network security operations. * **Architectural Value**: Combines generative coding agents with physical and cloud network infrastructure to create autonomous healing environments. @@ -398,7 +398,7 @@ Core technical aims: * **Technical Significance**: Redefines open-source collaboration, demonstrating a paradigm where human and AI agents securely build and maintain a massive public codebase. --- -πŸ’‘ **Explore Related:** [AI](./ai.md) | [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) +πŸ’‘ **Explore Related:** [MLOps](./mlops.md) | [AI](./ai.md) | [ChatGPT](./chatgpt.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/ai.md b/v2-docs/ai.md index ca08486e..3775414b 100644 --- a/v2-docs/ai.md +++ b/v2-docs/ai.md @@ -1,5 +1,5 @@ --- -description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Awesome MCP Servers and more β€” curated Cloud Native tools, guides and references." +description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Skills for Real Engineers and more β€” curated Cloud Native tools, guides and references." --- # Artificial Intelligence @@ -9,27 +9,13 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso !!! info "Architectural Context" Detailed reference for Artificial Intelligence in the context of AI. -## AI and Agents - -### Environments - -#### Cloud Agents - - - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analysis of building custom sandboxes and isolated development runtimes for LLM-based autonomous cloud agents. Discusses secure API mocking, resource isolation, and state rollbacks. ## AI and Orchestration ### Agentic Workflows -#### Command-Line Tools +#### Command-line Tools - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs. -## AI and Platform Engineering - -### AI Assistants - -#### Developer Productivity - - - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Details Google's launch of Gemini Code Assist, leveraging a vast token context window. Emphasizes integration within internal IDEs and Google Cloud Platform services to challenge the GitHub Copilot ecosystem. ## AI Engineering ### Model Context Protocol @@ -43,10 +29,10 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### General Reference - - [guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI 🌟🌟🌟](https://www.guru99.com/ai-tutorial.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI== 🌟🌟🌟 in the Kubernetes Tools ecosystem. - [Docker for LLMs](https://www.docker.com/llm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem. - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Discussion: Where is AI Still Completely Useless? in the Kubernetes Tools ecosystem. - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tech companies cutting devs for AI in the Kubernetes Tools ecosystem. + - [guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI 🌟🌟🌟](https://www.guru99.com/ai-tutorial.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI== 🌟🌟🌟 in the Kubernetes Tools ecosystem. ## Architecture and Visualization ### Interactive Diagramming @@ -70,7 +56,7 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### Hybrid Cloud Infrastructure - **(2020)** [cio.com: Make Better AI Infrastructure Decisions: Why Hybrid Cloud is a Solid Fit 🌟](https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-hybrid-cloud-is-a-solid-fit.html) [COMMUNITY-TOOL] β€” This article evaluates hybrid cloud configurations as the optimal topology for running complex AI and ML workloads. By pairing on-premises GPU compute resources (minimizing high data transfer costs) with public cloud scalability for distributed inference, enterprises optimize their infrastructure spending. It acts as an essential decision framework for infrastructure architects. -#### Socio-Technical Impact +#### Socio-technical Impact - **(2023)** [businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante la posibilidad de ser sustituidos por la IA](https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Investigates the sociotechnical impact and anxieties surrounding the deployment of automated coding assistants within software engineering. It argues that while generative models displace routine syntax boilerplate generation, they elevate the engineer's role to that of a system orchestrator and architectural validator. It defines critical perspectives on long-term developer training. ### Deep Learning @@ -92,14 +78,6 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### Transformer Implementations - **(2023)** [**github.com/NielsRogge/Transformers-Tutorials**](https://github.com/NielsRogge/Transformers-Tutorials) ⭐ 11638 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A robust repository of detailed Jupyter notebooks demonstrating how to fine-tune, optimize, and deploy Hugging Face Transformers. Spanning multiple sensory modalities, it includes code for computer vision, natural language processing, and multimodal tasks. It serves as a go-to code library for enterprise machine learning engineers. -### LLMOps and MLOps - -#### Curated Ecosystems - - - **(2023)** [github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps](https://github.com/tensorchord/Awesome-LLMOps) ⭐ 5843 [MARKDOWN CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways. -#### Strategy and Pipelines - - - **(2023)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops) [EMERGING] β€” A detailed structural analysis mapping out the critical differences between classical MLOps pipelines and the emerging LLMOps domain. It addresses unique lifecycle challenges such as prompt versioning, parameter-efficient fine-tuning (PEFT), and the RAG validation triad. It helps platform teams adapt CI/CD tools to AI lifecycles. ### Large Language Models (1) #### Evaluation and Safety @@ -119,6 +97,14 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso - **(2023)** [aman.ai: Transformers](https://aman.ai/primers/ai/transformers) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” An elegant architectural blueprint dissecting the mathematical design of the Attention is All You Need transformer model. It provides clear examinations of multi-head attention blocks, residual connections, feed-forward sublayers, and positional embeddings. Reading this is necessary for developers seeking to optimize model inference latency. - **(2023)** [aman.ai: Primers β€’ Bidirectional Encoder Representations from Transformers (BERT)](https://aman.ai/primers/ai/bert) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Dissects BERT (Bidirectional Encoder Representations from Transformers), detailing its bidirectional training paradigm via Masked Language Modeling (MLM). By processing left and right contexts simultaneously, BERT excels at semantic search, sentence classification, and named entity recognition. This guide is ideal for engineers deploying advanced information extraction models. - **(2023)** [aman.ai: Primers β€’ Generative Pre-trained Transformer (GPT)](https://aman.ai/primers/ai/gpt) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A technical overview of the Generative Pre-trained Transformer (GPT) lineage, explaining decoder-only autoregressive pre-training. It highlights how next-token prediction and casual masking techniques scale predictably over billions of parameters. This documentation helps platform engineers understand parameter scaling trends and memory requirements. +### Llmops and Mlops + +#### Curated Ecosystems + + - **(2023)** [github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps](https://github.com/tensorchord/Awesome-LLMOps) ⭐ 5843 [MARKDOWN CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways. +#### Strategy and Pipelines + + - **(2023)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops) [EMERGING] β€” A detailed structural analysis mapping out the critical differences between classical MLOps pipelines and the emerging LLMOps domain. It addresses unique lifecycle challenges such as prompt versioning, parameter-efficient fine-tuning (PEFT), and the RAG validation triad. It helps platform teams adapt CI/CD tools to AI lifecycles. ### Machine Learning and Deep Learning Fundamentals #### AI Primer @@ -136,21 +122,21 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### Structured Curriculums (1) - **(2023)** [==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==](https://github.com/microsoft/ML-For-Beginners) ⭐ 86821 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Microsoft's 12-week, 26-lesson classical machine learning curriculum focused heavily on hands-on project-based execution using Scikit-learn. It purposely isolates foundational ML patternsβ€”such as regression, clustering, and basic NLPβ€”from deep learning complexities. It is a premier learning journey for developers seeking to deploy robust predictive systems. -## Artificial Intelligence and LLMs +## Artificial Intelligence and Llms ### Prompt Engineering -#### Developer Productivity (1) +#### Developer Productivity - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance). ## Artificial Intelligence and Machine Learning ### LLM Deployment -#### DeepSeek R1 +#### Deepseek R1 - **(2025)** [How to run Deepseek R1 LLMs on GPU Droplets](https://www.digitalocean.com/community/tutorials/deepseek-r1-gpu-droplets) [PYTHON/SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A cutting-edge deployment guide illustrating execution profiles of the revolutionary DeepSeek R1 reasoning models inside newly provisioned high-performance DigitalOcean GPU Droplets. Addresses architectural configurations for model weights and CUDA drivers. -## CICD Pipelines +## CICD ### AI and Automation @@ -164,30 +150,29 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso ### CICD and DevOps -#### DevSecOps +#### Devsecops - **(2023)** [infoworld.com: 5 best practices for securing CI/CD pipelines](https://www.infoworld.com/article/2336728/5-best-practices-for-securing-cicd-pipelines.html) [COMMUNITY-TOOL] β€” Synthesizes five critical best practices for hardening modern deployment pipelines. Covers automated static analysis (SAST), software bill-of-materials (SBOM) generation, container signing, secrets management, and least-privilege runtimes. -### Infrastructure as Code +### Infrastructure As Code #### Compliance Auditing - **(2026)** [AWS Well-Architected IaC Analyzer](https://github.com/aws-samples/well-architected-iac-analyzer) ⭐ 483 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS-backed auditing analyzer designed to inspect CloudFormation and Terraform designs against the AWS Well-Architected standard. Evaluates infrastructure-as-code deployments for security vulnerabilities and reliability issues before runtime provisioning. ## Cloud Native Operations -### AI AIOps +### AI Aiops #### Kubernetes Troubleshooting - **(2025)** [HolmesGPT (Robusta)](https://github.com/HolmesGPT/holmesgpt) ⭐ 2623 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta. Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents. -### AI-Powered Operations AIOps +### Ai-powered Operations aiops #### Kubernetes Troubleshooting (1) - - **(2023)** [k8sgpt.ai](https://k8sgpt.ai) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An innovative, community-driven tool that integrates LLMs directly with Kubernetes diagnostic commands. By parsing cluster states, configuration anomalies, and system logs, k8sgpt provides clear explanations and automated remediation commands. It is a premier tool in the shift towards AI-powered autonomous operations (AIOps). - **(2023)** [collabnix.com: The Rise of Kubernetes and AI – Kubectl OpenAI plugin](https://collabnix.com/the-rise-of-kubernetes-and-ai-kubectl-openai-plugin) [GO CONTENT] [COMMUNITY-TOOL] β€” Focuses on the Kubectl OpenAI plugin, showing how natural language commands can be compiled directly into active Kubernetes cluster API calls. It simplifies YAML definition generation and debugging workflows, lowering barrier-to-entry. A great case study in operations-focused developer tooling. -### Infrastructure as Code (1) +### Infrastructure As Code (1) -#### AI-Assisted IaC +#### Ai-assisted IaC - **(2023)** [IDE extension for AWS Application Composer enhances visual modern applications development with AI-generated IaC](https://aws.amazon.com/blogs/aws/ide-extension-for-aws-application-composer-enhances-visual-modern-applications-development-with-ai-generated-iac) [COMMUNITY-TOOL] β€” Examines how the AWS Application Composer IDE extension leverages AI to dynamically draft modern serverless IaC templates from a visual layout canvas. As developers design, the system generates clean CloudFormation or SAM patterns. This tool merges direct visual feedback with automated infrastructure generation. ## Cloud Platform @@ -224,16 +209,9 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### Education Tooling - **(2023)** [Quiz Grader](https://github.com/ned1313/quiz-grader) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations. -### Infrastructure as Code (2) - -#### AI Integration (1) - -##### Terraform - - - **(2024)** [Terraform 2.0 in Practice: Using AI to Generate Infrastructure as Code](https://markaicode.com/terraform-ai-infrastructure-as-code) [COMMUNITY-TOOL] β€” Examines workflow improvements, automated code validation, and prompt-to-infrastructure engineering using modern LLM integrations in Terraform development lifecycles. ## Developer Experience -### AI-Assisted Coding +### Ai-assisted Coding #### Claude Code @@ -242,9 +220,9 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### Cursor IDE - **(2025)** [Cursor AI Fundamentals Course](https://cursor.com/es/learn) [NONE CONTENT] [GUIDE] [LEGACY] β€” An educational program designed to train engineers on utilizing the Cursor AI code editor effectively. The curriculum covers foundational concepts of context inclusion, codebase indexing, and multi-file code transformations. It teaches developers how to write highly optimized prompts to synthesize software architecture and debug legacy systems directly inside the IDE. -## Developer Productivity (2) +## Developer Productivity (1) -### IDEs +### Ides #### Cursor @@ -259,16 +237,9 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### Prompt Templates - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) ⭐ 28036 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams configure context-aware coding agents that integrate smoothly into microservice development cycles. -## Emerging Technology - -### Machine Learning - -#### Course - - - **(2024)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) [SPANISH CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Google's structured technical course on ML foundations. Covers gradient descent, model loss, deep neural networks, and scalable tensor processing, serving as an entry point for engineers integrating ML systems into modern APIs. ## Enterprise Architecture -### AIOps and Observability +### Aiops and Observability #### Incident Response @@ -280,72 +251,52 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso - **(2023)** [apmdigest.com: What Can AIOps Do For IT Ops? - Part 1](https://www.apmdigest.com/aiops-itops-1) [COMMUNITY-TOOL] β€” A comprehensive five-part industry series highlighting how AIOps restructures modern IT Operations. Explores the migration from reactive monitoring to predictive modeling, showing how cognitive analytics can prevent systemic downtime. - **(2023)** [thenewstack.io: The Urgency Driving AIOps into Your Enterprise](https://thenewstack.io/the-urgency-driving-aiops-into-your-enterprise) [COMMUNITY-TOOL] β€” Analyzes the business and technology drivers forcing rapid enterprise integration of AIOps platforms. Addresses the challenge of telemetry overload and details how automated correlation engines optimize modern cloud networks. -## FinOps and Cloud Cost +## Finops and Cloud Cost ### Azure Optimization #### AI Cost Management - **(2025)** [**Learn to Manage Investments and Cost Efficiency of Azure and AI Workloads**](https://techcommunity.microsoft.com/blog/finopsblog/learn-to-manage-investments-and-cost-efficiency-of-azure-and-ai-workloads/4396862) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses cost-optimization techniques for AI and large language model (LLM) workloads running on Azure. Discusses GPU node autoprovisioning, vector database optimization, and Azure OpenAI API consumption pricing models. -### IaC FinOps +### IaC Finops #### AI Optimization - **(2024)** [**OpenOps: No-Code FinOps Automation Platform with AI**](https://github.com/openops-cloud/openops) ⭐ 1035 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused resources. -### Kubernetes FinOps +### Kubernetes Finops #### Automated Optimization - **(2025)** [==CAST AI==](https://cast.ai) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces CAST AI, an automated cost-reduction system for EKS, AKS, and GKE. Highlights how its real-time algorithms adjust cluster sizing, configure spot instances, and scale down resources without manual developer effort. -## Infrastructure - -### Artificial Intelligence (2) - -#### Hardware Acceleration - - - **(2025)** [Cerebras AI](https://www.cerebras.ai) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Dedicated AI computer systems utilizing Wafer-Scale Engine (WSE) technology. Delivers unprecedented compute density and memory bandwidth to train large-scale neural networks without the distributed communication overhead of traditional GPU clusters. ## Kubernetes and Platform Engineering ### Platform Engineering Trends -#### AI Integration (2) +#### AI Integration (1) - **(2024)** [platformengineering.org: AI is changing the future of platform engineering. Are you ready?](https://platformengineering.org/blog/ai-is-changing-the-future-of-platform-engineering-are-you-ready) [COMMUNITY-TOOL] β€” Discusses how generative AI is shifting internal developer platform (IDP) dynamics. Details how AI assistance simplifies configuration management, infrastructure provisioning, and self-service portals for developer teams. -## Software Architecture and .NET Development - -### Artificial Intelligence (3) - -#### Agent Integration - - - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines methods for extending autonomous AI coding agents with direct .NET skill injection. Uses Semantic Kernel to build tools enabling LLMs to execute C# compilations, format files, and interact natively with code bases. ## Software Engineering ### AI Tools -#### Developer Productivity (3) +#### Developer Productivity (2) - **(2024)** [**Programming with GitHub Copilot Agent Mode**](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep dive into the engineering capabilities of GitHub Copilot's 'Agent Mode.' It details how the agent acts autonomously to analyze workspace dependencies, generate multi-file modifications, run localized compilations, and iterate on test suites based on natural language prompts. -### AI-Assisted Development +### Ai-assisted Development #### CLI Tools - **(2026)** [GitHub Copilot CLI for Beginners: Getting Started](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli) [COMMUNITY-TOOL] [GUIDE] β€” Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness. -#### GitHub Copilot +#### Github Copilot - **(2026)** [Best Practices for Using GitHub Copilot](https://docs.github.com/en/copilot/get-started/best-practices) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output. #### Industry Impact - **(2023)** [xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos](https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” A comprehensive expert-driven review of how GPT-4 and Copilot have structurally altered the software engineering lifecycle. Evaluates productivity shifts, risks of cognitive offloading, and structural changes in junior developer onboarding processes. -#### LLM Prompting - - - **(2025)** [Claude 101: Free Guides to Master Claude](https://claude101.com) [COMMUNITY-TOOL] [GUIDE] β€” A curated reference hub containing structured tutorials, system prompting templates, and context optimization strategies for leveraging Anthropic's Claude models. Focuses on maximizing the quality of complex reasoning pipelines and architectural code reviews. -#### Multi-Repository Architecture +#### Multi-repository Architecture - **(2025)** [Using Workspaces for AI Changes Across Multiple Repos](https://ettema.dev/posts/ai-multi-repo-workspaces) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details advanced patterns for orchestrating automated codebase modifications across distributed multi-repository environments using AI workspaces. Evaluates dependency resolution, unified context indexing, and coordinate git-commit strategies during systemic API breaking updates. -#### Next-Gen Platforms - - - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Analyzes the technical specifications of Copilot X, including terminal tool integration, automated PR description synthesis, and integrated chat widgets. Examines the performance gains from switching to OpenAI's GPT-4 framework. -### Command-Line Utilities +### Command-line Utilities #### Terminal Emulators @@ -360,16 +311,9 @@ description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Aweso #### Core Architectures - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations. -## Specialized AI Applications - -### Healthcare Systems - -#### Voice Assistants - - - **(2025)** [Microsoft Dragon Copilot: Unified Voice AI Assistant for Healthcare](https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task) [COMMUNITY-TOOL] β€” Examines Microsoft's Dragon Copilot, the healthcare industry's first unified voice AI assistant. It streamlines clinical documentation, automates repetitive administrative tasks, and securely surfaces critical patient records within strict HIPAA compliance parameters. --- -πŸ’‘ **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) +πŸ’‘ **Explore Related:** [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/angular.md b/v2-docs/angular.md index 0c23d4cf..a3f97e17 100644 --- a/v2-docs/angular.md +++ b/v2-docs/angular.md @@ -9,13 +9,6 @@ description: "Curated, AI-ranked Angular resources for the 2026 Cloud Native arc !!! info "Architectural Context" Detailed reference for Angular framework in the context of Developer Ecosystem. -## App Development - -### Frontend - -#### Continuous Delivery - - - **(2019)** [developers.redhat.com: Handling Angular environments in continuous delivery with Red Hat OpenShift](https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift) [TYPESCRIPT CONTENT] [ENTERPRISE-STABLE] [GUIDE] β€” Details clean patterns for deploying Angular-based web applications on OpenShift. Demonstrates injecting environment variables at container start time instead of packaging distinct, static bundles for each target environment. ## Frontend Development ### Web Frameworks @@ -28,7 +21,7 @@ description: "Curated, AI-ranked Angular resources for the 2026 Cloud Native arc - **(2026)** [angular.io: Building and serving Angular apps](https://angular.dev/guide/build) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official instructions covering deployment execution and active asset compilation within the Angular CLI environment. Emphasizes production bundling configurations, static asset caching, and lazy loading strategies. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/ansible.md b/v2-docs/ansible.md index 26d34654..a3e3c90d 100644 --- a/v2-docs/ansible.md +++ b/v2-docs/ansible.md @@ -19,10 +19,10 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” #### General Reference - - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem. - [Dzone: Part 2: Deploying Applications](https://dzone.com/articles/part-2-deploying-applications) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Part 2: Deploying Applications in the Kubernetes Tools ecosystem. - [Dzone: 10 easy to use modules in ansible](https://dzone.com/articles/10-easy-to-use-modules-in-ansible-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 10 easy to use modules in ansible in the Kubernetes Tools ecosystem. - [Dzone: Running Ansible at Scale](https://dzone.com/articles/running-ansible-at-scale) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible at Scale in the Kubernetes Tools ecosystem. + - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem. - [stackoverflow.com: Ansible playbook to execute Oracle script](https://stackoverflow.com/questions/41796466/ansible-playbook-to-execute-oracle-script) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Ansible playbook to execute Oracle script in the Kubernetes Tools ecosystem. - [stackoverflow.com: Running Oracle SQL scripts with Ansible playbook](https://stackoverflow.com/questions/41341823/running-oracle-sql-scripts-with-ansible-playbook) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Running Oracle SQL scripts with Ansible playbook in the Kubernetes Tools ecosystem. ## Automation @@ -46,15 +46,7 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” - **(2023)** [ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection](https://www.redhat.com/en/blog/based-validated-network-content) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” This resource covers Ansible's network validated content library, structured to help infrastructure teams quickly adopt reliable network automation capabilities. Focusing on the `network.base` collection, it details architectural standards for managing multi-vendor network fabrics with reusable, pre-validated playbooks and tasks. - **(2020)** [ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values](https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” This technical breakdown examines the structure and execution flow of Ansible Network Resource Modules, focusing on standard return structures (`before`, `after`, and `gathered`). It explains how network engineers can build precise declarative state files for network appliances, enabling idempotent drift correction and structured state auditing. -### Infrastructure Management - -#### Ansible Collections - - - **(2020)** [ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟](https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Announcement of the Red Hat Enterprise Linux (RHEL) System Roles as certified Ansible collections. This allows sysadmins to manage core operating system configuration parameters (network interfaces, SELinux, firewall rules, and storage pools) using vendor-supported, stable, and declarative code modules. -#### Satellite - - - **(2021)** [ansible.com: Automating Red Hat Satellite with Ansible](https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” This technical resource details integrating Ansible with Red Hat Satellite to manage enterprise OS life cycles. It explains using Satellite Collections to provision instances, register hosts to subscription channels, and configure patch schedules automatically across large-scale physical and cloud environments. -### Infrastructure as Code +### Infrastructure As Code #### Ansible @@ -87,12 +79,20 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” #### Developer Experience - **(2021)** [redhat.com: Renewing my thrill at work with Ansible](https://www.redhat.com/en/blog/renewed-thrill-ansible) [COMMUNITY-TOOL] β€” A practitioner's personal narrative showing how shifting from manual scripts to structured declarative YAML improves engineering efficiency. It showcases how automation reduces operational fatigue, shifting dev focus toward building features. A solid developer-advocate study of Ansible benefits. +### Infrastructure Management + +#### Ansible Collections + + - **(2020)** [ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟](https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Announcement of the Red Hat Enterprise Linux (RHEL) System Roles as certified Ansible collections. This allows sysadmins to manage core operating system configuration parameters (network interfaces, SELinux, firewall rules, and storage pools) using vendor-supported, stable, and declarative code modules. +#### Satellite + + - **(2021)** [ansible.com: Automating Red Hat Satellite with Ansible](https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” This technical resource details integrating Ansible with Red Hat Satellite to manage enterprise OS life cycles. It explains using Satellite Collections to provision instances, register hosts to subscription channels, and configure patch schedules automatically across large-scale physical and cloud environments. ### Kubernetes Management #### Ansible Integration - **(2020)** [opensource.com: Automate your container orchestration with Ansible modules for Kubernetes 🌟](https://opensource.com/article/20/9/ansible-modules-kubernetes) [COMMUNITY-TOOL] β€” Details the deployment of Kubernetes manifests directly using Ansible's native modules (k8s module). It demonstrates how to orchestrate complex Helm charts and resource configurations programmatically. This bridges the divide between standard IaC pipelines and cluster environments. -#### OpenShift Integration +#### Openshift Integration - **(2020)** [openshift.com: Ansible and OpenShift: Connecting for Success 🌟](https://www.redhat.com/en/blog/ansible-and-openshift-connecting-for-success) [COMMUNITY-TOOL] β€” Focuses on Red Hat's strategy for scaling hybrid deployments through OpenShift and Ansible integrations. It discusses using Ansible to handle Day-2 cluster operations, such as external storage provisioning and network switch configurations. Essential for hybrid enterprise architectures. #### Red Hat and Ansible @@ -256,7 +256,7 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” ### Coexistence -#### K8s vs Ansible +#### Kubernetes Vs Ansible - **(2023)** [devopsinside.com: Is Kubernetes killing tools like Ansible?](https://devopsinside.com/how-kubernetes-is-killing-tools-like-ansible) [COMMUNITY-TOOL] β€” Provides an architectural analysis of the symbiotic relationship between GitOps/Kubernetes and Ansible. Demonstrates that while Kubernetes excels at scheduling containers, Ansible remains essential for provisioning the underlying OS and physical compute infrastructure. ### Foundations (1) @@ -270,7 +270,7 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” - **(2024)** [**github.com/k3s-io/k3s-ansible 🌟**](https://github.com/k3s-io/k3s-ansible) ⭐ 2804 [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The production-standard repository for automating K3s lightweight Kubernetes cluster deployments using Ansible. Fully covers control plane initialization, high availability setups, and agent cluster joins. - **(2024)** [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) ⭐ 713 [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highly structured, modular Ansible role tailored for deploying K3s. Implements fine-grained host configuration and robust systemd lifecycle management over target K3s nodes. -#### Event-Driven Automation +#### Event-driven Automation - **(2023)** [ansible.com: Kubernetes Meets Event-Driven Ansible 🌟](https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the intersection of Event-Driven Ansible (EDA) and Kubernetes environments. Details using rulebooks to ingest K8s events and automate remediation workflows, scaling operations, and policy compliance. ## Container Orchestration @@ -282,9 +282,6 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” - **(2021)** [maquinasvirtuales.eu: Docker Swarm: Instalar Ansible AWX](https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx) [N/A CONTENT] [LEGACY] β€” Spanish language guide detailing the installation and configuration of Ansible AWX on Docker Swarm. Since modern AWX development has strictly pivoted to Kubernetes/AWX Operator, this resource serves primarily as a legacy reference for swarm-based topologies. ### Kubernetes (1) -#### Ansible Integration (2) - - - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Reference site for Jeff Geerling's "Ansible for Kubernetes" book. It showcases advanced architectural patterns using Ansible to orchestrate cloud-native Kubernetes systems, write custom operators, and manage application lifecycles inside pods. #### Deployments (1) - **(2022)** [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” A rapid deployment guide demonstrating how to bootstrap an instance of Ansible AWX on a Kubernetes cluster using the AWX Operator. It covers namespace preparation, applying the custom resource manifest, and verifying initial service exposures. @@ -301,6 +298,13 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” #### Operators - **(2026)** [**AWX Operator**](https://github.com/ansible/awx-operator) ⭐ 1487 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The AWX Operator is a cloud-native Kubernetes Operator designed to automate the deployment, lifecycle management, scaling, and upgrades of AWX. By leveraging Custom Resource Definitions (CRDs), it simplifies complex Postgres and web-app state management inside K8s. +## Continuous Integration + +### Jenkins + +#### Automation Server + + - **(2026)** [Jenkins](https://www.jenkins.io) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Jenkins remains the foundational open-source automation server supporting highly extensible CI/CD pipelines. Its exhaustive plugin ecosystem allows seamless orchestration of Ansible runs, Git operations, and target-system provisioning as part of delivery loops. ## DevOps and Learning Resources ### Video Courses @@ -312,7 +316,7 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” #### Practical Labs - **(2021)** [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn) [FRENCH CONTENT] [COMMUNITY-TOOL] β€” Practical lab illustrating the deployment of Prometheus Node Exporter. Details how to utilize modular Ansible roles to dynamically configure, enable, and monitor Linux targets. -## Infrastructure as Code (1) +## Infrastructure As Code (1) ### Ansible (4) @@ -370,6 +374,7 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” #### Core Concepts - **(2024)** [docs.ansible.com: Working With Playbooks](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks.html) [YAML CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official reference documentation for writing and executing Ansible Playbooks. This standard manual explains YAML syntax, task execution flows, variable precedence, and handler behaviors, forming the fundamental baseline for all Ansible-driven infrastructure automation. + - **(2022)** [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory) [N/A CONTENT] [COMMUNITY-TOOL] β€” A comprehensive primer exploring how to declare, structure, and organize Ansible inventories. Covers standard INI and YAML file declarations, host-group structures, nested grouping, and introductory dynamic inventory strategies. #### Curated Lists - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) ⭐ 1004 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A curated repository listing valuable Ansible tools, libraries, playbooks, roles, and learning materials. Ideal for discovering community extensions, monitoring integrations, and operational best-practices. @@ -465,9 +470,8 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” - **(2021)** [linuxtechlab.com: Ansible Tutorial: Introduction to simple Ansible commands](https://linuxtechlab.com/ansible-tutorial-simple-commands) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Focuses on instant-impact shell execution using Ansible ad hoc commands. Details fast syntax constructs for basic file copying, service manipulation, shell executions, and quick state analysis without the overhead of writing full-scale playbooks. #### Releases (1) - - **(2021)** [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities) [COMMUNITY-TOOL] β€” Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated 'ansible-core' engine components from 'collections' packages, resolving dependency bottlenecks and streamlining modern community module delivery. - **(2021)** [Ansible 3.3.0 released](https://groups.google.com/g/ansible-devel/c/CdQ7eWUUm8k?pli=1) [COMMUNITY-TOOL] β€” Release analysis for Ansible 3.3.0. Details backward compatibility constraints, system engine integration tests, updated community collections, and critical bug fixes mapped back to the underlying 'ansible-core' codebase. -#### Scheduling and Automation +#### Scheduling And Automation - **(2021)** [opensource.com: How I use Ansible and anacron for automation](https://opensource.com/article/21/9/ansible-anacron-automation) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An integration tutorial demonstrating how to pair Ansible task execution with anacron's scheduling engine. It resolves typical automation gaps on intermittently connected devices or workstations where rigid system cron configurations fail. It is a smart design pattern for local edge maintenance automation. #### Secret Management (1) @@ -559,7 +563,7 @@ description: "Top Ansible resources for 2026, AI-ranked: AWX, jinja and more β€” - **(2021)** [vagrant: centos-awx](https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx) [RUBY CONTENT] [COMMUNITY-TOOL] β€” A specific Vagrant box packaging AWX pre-installed on CentOS. Provides a historical self-contained laboratory for testing old iterations of AWX before the modern, mandatory transition to Kubernetes-based runtime platforms. --- -πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Crossplane](./crossplane.md) | [Devsecops](./devsecops.md) +πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [IaC](./iac.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/api.md b/v2-docs/api.md index 1d82e424..9d426f54 100644 --- a/v2-docs/api.md +++ b/v2-docs/api.md @@ -9,16 +9,9 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” !!! info "Architectural Context" Detailed reference for APIs with SOAP, REST and gRPC in the context of Developer Ecosystem. -## API and Integration Testing - -### Mocking and Virtualization - -#### Microcks - - - **(2026)** [**microcks.io**](https://microcks.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Microcks is a cloud-native platform for mocking and virtualization of APIs (REST, gRPC, GraphQL, AsyncAPI). It speeds up microservices testing by generating mock endpoints and testing compliance directly against enterprise schemas. ## API Architectures -### GraphQL +### Graphql #### Adoption @@ -58,25 +51,25 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” - **(2022)** [**freecodecamp.org: What is REST? Rest API Definition for Beginners**](https://www.freecodecamp.org/news/what-is-rest-rest-api-definition-for-beginners) [AGNOSTIC CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive introductory handbook explaining REST (Representational State Transfer) concepts. Explores the core mechanics of resources, URIs, HTTP methods, response codes, and explains why stateless operations are critical for web reliability. ### RPC -#### Open-RPC - - - **(2024)** [**open-rpc.org lightweight RPC framework 🌟**](https://www.open-rpc.org) [AGNOSTIC CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official documentation for Open-RPC, which defines a standard, language-agnostic interface description for JSON-RPC 2.0 services. It supports client generation, interactive documentation, and testing tools analogous to OpenAPI for REST. -#### gRPC +#### Grpc - **(2026)** [==gRPC==](https://grpc.io) [AGNOSTIC CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The home of gRPC, a high-performance, open-source universal RPC framework developed by Google. Utilizing HTTP/2 for transport and Protocol Buffers for serialization, it provides bidirectional streaming, multiplexing, and strongly typed contracts, serving as the modern standard for cloud-native microservices. - **(2022)** [==nordicapis.com: Using gRPC to Connect a Microservices Ecosystem==](https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem) [AGNOSTIC CONTENT] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” An architectural evaluation of employing gRPC to construct a microservices ecosystem. Discusses how using Protocol Buffers and HTTP/2 optimizes backplane performance, minimizes payload sizes, and guarantees interface contracts. -#### gRPC-Web +#### Grpc-web - **(2022)** [**blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress**](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical guide on configuring Emissary-ingress (Envoy) to translate gRPC-Web calls from modern browser clients into standard backend gRPC services, bridging the gap created by native browser HTTP/2 frame restrictions. -### Real-Time +#### Open-rpc + + - **(2024)** [**open-rpc.org lightweight RPC framework 🌟**](https://www.open-rpc.org) [AGNOSTIC CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official documentation for Open-RPC, which defines a standard, language-agnostic interface description for JSON-RPC 2.0 services. It supports client generation, interactive documentation, and testing tools analogous to OpenAPI for REST. +### Real-time #### History - **(2016)** [The State of Real-Time Web in 2016](https://banksco.de/p/state-of-realtime-web-2016.html) [AGNOSTIC CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A historical report from 2016 analyzing the landscape of real-time web transport. While historically useful, modern 2026 platforms have mostly replaced these early implementations with standardized WebSockets and Server-Sent Events (SSE). -#### Socket.IO +#### Socket.io - **(2026)** [==Socket.io==](https://socket.io) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The home of Socket.io, a premier real-time bidirectional event engine. Built over WebSockets, it provides reliable HTTP long-polling fallbacks, automatic reconnection, packet buffering, and client-room multiplexing out of the box. -#### WebSockets +#### Websockets - **(2021)** [**spring.io: YMNNALFT: Websockets**](https://spring.io/blog/2021/01/25/ymnnalft-websockets) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An in-depth guide on native WebSocket support within the Spring framework ecosystem. Showcases how to set up robust, bidirectional real-time channels using Spring's out-of-the-box streaming components. - **(2021)** [**blog.bitsrc.io: Deep Dive into WebSockets**](https://blog.bitsrc.io/deep-dive-into-websockets-e6c4c7622423) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep-dive technical investigation into the underlying RFC 6455 WebSocket protocol. Discusses the initial HTTP upgrade handshake, state management, full-duplex TCP framing, and high-frequency stream performance. @@ -124,7 +117,7 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” #### Lab - **(2023)** [**portswigger.net: Introducing vAPI – an open source lab environment to learn about API security**](https://portswigger.net) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” vAPI is a self-hosted, intentionally vulnerable API environment designed to educate developers and security teams on the OWASP API Security Top 10 vulnerabilities. -### Threat-Modeling +### Threat-modeling #### Risks @@ -154,24 +147,24 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” - **(2023)** [**dev.to: Top 15 Automated API Testing Tools**](https://dev.to/katalon/top-15-automated-api-testing-tools-lasted-update-32ip) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A marketplace evaluation of 15 automated API testing frameworks. Details features of suites like Katalon, Postman, SoapUI, and Newman, helping teams choose testing tooling based on their workflow requirements. ## API Tooling -### All-in-One +### All-in-one -#### APIDog +#### Apidog - **(2026)** [**APIDog**](https://apidog.com) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” APIDog is an integrated API design, debugging, mocking, and testing toolkit. Merges Swagger, Postman, and mock services into a unified team-based collaborative workspace. ### CLI Utilities -#### cURL +#### Curl - **(2022)** [javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Practical tutorial demonstrating how to perform HTTP POST requests with raw JSON payloads using the cURL CLI tool. This represents an essential skill for terminal-based API profiling, continuous integration sanity checks, and debugging. ### Codegen -#### OpenAPI +#### Openapi - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard OpenAPI Generator, designed to automate client SDK and server stub generation from OpenAPI specifications across 50+ programming languages. ### Design (1) -#### SwaggerHub +#### Swaggerhub - **(2026)** [==SwaggerHub: Free Web Service==](https://swagger.io/product) [AGNOSTIC CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” SwaggerHub is SmartBear's collaborative cloud framework for teams building, designing, and testing REST APIs. Uses standard OpenAPI specs to drive API governance and SDK generation. ### Mocking @@ -260,19 +253,14 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” ### API Management (1) -#### SaaS Platforms +#### Saas Platforms - **(2026)** [Rapid API:](https://rapidapi.com) [COMMUNITY-TOOL] β€” A leading enterprise Hub and Gateway solution for API discovery, testing, and monetization. Provides uniform control planes to aggregate heterogeneous upstream microservice APIs, enforce consolidated security policies, and manage global tenant billing workflows. -### System Design - -#### Microservices Patterns - - - **(2018)** [**blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?**](https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A seminal article detailing the functional boundary differences between API Gateways and Service Meshes. Christian Posta demonstrates how gateways excel at managing south-north public consumer interfaces (security, transformations, rate limiting), while service meshes optimize complex east-west backend telemetry. ## Cloud Providers ### AWS -#### Serverless APIs +#### Serverless Apis - **(2020)** [dev.to: Rapid API Creation with AWS Amplify](https://dev.to/fllstck/rapid-api-creation-with-aws-amplify-3c8i) [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused tutorial outlining how to provision and deploy serverless GraphQL and REST endpoints using AWS Amplify. Leverages AWS AppSync, DynamoDB, and Cognito for swift, scalable web/mobile backends. ## Cloud Services @@ -289,9 +277,9 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” #### Financial Sector - **(2021)** [thenewstack.io: A Digital Transformation Journey in the Banking Sector](https://thenewstack.io/a-digital-transformation-journey-in-the-banking-sector) [LEGACY] β€” Analysis of how a major financial institution leveraged cloud-native microservices, legacy modernization, and domain-driven design to achieve high availability and strict compliance in digital transformation initiatives. -## Event-Driven +## Event-driven -### AsyncAPI +### Asyncapi #### Simulation @@ -314,7 +302,7 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” ### Data Ingestion -#### WebSockets IoT +#### Websockets Iot - **(2022)** [grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana](https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Detailed technical walk-through demonstrating Grafana's capacity to consume and visualize sub-second real-time streaming data via WebSockets. Focuses on setting up custom dashboards for high-density IoT telemetry and event queues. ## Public Resources @@ -335,7 +323,7 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” ### Java -#### REST APIs +#### REST Apis - **(2018)** [Creando un API REST en Java (parte 1)](https://www.oscarblancarteblog.com/2018/06/25/creando-un-api-rest-en-java-parte-1) [SPANISH CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A fundamental Spanish-language walkthrough on implementing RESTful endpoints using Java JAX-RS or Spring Boot. Details the structural setup, HTTP method mapping, and architectural guidelines for request-response serialization. ## Software Engineering @@ -349,7 +337,7 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” #### Protocol Selection - **(2023)** [blog.postman.com: How to choose between REST vs. GraphQL vs. gRPC vs.' SOAP](https://blog.postman.com/how-to-choose-between-rest-vs-graphql-vs-grpc-vs-soap) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An elite architectural breakdown contrasting REST, GraphQL, gRPC, and SOAP protocols. Outlines technical selection heuristics based on transport performance, serialization structures, payload size, type-safety guarantees, and network latency tolerances inside microservice topologies. -#### SOAP vs REST +#### SOAP Vs REST - **(2020)** [reply.com: Web Services: SOAP and REST - A Simple Introduction](https://www.reply.com/solidsoft-reply/en) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A fundamental comparative breakdown of SOAP (protocol-driven XML) vs REST (architectural constraints/JSON). Explains system performance trade-offs, security controls (WS-Security), and state management requirements inside distributed systems. ### API Integration @@ -364,7 +352,7 @@ description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more β€” - **(2021)** [dev.to: 7 API Tools for REST Developers and Testers](https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67) [NONE CONTENT] [COMMUNITY-TOOL] β€” Reviews seven essential REST API validation and design tools, analyzing the runtime capabilities and payload assertion performance of modern desktop clients and command-line instruments. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/appointment-scheduling.md b/v2-docs/appointment-scheduling.md index 6c329766..7a4fa924 100644 --- a/v2-docs/appointment-scheduling.md +++ b/v2-docs/appointment-scheduling.md @@ -35,7 +35,7 @@ description: "Top Appointment Scheduling resources for 2026, AI-ranked: Calendly - **(2021)** [Google Calendar appointment slots](https://support.google.com/calendar/answer/190998) [DOCUMENTATION] [LEGACY] β€” Legacy Google Calendar booking block system. Live grounding shows this feature was officially retired in late 2024, fully replaced by Google's newer 'Appointment Schedules' tool. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) +πŸ’‘ **Explore Related:** [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md) | [Recruitment](./recruitment.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/argo.md b/v2-docs/argo.md index 0b06efcb..305ef88a 100644 --- a/v2-docs/argo.md +++ b/v2-docs/argo.md @@ -18,14 +18,14 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit ##### Templates - **(2023)** [dev.to: The three meanings of "template" in Argo Workflows](https://dev.to/crenshaw_dev/the-three-meanings-of-template-in-argo-workflows-2paf) [YAML CONTENT] [COMMUNITY-TOOL] β€” Synthesizes the semantic differences and runtime boundaries between the three distinct definitions of 'template' in Argo Workflows. Distinguishes template definitions, invocations, and inline declarations within a workflow manifest, preventing common YAML structure misconfigurations in complex pipelines. -## GitOps and CD +## Gitops and CD ### Argo Project Ecosystem - **(2021)** [**devops.com: The Argo Project: Making GitOps Practical**](https://devops.com/the-argo-project-making-gitops-practical) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the rapid industry adoption of the Argo ecosystem (Argo CD, Workflows, Rollouts, Events). Explains how the projects solve operational gaps in native Kubernetes, making declarative continuous delivery robust and enterprise-ready. ### Argo Rollouts -#### Blue-Green Deployment +#### Blue-green Deployment - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Guides engineers through setting up a complete Blue-Green deployment workflow with Argo Rollouts. Outlines routing controls, active/preview service handoffs, and visual UI verification configurations. #### Canary Deployment @@ -37,15 +37,15 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit #### Progressive Delivery - **(2023)** [==argoproj.github.io: Argo Rollouts - Kubernetes Progressive Delivery Controller==](https://argoproj.github.io/argo-rollouts) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces the core concepts of Argo Rollouts, which replaces standard Kubernetes Deployment objects with custom Rollout resources. Enables automatic analysis, metrics integration (Prometheus, Datadog), and automated rollback strategies. -### ArgoCD +### Argocd -#### ApplicationSets +#### Applicationsets - **(2023)** [==argoproj-labs/applicationset: Argo CD ApplicationSet Controller==](https://github.com/argoproj/applicationset) ⭐ 582 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The standard orchestrator extending Argo CD to support multi-cluster application distribution templates. Processes multi-source configurations, automates environment scaling, and drastically reduces the maintenance overhead of managing distinct Application manifests. - **(2024)** [**developers.redhat.com: Enhance Kubernetes deployment efficiency with Argo CD and ApplicationSet**](https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-efficiency-argo-cd-and-applicationset) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep technical review of optimization practices when deploying large-scale software footprints using ApplicationSets. Outlines how to maximize rendering efficiency, prevent performance bottlenecks, and design clean matrix-based generators. #### Authentication and SSO -##### GitHub Integration +##### Github Integration - **(2021)** [cloud.redhat.com: How to Use ArgoCD Deployments with GitHub Tokens](https://www.redhat.com/en/blog/how-to-use-argocd-deployments-with-github-tokens) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Explains how to securely integrate ArgoCD with private GitHub repositories using Personal Access Tokens (PATs) and fine-grained permissions. Addresses secure secret management inside Kubernetes to safeguard credentials used during the repository fetching phase. #### Best Practices @@ -65,15 +65,15 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit #### Introduction - **(2022)** [kubebyexample.com: Argo CD Overview 🌟](https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A foundational educational overview of the ArgoCD engine, architecture, and UI dashboard. Introduces the concepts of Target State versus Live State, and details the controller-to-API communication model. -#### Multi-Cluster +#### Multi-cluster -##### ApplicationSets (1) +##### Applicationsets (1) - **(2022)** [**openshift.com: Getting Started with ApplicationSets**](https://www.redhat.com/en/blog/getting-started-with-applicationsets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Deep dive into the ArgoCD ApplicationSet controller, explaining how to model and automate multi-cluster and multi-tenant application deployments. Covers generators like List, Directory, and Git to scale configurations with minimal templating boilerplate. - **(2022)** [**piotrminkowski.com: Manage Multiple Kubernetes Clusters with ArgoCD 🌟**](https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Step-by-step architectural guide on configuring a centralized ArgoCD instance to manage resources across several remote Kubernetes clusters. Covers network endpoints, remote credentials provisioning, and configuration drift auditing. #### Patterns -##### App-of-Apps +##### App-of-apps - **(2021)** [**opensource.com: Automatically create multiple applications in Argo CD**](https://opensource.com/article/21/7/automating-argo-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Demonstrates how to leverage the 'App-of-Apps' pattern in ArgoCD to construct recursive, nested application structures. Enables engineers to automate the bootstrapping of complex multi-tier platforms from a single root configuration. #### Plugins and Extensions @@ -87,22 +87,22 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit ##### Demos - **(2023)** [github.com/myspotontheweb/gitops-workloads-demo](https://github.com/myspotontheweb/gitops-workloads-demo) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Comprehensive demo repository showcasing real-world GitOps workload configurations. Provides a structural blueprint for multi-tenant environments, detailing how to cleanly decouple cluster-wide infrastructure configurations from individual application manifests. -### CICD Integration +### CICD - **(2023)** [dev.to: Extending GitOps: Effortless continuous integration and deployment on Kubernetes](https://dev.to/amplication/extending-gitops-effortless-continuous-integration-and-deployment-on-kubernetes-1oem) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores architectural models for bridging continuous integration (CI) platforms with GitOps-driven deployment mechanisms. Emphasizes clean decoupling where CI updates target config states while Kubernetes reconcile loops execute the rollout. ### Tool Comparison -#### ArgoCD vs FluxCD +#### Argocd Vs Fluxcd - **(2022)** [**thenewstack.io: GitOps on Kubernetes: Deciding Between Argo CD and Flux**](https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluates the architectural differences, strengths, and trade-offs of the two dominant GitOps controllers: ArgoCD and FluxCD. Compares ArgoCD's powerful web UI and multi-tenancy model against Flux's lightweight, decentralized, and Kubernetes-native approach. -## Kubernetes GitOps and Packaging +## Kubernetes Gitops and Packaging ### Argo Project Ecosystem (1) -#### Event-Driven Automation +#### Event-driven Automation - **(2026)** [argoproj.github.io: Argo Events - The Event-driven Workflow Automation Framework](https://argoproj.github.io/argo-events) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The standard event-driven orchestration engine for Kubernetes. Argo Events integrates with sources like webhooks, S3, or pub-sub, dynamically executing serverless triggers, custom scripts, and Argo Workflows with native scalability. -#### GitOps Strategy +#### Gitops Strategy - **(2022)** [Why and when do you need Argo CD?](https://mkdev.me/posts/why-and-when-do-you-need-argo-cd) [N/A CONTENT] [COMMUNITY-TOOL] β€” An executive guide explaining the core capabilities of GitOps and the necessity of declarative pull engines like Argo CD. It details drift management, configuration alignment, and security advantages compared to manual push deployments. #### UI Visualization @@ -113,14 +113,21 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit - **(2022)** [youtube: GitOps with Argo-CD & Kubernetes](https://www.youtube.com/watch?v=QrLwFEXvxbo&ab_channel=HoussemDellai) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An introductory video guide showing how to configure and run continuous deployment pipelines using Argo CD and Kubernetes. It walks through initial repository setups, synchronization configurations, and basic troubleshooting procedures. ## Platform Engineering -### GitOps +### CICD (1) + +#### Argo Workflows (1) + +##### Jenkins + + - **(2022)** [**Migrating CI/CD from Jenkins to Argo Workflows**](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Shares practical lessons from migrating a legacy Jenkins CI pipeline stack over to container-native Argo Workflows. Compares the performance, cost efficiency, resource overhead, and maintainability of step-based DAG flows. +### Gitops #### AWS EKS ##### Tekton - **(2022)** [==aws.amazon.com: Cloud Native CI/CD with Tekton and ArgoCD on AWS==](https://aws.amazon.com/blogs/containers/cloud-native-ci-cd-with-tekton-and-argocd-on-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Discusses designing an end-to-end, Kubernetes-native CI/CD pipeline on AWS EKS. Uses Tekton for building and containerizing microservices, seamlessly handing off the deployment phase to ArgoCD for pull-based application delivery. -#### ArgoCD (1) +#### Argocd (1) ##### Architecture Topologies @@ -128,7 +135,7 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit ##### Terraform Integration - **(2022)** [seraf.dev: ArgoCD Tutorial β€” (with Terraform)](https://seraf.dev/argocd-tutorial-with-terraform-af77ddea2e6e) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Guides engineers on bootstrapping an entire ArgoCD installation, including repositories, projects, and application instances, declaratively via the official HashiCorp Terraform provider for ArgoCD. -#### GitHub Actions +#### Github Actions ##### AWS EKS (1) @@ -143,7 +150,7 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit ##### Data Infrastructure - **(2022)** [**piotrminkowski.com: Manage Kubernetes Cluster with Terraform and Argo CD. Create Kakfa Cluster using GitOps 🌟**](https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-and-argo-cd) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Practical demonstration of deploying and managing a Kafka cluster on Kubernetes using a hybrid Terraform and ArgoCD approach. Discusses how to configure infrastructure dependencies with Terraform and declare workload states inside GitOps. -### Infrastructure as Code +### Infrastructure As Code #### Modular Architecture @@ -157,27 +164,27 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit #### DNS Routing -##### Blue-Green Deployment (1) +##### Blue-green Deployment (1) - **(2022)** [**infracloud.io: How to Setup Blue Green Deployments with DNS Routing 🌟**](https://www.infracloud.io/blogs/blue-green-deployments-dns-routing) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Examines advanced architectural design patterns using DNS-based routing to switch traffic for Blue-Green deployments. Discusses how to coordinate external load balancers and global DNS systems during the migration window. ### Secret Management -#### HashiCorp Vault +#### Hashicorp Vault -##### ArgoCD Plugins +##### Argocd Plugins - **(2023)** [==argoproj-labs/argocd-vault-plugin==](https://github.com/argoproj-labs/argocd-vault-plugin) ⭐ 967 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An indispensable Argo CD plugin built to inject secrets dynamically from HashiCorp Vault, AWS Secrets Manager, or GCP Secret Manager. Replaces custom templating hacks by decrypting and injecting secret values directly into workloads at synchronization time, ensuring zero plaintext secrets enter the Git repository. - **(2022)** [github.com/crumbhole/argocd-vault-replacer](https://github.com/crumbhole/argocd-vault-replacer) ⭐ 109 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized replacement utility designed to pull secrets from HashiCorp Vault during the Argo CD rendering phase. Acts as a lightweight precursor/alternative to full plugin integrations, enabling targeted placeholder substitutions within native Kubernetes manifest streams. #### Sealed Secrets -##### ArgoCD (2) +##### Argocd (2) - **(2021)** [**dev.to: Argo CD and Sealed Secrets is a perfect match**](https://dev.to/timtsoitt/argo-cd-and-sealed-secrets-is-a-perfect-match-1dbf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Illustrates the architecture of deploying Bitnami Sealed Secrets alongside ArgoCD. Solves the core GitOps paradox by allowing users to safely commit encrypted secrets to Git, which are then decrypted inside the cluster by the controller. ## Security and Compliance -### Vulnerabilities and CVEs +### Vulnerabilities and Cves -#### ArgoCD Security +#### Argocd Security ##### Remediation @@ -188,7 +195,7 @@ description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native archit - **(2022)** [securityaffairs.co: Argo CD flaw could allow stealing sensitive data from Kubernetes Apps](https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights the threat landscape exposed by vulnerability CVE-2022-24348 in multi-tenant environments. Emphasizes why prompt patching of GitOps controllers is critical when handling multi-tenant repositories on shared control planes. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-architecture.md b/v2-docs/aws-architecture.md index 4dc37d46..e382478f 100644 --- a/v2-docs/aws-architecture.md +++ b/v2-docs/aws-architecture.md @@ -11,7 +11,7 @@ description: "Curated, AI-ranked AWS Architecture resources for the 2026 Cloud N ## Cloud Infrastructure -### Infrastructure as Code +### Infrastructure As Code #### Compliance Auditing @@ -32,7 +32,7 @@ description: "Curated, AI-ranked AWS Architecture resources for the 2026 Cloud N - **(2023)** [==github.com/ministryofjustice: Modernisation Platform - Architecture Decisions==](https://github.com/ministryofjustice/modernisation-platform/tree/main/architecture-decision-record) ⭐ 724 [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The public collection of Architecture Decision Records (ADRs) from the UK Ministry of Justice Modernisation Platform. This serves as a key reference for cloud governance, public sector IT standards, and clear decision documentation. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Tools Scripts](./aws-tools-scripts.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-backup.md b/v2-docs/aws-backup.md index 591facd3..2441c147 100644 --- a/v2-docs/aws-backup.md +++ b/v2-docs/aws-backup.md @@ -25,17 +25,17 @@ description: "Top AWS Backup resources for 2026, AI-ranked: Chaos Monkey, AWS Ba - **(2016)** [New AWS Competency – AWS Migration](https://aws.amazon.com/blogs/aws/new-aws-competency-aws-migration) 🌟🌟🌟 [LEGACY] β€” The announcement introducing the AWS Migration Competency, establishing a formalized framework to validate partner organizations' migration expertise. Live Grounding shows this standard continues to qualify system integrators executing mass migrations from legacy datacenters to cloud-native platforms. ### AWS MGN -#### Multi-Region +#### Multi-region - **(2021)** [**Multi-Region Migration using AWS Application Migration Service**](https://aws.amazon.com/blogs/architecture/multi-region-migration-using-aws-application-migration-service) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This architectural guide details scale-out multi-region migrations utilizing the AWS Application Migration Service (MGN). Live Grounding confirms MGN as the de facto tool for enterprise host-level migrations, replacing CloudEndure to provide low-downtime, continuous block-level physical disk replication. -### Multi-Account Strategy +### Multi-account Strategy #### AWS Resources - **(2021)** [**Migrate Resources Between AWS Accounts**](https://aws.amazon.com/blogs/architecture/migrate-resources-between-aws-accounts) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An architectural guide analyzing methodologies for transferring AWS resources and database volumes across separate AWS accounts during spin-offs or restructuring. Live Grounding confirms that secure inter-account migration relies on complex IAM resource policies, KMS key sharing, and automated cross-account pipeline tooling. -### VM ImportExport +### VM Importexport -#### On-Premises +#### On-premises - **(2020)** [youtube: Migrating On Premise VM to AWS | VM Import/Export | Create EC2 instance based on on-premises server](https://www.youtube.com/watch?v=buzusNljpy4&feature=youtu.be) 🌟🌟🌟 [LEGACY] β€” A video demonstrating VM Import/Export steps to convert on-premises hypervisor disk images directly into active AWS EC2 instances. Live Grounding points out that while modern migration favors automated agents like AWS MGN, raw VM imports are still critical for offline image importing, licensing checks, and legacy OS setups. ## Data and Analytics @@ -64,7 +64,7 @@ description: "Top AWS Backup resources for 2026, AI-ranked: Chaos Monkey, AWS Ba ##### AWS Backup (1) - **(2026)** [==AWS Backup Service==](https://aws.amazon.com/backup) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterprise solution for compliance auditing, cross-account security, and centralized backup policies. -##### Multi-Region (1) +##### Multi-region (1) - **(2023)** [AWS Backup supports cross-Region backups in four new Regions](https://aws.amazon.com/about-aws/whats-new/2023/05/aws-backup-cross-region-backups-four-regions) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An AWS announcement highlighting the addition of cross-region backup capabilities in four additional regions. Live Grounding emphasizes that cross-region vault copying is crucial for meeting geographic compliance and defending enterprise databases against whole-region infrastructure outages. ##### S3 Protection @@ -95,7 +95,7 @@ description: "Top AWS Backup resources for 2026, AI-ranked: Chaos Monkey, AWS Ba - **(2016)** [Design for failure lessons learnt from the Sydney AWS outage](https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural retrospective analyzing service failures during a historic AWS Sydney region outage. Live Grounding highlights how this post underscores the vital design-for-failure paradigm, proving that high availability requires cross-region failovers, active-active topologies, and robust client retry configurations. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-containers.md b/v2-docs/aws-containers.md index 063e2de6..67294246 100644 --- a/v2-docs/aws-containers.md +++ b/v2-docs/aws-containers.md @@ -21,7 +21,7 @@ description: "Curated, AI-ranked AWS Containers resources for the 2026 Cloud Nat - **(2025)** [**awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper**](https://github.com/awslabs/amazon-ecr-credential-helper) ⭐ 2703 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Docker credential helper that handles seamless, transparent IAM-based authentication for Amazon ECR. By removing the need to run periodic 'aws ecr get-login-password' cron jobs, it enhances runtime security by integrating directly with standard IAM Instance Profiles and local AWS config files. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-databases.md b/v2-docs/aws-databases.md index fcbf60d5..3e5d5247 100644 --- a/v2-docs/aws-databases.md +++ b/v2-docs/aws-databases.md @@ -36,7 +36,7 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati - **(2016)** [AWS Schema Conversion Tool now supports PostgreSQL as conversion target](https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support) 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight chronicles the historical release when AWS SCT introduced target support for Amazon RDS PostgreSQL. Live Grounding indicates that this addition laid the groundwork for open-source migrations of commercial PL/SQL and T-SQL. Included for tracing AWS ecosystem historical growth. - [AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization](https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization) [SPANISH CONTENT] [ADVANCED LEVEL] [LEGACY] β€” Curator Insight announces legacy enhancements to AWS SCT, focusing on target conversions to Amazon Redshift. Live Grounding confirms this enabled automation for migrating complex on-premises data warehouses like Teradata and Oracle DW to modern cloud analytics warehouses. [SPANISH CONTENT] -#### Multi-Region Storage +#### Multi-region Storage - [Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS](https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms) [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” Curator Insight explains complex data replication and real-time schema transformations using AWS DMS across geographic zones. Live Grounding demonstrates how DMS filters and manipulates streaming CDC events to populate distinct regional schemas. An advanced implementation reference for global multi-region database architectures. #### Oracle Migrations @@ -50,7 +50,7 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati #### Architectural Patterns - [thenewstack.io: Diving into AWS Databases: Amazon RDS and DynamoDB Explained](https://thenewstack.io/diving-into-aws-databases-amazon-rds-and-dynamodb-explained) [COMMUNITY-TOOL] β€” Curator Insight compares relational databases (RDS) and non-relational databases (DynamoDB) on AWS. Live Grounding emphasizes the trade-offs of relational constraints and ACID compliance against horizontal scaling and key-value performance. Recommended for architects mapping domain data requirements to cloud storage options. -#### Compliance and Security +#### Compliance And Security - [Auditing for highly regulated industries using Amazon Aurora PostgreSQL](https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-using-amazon-aurora-postgresql) [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” Curator Insight details compliance and auditing methodologies for highly regulated sectors utilizing Amazon Aurora PostgreSQL. Live Grounding confirms the deployment patterns involve pgAudit integration, AWS CloudWatch Logs, and database activity streams. It provides actionable reference designs for achieving HIPAA, PCI-DSS, and SOC compliance. #### Deployments @@ -59,7 +59,7 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati #### High Availability - [New Amazon RDS for MySQL & PostgreSQL Multi-AZ Deployment Option: Improved' Write Performance & Faster Failover](https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster) [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” Curator Insight highlights the introduction of Amazon RDS Multi-AZ DB clusters designed with two readable standbys and transaction log replication. Live Grounding demonstrates write performance improvements of up to 2x alongside faster failover times (typically under 35 seconds). This architecture mitigates standard single-standby replication latency bottlenecks. -#### Hybrid Cloud and Edge +#### Hybrid Cloud And Edge - [New – Create Microsoft SQL Server Instances of Amazon RDS on AWS Outposts](https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts) [COMMUNITY-TOOL] β€” Curator Insight highlights the expansion of Amazon RDS capabilities to hybrid environments using AWS Outposts. Live Grounding verifies this enables low-latency, on-premises execution of Microsoft SQL Server workloads with cloud-style managed operations. The architecture supports local data residency while utilizing automated backups and scaling. #### Legacy Releases (1) @@ -87,7 +87,7 @@ description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Nati - [Easily model your app data in a NoSQL database with AWS Mobile Hub](https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub) [SPANISH CONTENT] [LEGACY] β€” Curator Insight details a legacy utility tool (AWS Mobile Hub) that assisted developers in bootstrapping NoSQL data layers. Live Grounding highlights that AWS Mobile Hub has been replaced by the more powerful AWS Amplify framework. Included for legacy archeological reference. [SPANISH CONTENT] --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-devops.md b/v2-docs/aws-devops.md index 818e83b4..a615d47b 100644 --- a/v2-docs/aws-devops.md +++ b/v2-docs/aws-devops.md @@ -15,7 +15,7 @@ description: "Curated, AI-ranked AWS DevOps resources for the 2026 Cloud Native --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-iac.md b/v2-docs/aws-iac.md index 0eb2e1b8..134cc8a5 100644 --- a/v2-docs/aws-iac.md +++ b/v2-docs/aws-iac.md @@ -21,10 +21,10 @@ description: "Curated, AI-ranked AWS IaC resources for the 2026 Cloud Native arc ### AWS -#### Infrastructure as Code +#### Infrastructure As Code - **(2022)** [youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp 🌟](https://www.youtube.com/watch?v=zA8guDqfv40) [COMMUNITY-TOOL] β€” A comprehensive, open-access video bootcamp by freeCodeCamp focusing on AWS CloudFormation. Teaches declarative resource provisioning, nested templates, drift detection, and deployment strategies for managing large AWS architectures as code. -## Infrastructure as Code (1) +## Infrastructure As Code (1) ### Automated Generation @@ -38,7 +38,7 @@ description: "Curated, AI-ranked AWS IaC resources for the 2026 Cloud Native arc #### Recording Tools - **(2022)** [onecloudplease.com: Console Recorder for AWS](https://onecloudplease.com/project/console-recorder) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Console Recorder for AWS is a developer browser extension that records API actions within the AWS Console and translates them into Terraform or CloudFormation scripts. It provides a quick way to generate code while manually configuring resources for prototyping. -### CloudFormation +### Cloudformation #### Automated Generation (1) @@ -49,7 +49,7 @@ description: "Curated, AI-ranked AWS IaC resources for the 2026 Cloud Native arc #### Criticism and Analysis - **(2021)** [luminousmen.com: A very quick introduction to the pain of AWS CloudFormation](https://luminousmen.com/post/a-very-quick-introduction-to-the-pain-of-aws-cloudformation) [N/A CONTENT] [COMMUNITY-TOOL] β€” An objective critique analyzing the structural drawbacks of CloudFormation, including deployment delays, unhelpful rollbacks, and lack of client-side validation. It advises platform engineering teams on managing these pain points or transitioning to modern programmatic alternatives. -#### GitOps Integrations +#### Gitops Integrations - **(2023)** [AWS CloudFormation introduces Git management of stacks](https://aws.amazon.com/about-aws/whats-new/2023/11/aws-cloudformation-git-management-stacks) [N/A CONTENT] [COMMUNITY-TOOL] β€” AWS CloudFormation native Git integration allows deployment stacks to synchronize directly with repositories in GitHub, GitLab, and Bitbucket. This feature simplifies continuous delivery of infrastructure, reducing dependencies on third-party CI pipelines. #### Identity and Access Management @@ -74,7 +74,7 @@ description: "Curated, AI-ranked AWS IaC resources for the 2026 Cloud Native arc - **(2022)** [cloudkatha.com: How to Create an S3 Bucket using CloudFormation](https://cloudkatha.com/how-to-create-an-s3-bucket-using-cloudformation) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A foundational tutorial detailing the YAML patterns required to create and lock down basic AWS S3 buckets inside CloudFormation templates. It details parameters for versioning rules, basic access controls, and server-side encryption. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-miscellaneous.md b/v2-docs/aws-miscellaneous.md index 380d8f55..d8f798a8 100644 --- a/v2-docs/aws-miscellaneous.md +++ b/v2-docs/aws-miscellaneous.md @@ -24,7 +24,7 @@ description: "Curated, AI-ranked AWS Miscellaneous resources for the 2026 Cloud - **(2021)** [github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template](https://github.com/omenking/localstack-gitpod-template) [SHELL CONTENT] [COMMUNITY-TOOL] β€” Curator Insight introduces a Gitpod configuration template for bootstrapping LocalStack development environments instantly in the browser. Live Grounding highlights this as an efficient template for cloud-native training, though production teams in 2026 typically leverage official Dev Container or LocalStack-supported cloud environments. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-monitoring.md b/v2-docs/aws-monitoring.md index 11cf8424..d084a5ab 100644 --- a/v2-docs/aws-monitoring.md +++ b/v2-docs/aws-monitoring.md @@ -13,14 +13,14 @@ description: "Curated, AI-ranked AWS Monitoring resources for the 2026 Cloud Nat ### General Reference - - [logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping' with Logz.io](https://logz.io/blog/aws-ec2-metrics) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping' with Logz.io in the Kubernetes Tools ecosystem. - [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io in the Kubernetes Tools ecosystem. + - [logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping' with Logz.io](https://logz.io/blog/aws-ec2-metrics) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping' with Logz.io in the Kubernetes Tools ecosystem. - [dzone: Optimize AWS Costs With CloudWatch's Advanced Metrics, Dashboards,' and Alerts](https://dzone.com/articles/optimize-aws-costs-with-cloudwatchs-advanced-metri) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Optimize AWS Costs With CloudWatch's Advanced Metrics, Dashboards,' and Alerts in the Kubernetes Tools ecosystem. ## Observability and Monitoring ### Legacy Systems -#### Self-Hosted +#### Self-hosted - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configuration management. ## Security and Governance @@ -32,7 +32,7 @@ description: "Curated, AI-ranked AWS Monitoring resources for the 2026 Cloud Nat - **(2024)** [==github: ElectricEye==](https://github.com/jonrau1/ElectricEye/blob/master/README.md) ⭐ 1043 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated cloud security assessment framework designed to continually monitor AWS environments for configuration drift, vulnerabilities, and deviations from industry standards. Outputs findings directly to AWS Security Hub. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-networking.md b/v2-docs/aws-networking.md index d693e780..777eadca 100644 --- a/v2-docs/aws-networking.md +++ b/v2-docs/aws-networking.md @@ -18,7 +18,7 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load ##### Architecture - **(2020)** [alexdebrie.com: A Detailed Overview of AWS API Gateway](https://www.alexdebrie.com/posts/api-gateway-elements) [COMMUNITY-TOOL] β€” An extensive architectural analysis of AWS API Gateway, deconstructing HTTP APIs, REST APIs, and WebSockets. Provides deep insights into routing, request validation, and authorization strategies that underpin serverless microservices architectures. -##### Cross-Account Patterns +##### Cross-account Patterns - **(2021)** [aws.amazon.com: Architecture patterns for consuming private APIs cross-account](https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines security and network topology blueprints for consuming private APIs across different AWS accounts. Highlights the interaction of VPC endpoints, API Gateway resource policies, and Route 53 resolver rules to secure enterprise SaaS products. #### Architecture Best Practices @@ -26,17 +26,12 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load - **(2018)** [cloudonaut.io: What Architects Need to Know About Networking on AWS](https://cloudonaut.io/what-architects-need-to-know-about-networking-on-aws) [COMMUNITY-TOOL] β€” A rigorous exploration of architectural decision-making within AWS networking. Focuses on the trade-offs of VPC endpoints, routing tables, and peering limits. Grounded in 2026 engineering truths, this piece highlights the shift from complex transit VPCs to Transit Gateway standards. #### CDN -##### CloudFront +##### Cloudfront - **(2016)** [Amazon CloudFront now supports HTTP/2](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-supports-http2) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Announces native HTTP/2 support in CloudFront, highlighting performance gains from request multiplexing and header compression. A major historical milestone for fast content delivery networks, paving the way for modern responsive web applications. ##### Edge Security - **(2021)** [aws.amazon.com: Authorization@Edge using cookies: Protect your Amazon CloudFront content from being downloaded by unauthenticated users](https://aws.amazon.com/de/blogs/networking-and-content-delivery/authorizationedge-using-cookies-protect-your-amazon-cloudfront-content-from-being-downloaded-by-unauthenticated-users) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents edge security patterns leveraging Lambda@Edge or CloudFront Functions to validate cookies and JWTs. This approach prevents unauthorized downloads of static content directly at the CDN tier, dramatically reducing backend origin load. -#### DNS and Domain Management - -##### Route 53 - - - **(2021)** [How do I transfer a domain to AWS from another registrar?](https://repost.aws/knowledge-center) [DOCUMENTATION] [COMMUNITY-TOOL] β€” A granular tutorial on migrating DNS management to Amazon Route 53 from external registrars. While straightforward, real-world deployment requires careful TTL planning and nameserver transition strategies to prevent query dropouts and route interruptions during migration. #### Direct Connect ##### BGP Routing @@ -79,9 +74,6 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load ##### Serverless Integration - **(2020)** [dashbird.io: AWS Elastic Load Balancing from a Serverless perspective](https://dashbird.io/blog/aws-application-load-balancer) [COMMUNITY-TOOL] β€” Analyzes Application Load Balancer configurations when integrated with serverless backends like AWS Lambda. Details pricing, cold-starts, and architectural trade-offs compared to API Gateway. Live systems often choose ALB for cost-effective, high-volume HTTP routing. -#### Network Management - - - **(2019)** [aws.amazon.com: Network operations with AWS Network Manager](https://aws.amazon.com/products) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Focuses on AWS Network Manager as a single pane of glass for monitoring global hybrid networks. Live cloud architectures utilize Network Manager to synthesize telemetry from AWS Transit Gateway, SD-WAN devices, and on-premises branch offices into actionable alerts. #### Networking Concepts - **(2020)** [AWS Networking for Developers](https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers) [COMMUNITY-TOOL] β€” Synthesizes AWS's core networking constructs for software engineers. While early guides treat VPC and subnetting as peripheral, modern development architectures position these as foundational security boundaries. The guide details CIDR blocks, VPC structure, and security groups. @@ -106,7 +98,7 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load - **(2016)** [NGINX Plus on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-quick-start-reference-deployment) [DOCUMENTATION] [LEGACY] β€” A legacy but highly informative deployment blueprint for configuring high-availability NGINX Plus instances on AWS. Explains load-balancing patterns, session persistence, and active health checks that bridge standard EC2 architectures with NGINX's enterprise proxy features. #### Security -##### DDoS Resiliency +##### Ddos Resiliency - **(2022)** [Configuring Route 53 for cost protection from NXDOMAIN attacks](https://docs.aws.amazon.com/whitepapers/latest/aws-best-practices-ddos-resiliency/configuring-route53-for-cost-protection-from-nxdomain-attacks.html) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Examines security blueprints to mitigate Route 53 billing anomalies caused by NXDOMAIN flood attacks. Demonstrates Route 53 Resolver query logging, caching, and CloudFront-to-Route53 integrations. Essential for enterprise architectural planning to protect cloud budgets from DDoS vectors. ##### EC2 Connect @@ -138,23 +130,18 @@ description: "Top AWS Networking resources for 2026, AI-ranked: Application Load ##### Tailscale - **(2022)** [tailscale.com: Connect to an AWS VPC using subnet routes](https://tailscale.com/docs/install/cloud/aws) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Details the installation of Tailscale inside an AWS VPC to build low-overhead overlay networks using subnet routing. Real-world engineering proves that Tailscale's WireGuard-based routing simplifies cross-cloud access without the complexity of traditional IPsec VPNs. -### Azure Networking - -#### Hybrid Connectivity - - - **(2025)** [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation. ## Software Engineering ### Deployment Patterns -#### Blue-Green +#### Blue-green ##### ALB - **(2021)** [Fine-tuning blue/green deployments on application load balancer](https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on ALB's advanced routing capabilities to orchestrate safe blue/green deployments by shifting traffic percentages between target groups. A crucial operational pattern for continuous delivery pipelines, minimizing deployment blast radius. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-newfeatures.md b/v2-docs/aws-newfeatures.md index 57e5d28a..6ffb680c 100644 --- a/v2-docs/aws-newfeatures.md +++ b/v2-docs/aws-newfeatures.md @@ -53,7 +53,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### Governance - **(2015)** [**AWS Config Rules – Dynamic Compliance Checking for Cloud Resources**](https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduction to AWS Config Rules for dynamic resource auditing. Outlines custom Lambda-backed compliance checks, automated change detection, and state verification rules across multi-account structures. -#### Internet of Things +#### Internet Of Things - **(2015)** [**AWS IoT – Cloud Services for Connected Devices**](https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Core introduction of AWS IoT architecture. Details high-throughput MQTT broker brokers, secure device shadow states, rules engines, and telemetry stream mapping to AWS analytics components. #### Management Tools @@ -92,7 +92,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### EC2 Troubleshooting - **(2021)** [**infoq.com: AWS Introduces EC2 Serial Console: Troubleshoot Boot and Networking Issues**](https://www.infoq.com/news/2021/04/aws-ec2-serial-console) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides secure, interactive access to the physical serial port of EC2 instances, bypassing traditional IP-based network configuration. This enables real-time diagnostic debugging of boot issues, kernel panics, and misconfigured firewall or network interfaces. Architecturally, it serves as a critical break-glass tool for enterprise sysadmins to avoid data loss during OS-level misconfigurations. -#### Multi-Region Operations +#### Multi-region Operations - **(2021)** [Amazon EC2 now offers Global View on the console to view all resources across regions together](https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-console-regions) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Offers a centralized dashboard on the EC2 Console to view all running instances, volumes, VPCs, and subnets across all AWS Regions simultaneously. This feature drastically improves operational visibility, allowing engineers to track shadow IT, verify multi-region deployments, and quickly locate orphaned resources. It provides a foundational unified pane for multi-region operations. #### Operating Systems @@ -136,7 +136,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### Local Zones - **(2021)** [techcrunch.com: AWS to launch over 30 new Local Zones internationally starting in 2022](https://techcrunch.com/2021/12/02/aws-to-launch-over-30-new-local-zones-starting-in-2022) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Outlines AWS's international expansion of Local Zones to provide low-latency edge computing, storage, and database services in metropolitan areas globally. This addresses strict residency laws and provides sub-10ms performance targets for localized financial systems or real-time gaming backends. Architecturally, it extends public cloud boundaries directly to metropolitan data centers. -### FinOps +### Finops #### Cost Management @@ -185,13 +185,13 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### Critical Review - **(2021)** [theregister.com: The big AWS event: 120 announcements but nothing has changed](https://www.theregister.com/off-prem/2021/12/09/the-big-aws-event-120-announcements-but-nothing-has-changed/605657) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides a critical perspective on the massive volume of re:Invent releases, arguing that many represent incremental API upgrades rather than fundamental architectural breakthroughs. The article challenges tech teams to focus on core design architectures rather than chasing every new managed wrapper. It serves as a pragmatic guide against architectural over-engineering. -#### ReInvent Announcements +#### Reinvent Announcements - **(2021)** [**aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021**](https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Synthesizes the major platform transformations unveiled at re:Invent 2021, focusing on serverless options for Redshift, EMR, and MSK alongside new Graviton3 silicon. The catalog underscores a massive architectural drive towards serverless operational models across the analytics stack. These updates solidify AWS's platform-as-a-service offerings for enterprise engineering. - **(2021)** [**infoq.com: Recap of AWS re:Invent 2021**](https://www.infoq.com/news/2021/12/recap-reinvent-2021) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Delivers an industry analyst review of re:Invent 2021's technical releases, capturing structural advancements across compute, databases, and serverless compute paradigms. Key topics include AWS Mainframe Modernization, IoT FleetWise, and security standard compliance tooling. It maps out these ecosystem developments to long-term enterprise migration strategies. ### Messaging -#### Event-Driven +#### Event-driven - **(2022)** [Amazon SNS increases the default quota for subscription filter policies by 50x to 10,000 per account](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sns-increases-default-quota-subscription-filter-policies-account) [NONE CONTENT] [COMMUNITY-TOOL] β€” Amazon SNS increased the default subscription filter policy limit 50-fold to 10,000 per account. This enhancement permits highly granular filtering configurations within event-driven architectures, eliminating the need to deploy complex dispatch microservices to parse message payloads. ### Migration @@ -243,12 +243,12 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### Metrics - **(2022)** [Introducing Amazon CloudWatch Metrics Insights (General Availability)](https://aws.amazon.com/about-aws/whats-new/2022/04/amazon-cloudwatch-metrics-insights) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon CloudWatch Metrics Insights is a highly performant SQL-based query engine that allows developers and administrators to analyze system metrics at scale in real-time. It enables querying millions of metrics dynamically, grouping by dimensions, and creating dashboard visualizers to pinpoint anomalous behaviors rapidly across distributed cloud architectures. -#### Multi-Account +#### Multi-account - **(2022)** [Amazon CloudWatch launches cross-account observability across multiple AWS accounts](https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-cloudwatch-cross-account-observability-multiple-aws-accounts) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon CloudWatch added native cross-account observability, enabling operators to aggregate and query metrics, logs, and traces seamlessly across multiple target accounts in an organization. This removes the need for custom ingestion microservices and pipelines to centralize application telemetry. ### Security (1) -#### DDoS Protection +#### Ddos Protection - **(2022)** [AWS Shield Advanced now supports Application Load Balancer for automatic application layer DDoS mitigation](https://aws.amazon.com/about-aws/whats-new/2022/04/aws-shield-application-balancer-automatic-ddos-mitigation) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” AWS Shield Advanced introduced automatic mitigation of application layer (Layer 7) DDoS attacks for Application Load Balancers (ALB). This capability dynamically creates, tests, and deploys AWS WAF rules on behalf of the user to block malicious traffic patterns, reducing manual intervention and minimizing downstream application downtime during sustained attacks. #### Key Management @@ -271,7 +271,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na - **(2023)** [AWS WAF enhances rate-based rules to support request headers and composite keys](https://aws.amazon.com/about-aws/whats-new/2023/05/aws-waf-rate-based-rules-request-headers-composite-keys) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” AWS WAF updated rate-limiting rules to support composite key inspection, combining IP with headers, cookies, or query arguments. This helps target and neutralize sophisticated distributed L7 attacks. ### Security and Service Mesh -#### HashiCorp HCP +#### Hashicorp HCP - **(2021)** [**thenewstack.io: HashiCorp Adds Consul and Vault to Cloud Platform for AWS**](https://thenewstack.io/hashicorp-adds-consul-and-vault-to-cloud-platform-for-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Launches fully managed Consul and Vault offerings on the HashiCorp Cloud Platform (HCP) integrated with AWS. This allows engineering teams to leverage secure secret storage and high-performance service mesh patterns without operational cluster overhead. Architecturally, it integrates seamlessly into AWS VPC routing and transit gateway topologies. ### Serverless (1) @@ -316,7 +316,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na - **(2021)** [==Amazon EKS clusters now support user authentication with OIDC compatible identity providers==](https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enables EKS clusters to utilize external OpenID Connect (OIDC) compatible identity providers for user authentication. This decouples Kubernetes RBAC from direct IAM identity mappings, allowing developers to leverage existing SSO solutions like Okta or Keycloak. It simplifies security governance by maintaining enterprise identity standards at the cluster API level. ### Market Analysis (1) -#### ReInvent Announcements (1) +#### Reinvent Announcements (1) - **(2021)** [**forbes.com: AWS re:Invent - A Roundup Of Container Services Announcements**](https://www.forbes.com/sites/janakirammsv/2021/12/03/aws-reinventa-roundup-of-container-services-announcements) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Synthesizes containerization announcements from re:Invent 2021, highlighting Karpenter, EKS Anywhere, and ECS Anywhere expansion. This analysis emphasizes AWS's push to support hybrid and multi-cloud Kubernetes deployments. It details how Karpenter challenges standard Cluster Autoscaler architectures with direct, fast provisioning of right-sized EC2 instances. ## Data and Analytics @@ -339,7 +339,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### Redshift - **(2021)** [==Announcing General Availability of Amazon Redshift Cross-account Data Sharing==](https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availability-amazon-redshift-cross-account-data-sharing) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Allows instant, secure data sharing across different Amazon Redshift clusters and AWS accounts without moving or copying data. It decouples storage from compute, allowing downstream analytic nodes or consumers to run isolated queries against shared data structures in real-time. This drastically optimizes data lake engineering architectures. -## Database +## Databases (1) ### RDS Proxy @@ -351,21 +351,21 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### RDS High Availability - **(2022)** [==infoq.com: Amazon RDS Introduces Readable Standby Instances in Multi-AZ Deployments==](https://www.infoq.com/news/2022/01/aws-rds-readable-standby) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces Multi-AZ deployments with two readable standby instances, allowing read queries to be offloaded from the primary instance while offering sub-35 second automatic failovers. Architecturally, this maximizes utilization of standby infrastructure while scaling database read throughput significantly. It is highly beneficial for transaction-heavy workloads with strong analytics or reporting requirements. -## Infrastructure as Code +## Infrastructure As Code -### CloudFormation +### Cloudformation #### State Management - **(2021)** [**New for AWS CloudFormation – Quickly Retry Stack Operations from the Point of Failure**](https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-stack-operations-from-the-point-of-failure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces the ability to retry failed CloudFormation stack operations from the point of failure, omitting the need to rollback and rebuild the entire deployment from scratch. This drastically optimizes development feedback loops, especially when dealing with flaky external resources or transient timeouts. It dramatically changes IaC debugging workflows on AWS. ## Observability (1) -### CloudWatch +### Cloudwatch #### Access Management - **(2021)** [aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using AWS Single Sign-On](https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Enables engineers to share CloudWatch dashboards with stakeholders outside the AWS Console using IAM Identity Center (formerly AWS SSO). This decouples operations visualization from root access management, offering a secure path to operational metrics. It ensures fine-grained dashboard sharing across federated organizational entities. -#### Multi-Account Monitoring +#### Multi-account Monitoring - **(2021)** [**infoq.com: Amazon Introduces Cloudwatch Cross Account Alarms to Consolidate Management**](https://www.infoq.com/news/2021/08/aws-cloudwatch-alarms) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces CloudWatch cross-account alarms, enabling teams to aggregate telemetry, trace metrics, and execute operational alerts from multiple AWS accounts under a single monitoring cockpit. It aligns with multi-account architectural landing zones, minimizing alert-routing complexity. It enhances real-time incident remediation by centralizing operational context. ### Grafana @@ -373,7 +373,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na #### Managed Visualization - **(2021)** [**Amazon Managed Service for Grafana (AMG) preview updated with new capabilities**](https://aws.amazon.com/blogs/mt/amazon-managed-service-for-grafana-amg-preview-updated-with-new-capabilities) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines preview enhancements to AMG, incorporating support for Grafana Enterprise upgrades, security posture controls, and direct data source connectivity (Prometheus, CloudWatch, OpenSearch). This update automates visualization scaling and secures connection configurations. It forms a central visualization plane across AWS-managed monitoring services. -### OpenTelemetry +### Opentelemetry #### Distributed Tracing @@ -405,7 +405,7 @@ description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Na - **(2021)** [Introducing new self-paced courses to improve Java and Python code quality with Amazon CodeGuru](https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Educational curriculum focusing on utilizing CodeGuru's machine-learning engines to detect concurrency bugs, resource leaks, and performance bottlenecks in Java and Python. These courses provide hands-on telemetry guides to maximize DevSecOps efficiency. Architecturally, CodeGuru integrates into CI/CD pipelines to enforce static and dynamic code quality. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-pricing.md b/v2-docs/aws-pricing.md index ba0e8bd8..7c88a0da 100644 --- a/v2-docs/aws-pricing.md +++ b/v2-docs/aws-pricing.md @@ -26,13 +26,13 @@ description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native #### Database Infrastructure - **(2022)** [**aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases**](https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts. -#### FinOps Strategy +#### Finops Strategy - **(2022)** [==calculator.aws: AWS Total Cost of Ownership (TCO) Calculators==](https://calculator.aws) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds. - **(2021)** [==Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight==](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time. - **(2022)** [**thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans**](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time. - **(2021)** [cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check](https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical guide outlining how to implement AWS Budgets to prevent unexpected invoice spikes. Walks through setup thresholds, dynamic notifications, and SNS bindings crucial for early infrastructure accounts. -#### Kubernetes FinOps +#### Kubernetes Finops - **(2021)** [==cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation' (EKS)==](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explores Kubernetes resource provisioning on EKS using automated container allocations. Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb cluster waste. #### Networking Costs @@ -52,20 +52,20 @@ description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native ### AWS -#### FinOps +#### Finops - **(2021)** [Understanding your AWS Cost Datasets: A Cheat Sheet](https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet) [MARKDOWN CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A comprehensive analytical cheat sheet parsing AWS Cost and Usage Reports (CUR), Cost Explorer datasets, and billing systems, designed to help financial engineers evaluate raw operational metrics. - **(2020)** [Announcing General Availability of AWS Cost Anomaly Detection](https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Introduces AWS Cost Anomaly Detection, which applies machine learning algorithms to proactively flag unexpected spending patterns, alerting teams via Slack or SNS before runaway processes drain resources. ## Kubernetes -### FinOps (1) +### Finops (1) #### AWS Cost Optimization - **(2022)** [thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill](https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Evaluates architectural techniques to trim EKS clusters expenditures, describing auto-scalers (Karpenter), spot instances usage, strict namespace limits, and FinOps practices to optimize CPU allocation. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-security.md b/v2-docs/aws-security.md index 6a2fd5a2..73257b1a 100644 --- a/v2-docs/aws-security.md +++ b/v2-docs/aws-security.md @@ -9,14 +9,6 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul !!! info "Architectural Context" Detailed reference for AWS Security in the context of Cloud Providers (Hyperscalers). -## AWS - -### Multi-Account Setup - -#### Governance - - - **(2023)** [aws.amazon.com: AWS Control Tower](https://aws.amazon.com/controltower) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official AWS product reference for AWS Control Tower, a managed service that streamlines multi-account governance and landing zone orchestration. It details how the platform enforces automated guardrails, visualizes enterprise health, and coordinates with AWS Organizations for centralized billing and policy compliance. - - **(2022)** [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An analytical introduction to the AWS Control Tower Account Factory for Terraform (AFT), enabling GitOps-driven deployment of AWS accounts. Discusses custom pipeline orchestration and landing zone configurations that maintain strict security compliance metrics across large organizations. ## Architectural Foundations ### Kubernetes Tools @@ -38,7 +30,7 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul - **(None)** [](https://aws.amazon.com/blogs/security/how-to-automatically-update-your-security-groups-for-amazon-cloudfront-and-aws-waf-by-using-aws-lambda) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. ## Cloud Architecture -### AWS (1) +### AWS #### Cryptography @@ -51,7 +43,7 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul - **(2021)** [keepler.io: Gestionando el control de accesos en nuestro data lake en AWS](https://keepler.io/es/2021/03/15/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws) [SPANISH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical case study analyzing fine-grained data-access patterns inside AWS-based Data Lakes. Outlines integrations with AWS Lake Formation, Tag-based IAM access control, and metadata catalog security schemes to implement secure data-at-rest policies. - **(2018)** [Oracle Database Encryption Options on Amazon RDS](https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds) [SPANISH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical architectural blog guiding engineers through configuring database security on Amazon RDS. It focuses on integrating Oracle Transparent Data Encryption (TDE) with AWS KMS, ensuring low-latency column and tablespace encryption-at-rest with robust enterprise key separation. -#### Identity and Access Management +#### Identity And Access Management - **(2024)** [**iann0036/iamlive**](https://github.com/iann0036/iamlive) ⭐ 3388 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source utility that monitors local AWS CLI or SDK actions via a proxy engine to dynamically generate minimal-privilege IAM policies. This tool reduces the manual work of writing policies by creating accurate least-privilege configurations based on actual API calls. - **(2023)** [awslabs/cognito-at-edge](https://github.com/awslabs/cognito-at-edge) ⭐ 238 [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS Labs utility for parsing and verifying Amazon Cognito user authentication tokens directly inside CloudFront Lambda@Edge functions. This shifts JWT parsing to the network edge, avoiding cold starts on regional API servers. @@ -70,17 +62,13 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul #### Networking - **(2021)** [linkedin.com: Complexities of AWS Security Groups in the Cloud World](https://www.linkedin.com/pulse/complexities-aws-security-groups-cloud-world-ashish-kar) [COMMUNITY-TOOL] β€” A pragmatic assessment of structural limits and networking complexities when handling AWS Security Groups at enterprise scale. Covers limits on rule volume, challenges with nested rules, and operational strategies for transitioning to centralized firewalls or transit gateways. -#### SaaS Architecture +#### Saas Architecture - **(2021)** [Security practices in AWS multi-tenant SaaS environments](https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saas-environments) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An analytical guide establishing SaaS tenant isolation policies on AWS. Discusses partitioning patterns across compute resources, dynamically generating short-lived IAM session credentials to enforce data-layer security boundaries, and configuring tenant-specific encryption keys via KMS. #### Secrets Management - **(2022)** [github.com/aws-samples: How to set up continuous replication from your third-party' secrets manager to AWS Secrets Manager](https://github.com/aws-samples/aws-secrets-manager-hybrid-secret-replication-from-hashicorp-vault) ⭐ 16 [PYTHON/TERRAFORM CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An AWS-samples repository containing code to continuously replicate secret assets between external managers (such as HashiCorp Vault) and AWS Secrets Manager. Features serverless execution scripts to maintain secrets synchronization across hybrid-cloud infrastructures. -#### Security Auditing - - - **(2022)** [How to use AWS Security Hub and Amazon OpenSearch Service for SIEM](https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-opensearch-service-for-siem) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A reference architecture blueprint demonstrating how to centralize finding logs from AWS Security Hub and ingestion-routing them into Amazon OpenSearch Service. It serves as a cost-effective, real-time Security Information and Event Management (SIEM) dashboard for continuous log investigation. - - **(2021)** [acloudguru.com: How to audit and secure an AWS account](https://www.pluralsight.com/resources/blog/cloud/how-to-audit-and-secure-an-aws-account) [COMMUNITY-TOOL] β€” A security auditor's checklist for securing AWS account topologies. Outlines strategies for enforcing Multi-Factor Authentication (MFA), isolating billing lines, establishing AWS Organizations boundaries, locking down default root configuration, and initiating persistent CloudTrail logs. -#### Security and Compliance +#### Security And Compliance - **(2023)** [github.com/aws-samples: Service Control Policy examples](https://github.com/aws-samples/service-control-policy-examples) ⭐ 305 [JSON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A curated directory of structural AWS Service Control Policies (SCPs) utilized within AWS Organizations. It provides architectural JSON blocks to establish hard regional restrictions, enforce multi-factor authentication, restrict dangerous actions, and protect critical cloud monitoring tools. - **(2026)** [AWS Security](https://aws.amazon.com/security) [COMMUNITY-TOOL] β€” Official AWS portal showcasing native infrastructure security solutions. Focuses on physical data center compliance, hypervisor-level boundaries, AWS Shield protection, and global compliance standards (ISO, SOC, and PCI DSS). @@ -90,6 +78,10 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul - **(2023)** [aws.amazon.com: Update of AWS Security Reference Architecture is now available](https://aws.amazon.com/blogs/security/update-of-aws-security-reference-architecture-is-now-available) [COMMUNITY-TOOL] β€” An architectural announcement detailing updates made to the AWS Security Reference Architecture (SRA). Details integrations with newly evolved AWS security services, updated multi-account strategies, and delegation changes designed to simplify operational overhead. - **(2016)** [Learn AWS Security Fundamentals with Free and Online Training](https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamentals-with-free-and-online-training) [COMMUNITY-TOOL] β€” Historical training material landing page detailing basic AWS security constructs. Highly useful for onboarding developers to the AWS Shared Responsibility Model, VPC security groups, IAM users, and primitive API auditing. - **(2016)** [PCI DSS Standardized Architecture on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Historical release information outlining AWS's automated Quick Start reference architecture blueprint for PCI DSS Level 1 compliance. Provides pre-built CloudFormation nesting designs designed to construct multi-tier secure enclaves on AWS. +#### Security Auditing + + - **(2022)** [How to use AWS Security Hub and Amazon OpenSearch Service for SIEM](https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-opensearch-service-for-siem) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A reference architecture blueprint demonstrating how to centralize finding logs from AWS Security Hub and ingestion-routing them into Amazon OpenSearch Service. It serves as a cost-effective, real-time Security Information and Event Management (SIEM) dashboard for continuous log investigation. + - **(2021)** [acloudguru.com: How to audit and secure an AWS account](https://www.pluralsight.com/resources/blog/cloud/how-to-audit-and-secure-an-aws-account) [COMMUNITY-TOOL] β€” A security auditor's checklist for securing AWS account topologies. Outlines strategies for enforcing Multi-Factor Authentication (MFA), isolating billing lines, establishing AWS Organizations boundaries, locking down default root configuration, and initiating persistent CloudTrail logs. #### Sustainability - **(2023)** [github.com/awslabs/sustainability-scanner: Sustainability Scanner (SusScanner)](https://github.com/awslabs/sustainability-scanner) ⭐ 124 [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An AWS Labs security linter (SusScanner) designed to parse CloudFormation templates, highlighting optimization and resource usage anomalies. The tool aids in reducing carbon footprints and waste overhead by aligning resource choices with the AWS Sustainability Pillar. @@ -107,17 +99,10 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul #### Landing Zone Automation - **(2023)** [aws.amazon.com: Automate AWS Control Tower landing zone operations using APIs](https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zone-operations-apis) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An engineering overview of API-driven landing zone automation. By leveraging AWS SDKs and CLI commands for Control Tower lifecycle events, platform teams can programmatically deploy, upgrade, and track the compliance state of landing zones within their CI/CD release cycles. -#### Multi-Account Strategy +#### Multi-account Strategy - **(2024)** [Organizing Your AWS Environment Using Multiple Accounts (white paper for best practices)](https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/organizing-your-aws-environment.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The official AWS framework defining multi-account best practices using AWS Organizations and AWS Control Tower. It outlines critical isolation patterns for security, billing, and operational autonomy. Architecturally, it serves as the foundation for modern enterprise landing zones, ensuring strict blast-radius limitation. - **(2024)** [blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So Simple!](https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” A highly practical analysis of the pitfalls and administrative hurdles encountered when migrating AWS accounts between Organizational Units (OUs) or organizations. It examines the operational impact on Service Control Policies (SCPs), resource shares, CloudFormation StackSets, and global integrations during transition phases. -## Cloud Engineering - -### DevSecOps - -#### Security - - - **(2024)** [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A security deep dive into AWS IAM OIDC trust relationships. Explains how misconfigured OIDC settings can allow unauthorized actions in GitHub Actions pipelines and outlines steps to prevent account compromise. ## Cloud Native Platforms ### Azure @@ -125,21 +110,21 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul #### Security Automation - **(2024)** [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide) [NONE CONTENT] [COMMUNITY-TOOL] β€” Step-by-step instructional resource on deploying ACME Bot inside Azure. Automates key lifecycles of Let's Encrypt certificates directly into secure Key Vaults. -## DevSecOps (1) +## Devsecops -### Policy as Code +### Policy As Code #### Open Policy Agent - **(2022)** [Realize Policy-as-Code with AWS Cloud Development Kit through Open Policy Agent 🌟](https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent) [TYPESCRIPT/REGO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A detailed walk-through demonstrating Policy-as-Code setups within AWS CDK deployment models using Open Policy Agent (OPA). Teaches engineers how to compile cloud infrastructure representations and parse them against Rego policies to catch insecure setups before resource creation. -## Security (1) +## Security ### Identity and Access #### AWS IAM - **(2022)** [ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433](https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433) [JSON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” An in-depth analysis of AWS Identity and Access Management policy logic based on re:Inforce insights. Decodes complex interaction flows between implicit and explicit denies, SCP policies, permissions boundaries, and resource-based rules. -## Security and Compliance (1) +## Security and Compliance ### Linux Hardening @@ -148,9 +133,9 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) ⭐ 27773 [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly comprehensive, widely reference-validated repository providing detailed, step-by-step instructions for securing enterprise Linux installations. Key configurations cover SSH daemon hardening, secure user boundaries, kernel performance optimizations, and automated intrusion monitoring. In modern 2026 operations, this guide remains a vital source for building secure base golden images inside automated IaC pipelines. ## Security and Governance -### CICD Security +### CICD -#### Azure and GitHub Integration +#### Azure and Github Integration - **(2022)** [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) [YAML CONTENT] [COMMUNITY-TOOL] β€” Analyzes the mechanism of securing deployment pipelines on Azure by leveraging GitHub Actions with OIDC federation. This setup eliminates credential rotation burdens and prevents high-privilege credential leakage. The article guides developers through creating federated credentials in Azure AD and configuring GitHub workflows for passwordless authentication. ## Security and Identity @@ -201,7 +186,7 @@ description: "Top AWS Security resources for 2026, AI-ranked: AWS WAF sample rul - **(2021)** [k21academy.com: AWS Secrets Manager](https://k21academy.com/aws-cloud/aws-secrets-manager) [NONE CONTENT] [COMMUNITY-TOOL] β€” A foundational technical guide to the architecture and operational model of AWS Secrets Manager. The article discusses integration mechanics with AWS RDS, IAM authorization policies, automated rotation via pre-configured Lambda templates, and encryption envelope methods using KMS. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-serverless.md b/v2-docs/aws-serverless.md index 600953bb..e8c5bfe8 100644 --- a/v2-docs/aws-serverless.md +++ b/v2-docs/aws-serverless.md @@ -11,11 +11,21 @@ description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Nat ## API Management -### GraphQL and AppSync +### Graphql and Appsync #### Security - **(2022)** [How to enforce user quota on AWS AppSync with Lambda Authorizer](https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer) [JAVASCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Demonstrates how to design custom Lambda Authorizers for AWS AppSync (GraphQL) to implement rate-limiting, user tier quotas, and tenant-based isolation. Reduces compute strain by verifying credentials and quotas at the API edge. +## CICD and DevOps + +### Serverless Deployment + +#### AWS SAM + + - **(2021)** [Simplify CI/CD configuration for serverless applications and your favorite CI/CD system β€” Public Preview](https://aws.amazon.com/about-aws/whats-new/2021/07/simplify-ci-cd-configuration-serverless-applications-your-favorite-ci-cd-system-public-preview) [N/A CONTENT] [COMMUNITY-TOOL] β€” Explores AWS's expanded support for external CI/CD toolkits using SAM. It simplifies deployment templates, lowers barriers to multi-environment promotions, and enables secure AWS credential management using OpenID Connect (OIDC) with major git repository providers. +#### AWS SAM Pipelines + + - **(2021)** [Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications](https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications) [YAML CONTENT] [COMMUNITY-TOOL] β€” Introduces AWS SAM Pipelines, a feature within the Serverless Application Model CLI that auto-generates multi-stage CI/CD pipelines. It supports integration with Jenkins, GitLab, GitHub Actions, and Bitbucket, standardizing infrastructure-as-code deployment procedures across corporate accounts. ## Cloud Platforms ### Serverless Architecture @@ -53,24 +63,14 @@ description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Nat #### Serverless Containers - **(2022)** [deloitte.com: Fargate con EKS](https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html) [SPANISH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Evaluates using AWS Fargate with Amazon EKS to run serverless Kubernetes pods. Eliminates the overhead of configuring, patching, and scaling standard EC2 worker node pools, transferring structural management duties back to AWS. -## DevOps and CICD - -### Serverless Deployment - -#### AWS SAM - - - **(2021)** [Simplify CI/CD configuration for serverless applications and your favorite CI/CD system β€” Public Preview](https://aws.amazon.com/about-aws/whats-new/2021/07/simplify-ci-cd-configuration-serverless-applications-your-favorite-ci-cd-system-public-preview) [N/A CONTENT] [COMMUNITY-TOOL] β€” Explores AWS's expanded support for external CI/CD toolkits using SAM. It simplifies deployment templates, lowers barriers to multi-environment promotions, and enables secure AWS credential management using OpenID Connect (OIDC) with major git repository providers. -#### AWS SAM Pipelines - - - **(2021)** [Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications](https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications) [YAML CONTENT] [COMMUNITY-TOOL] β€” Introduces AWS SAM Pipelines, a feature within the Serverless Application Model CLI that auto-generates multi-stage CI/CD pipelines. It supports integration with Jenkins, GitLab, GitHub Actions, and Bitbucket, standardizing infrastructure-as-code deployment procedures across corporate accounts. ## Infrastructure ### Automation -#### AWS Lambda and EventBridge +#### AWS Lambda and Eventbridge - **(2024)** [How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](https://repost.aws/knowledge-center/start-stop-lambda-eventbridge) [COMMUNITY-TOOL] [GUIDE] β€” An operational video walkthrough demonstrating serverless compute cost-reduction routines. Details how to coordinate AWS Lambda with EventBridge cron schedules to automate lifecycle actions for EC2 fleets. -## Infrastructure as Code +## Infrastructure As Code ### AWS CDK @@ -96,7 +96,7 @@ description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Nat - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [C# CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” Formulates a structured migration plan to convert a monolithic ASP.NET Core Web API into a serverless AWS Lambda execution environment. Evaluates the use of the Amazon.Lambda.AspNetCoreServer bridge, highlighting cold start profiling and memory management strategies. ## Observability and Monitoring -### CloudWatch +### Cloudwatch #### Alerting Systems @@ -122,7 +122,7 @@ description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Nat ### API Gateway -#### REST APIs +#### REST Apis - **(2022)** [freecodecamp.org: How to Setup a Basic Serverless REST API with AWS Lambda and API Gateway](https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A beginner-oriented walkthrough demonstrating the integration of Amazon API Gateway with AWS Lambda. Illustrates how to build an HTTP endpoint, configure CORS, parse incoming JSON request payloads, and return standardized JSON responses to a frontend client. ### AWS Lambda (1) @@ -161,7 +161,7 @@ description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Nat #### Selection Criteria - **(2023)** [theserverlessmindset.com: Choosing the Best Database for Your Serverless Project](https://www.theserverlessmindset.com/p/best-serverless-database) [N/A CONTENT] [COMMUNITY-TOOL] β€” Provides a comprehensive comparison of serverless-friendly databases, covering DynamoDB, Aurora Serverless, Supabase, and PlanetScale. Focuses on scaling limits, execution connection limits, cold-start latency, and transactional suitability. -### Event-Driven +### Event-driven #### Design Patterns @@ -178,7 +178,7 @@ description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Nat - **(2024)** [AWS Step Functions](https://aws.amazon.com/step-functions) [N/A CONTENT] [COMMUNITY-TOOL] β€” A managed serverless orchestration service that simplifies state machine design for multi-step microservices. It coordinates complex distributed workflows, manages execution state, handles built-in retries, and integrates natively with over 200 AWS services to prevent deep nesting of Lambda functions. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-storage.md b/v2-docs/aws-storage.md index 61bafa73..f9f004df 100644 --- a/v2-docs/aws-storage.md +++ b/v2-docs/aws-storage.md @@ -30,7 +30,7 @@ description: "Top AWS Storage resources for 2026, AI-ranked: S3 FAQ, EFS Elastic - **(2023)** [Making Requests to Amazon S3 over IPv6](https://docs.aws.amazon.com/AmazonS3/latest/API) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight views this as an essential networking guide for modern cloud topologies. Live Grounding validates that configuring S3 endpoints over IPv6 reduces IPv4 address exhaustion issues and optimizes hybrid-cloud routing. It offers actionable configuration endpoints and IAM policy adaptations. ### Reliability Engineering -#### Multi-Region Architectures +#### Multi-region Architectures - **(2021)** [Building an active-active, latency-based application across multiple Regions 🌟](https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-application-across-multiple-regions) [AGNOSTIC CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines patterns for constructing active-active, latency-routed storage setups across multiple geographical AWS Regions. Focuses on orchestrating distributed systems with zero-RTO ambitions, detailing replication policies, DNS-level routing strategies, and conflict-free data synchronization. Key trade-offs in consistency and replication lag are analyzed to build resilient enterprise services. ### Storage @@ -92,16 +92,9 @@ description: "Top AWS Storage resources for 2026, AI-ranked: S3 FAQ, EFS Elastic #### S3 Security - **(2023)** [blog.min.io: Certificate-based Authentication for S3](https://www.min.io/blog/certificate-based-authentication-with-s3) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” MinIO's security engineering guide detailing dynamic certificate-based authentication protocols (mTLS) over S3-compatible APIs. In 2026, MinIO remains the preferred choice for running high-performance private cloud object storage securely without relying on IAM SaaS solutions. -## Cloud Platform - -### AWS Infrastructure - -#### Storage Management - - - **(2023)** [blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide](https://awsfundamentals.com/blog/aws-s3-sync) [N/A CONTENT] [COMMUNITY-TOOL] β€” An extensive guide on using AWS S3 Sync commands, showing how to achieve efficient filesystems syncs between local storage and S3 targets. It explains multi-threading optimization, inclusion/exclusion rules, and integrity checks. This reference is highly valuable for system administrators maintaining basic backup and sync pipelines. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-tools-scripts.md b/v2-docs/aws-tools-scripts.md index fec2ed91..2af67f97 100644 --- a/v2-docs/aws-tools-scripts.md +++ b/v2-docs/aws-tools-scripts.md @@ -17,7 +17,7 @@ description: "Top AWS Tools Scripts resources for 2026, AI-ranked: Metabadger, e - **(2025)** [==github.com/infrahouse/infrahouse-toolkit==](https://github.com/infrahouse/infrahouse-toolkit) ⭐ 74 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, instance lifecycle hooks, and local environment bootstrapping. Useful for platform teams standardizing custom deployment policies. - **(2024)** [github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on' AWS boto3 for manage ec2 and s3 buckets](https://github.com/Levi-Michael/boto3-ec2-s3-management) ⭐ 2 [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A lightweight Python-based tool leveraging Boto3 to programmatically manage EC2 instances and S3 bucket lifecycles. It provides system administrators with an alternative to the heavy AWS Management Console for quick resource termination, tag filtering, and volume audits. Its clean syntax serves as an educational base for custom infrastructure engineering scripts. -#### CICD Security +#### CICD - **(2025)** [==saml-to/assume-aws-role-action==](https://github.com/saml-to/assume-aws-role-action) ⭐ 182 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated GitHub Action designed to securely assume AWS IAM roles using OpenID Connect (OIDC) federation, eliminating the need to store long-lived static AWS credentials inside GitHub secrets. It dynamically exchanges short-lived JWT tokens to gain secure role access. This standard is strongly recommended in modern dev-sec-ops architectures to enforce the principle of least privilege. #### Cost Optimization @@ -29,13 +29,13 @@ description: "Top AWS Tools Scripts resources for 2026, AI-ranked: Metabadger, e #### Identity Management - **(2026)** [**github.com/containerscrew/aws-sso-auth**](https://github.com/containerscrew/aws-sso-rs) ⭐ 4 [RUST CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A lightweight Rust-based terminal utility (aws-sso-rs) designed to automate AWS IAM Identity Center login workflows and manage local workstation credential lifecycles. It bypasses slow browser integration loops by managing token renewals and profile switching programmatically. Critical for terminal-first developers using security-hardened AWS structures. -#### Infrastructure as Code +#### Infrastructure As Code - **(2024)** [==github.com/aws-samples/aws-cdk-stack-builder-tool==](https://github.com/aws-samples/aws-cdk-stack-builder-tool) ⭐ 202 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS Samples tool configured to dynamically build and modularize AWS CDK stacks based on high-level configuration templates. It streamlines boilerplate IAC setup, allowing platform engineering teams to maintain clean, scalable multi-environment stacks. Ideal for bootstrapping large cloud applications adhering to AWS Well-Architected frameworks. #### Local Development - **(2023)** [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site) [RUST CONTENT] [COMMUNITY-TOOL] β€” AwsBe is a dedicated backend development mockup tool aimed at accelerating testing of AWS CLI and API-driven clients. It reduces dependency on direct AWS connections for dev feedback loops, enhancing local workspace efficiency. Highly valuable for staging environments seeking rapid mocking configurations. -#### Logging and Auditing +#### Logging And Auditing - **(2025)** [==github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on==](https://github.com/awslabs/assisted-log-enabler-for-aws) ⭐ 274 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC Flow Logs). It addresses serious audit compliance gaps across expansive, multi-account structures. Live Grounding maintains its high utility for enterprises validating governance against SOC2 and CIS benchmarks. #### Networking @@ -48,14 +48,14 @@ description: "Top AWS Tools Scripts resources for 2026, AI-ranked: Metabadger, e #### Resource Querying - **(2025)** [==github.com/welldone-cloud/aws-list-resources==](https://github.com/welldone-cloud/aws-list-resources) ⭐ 184 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A targeted utility designed to list all active resources inside an AWS account, bypassing the visibility gaps of typical inventory tools. It scans all supported services and regions, returning clean, actionable reports. Extremely useful for platform engineers cleaning up stale testing environments and auditing cloud billing leakages. -#### Security Simulation - - - **(2025)** [==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==](https://github.com/awslabs/aws-cloudsaga) ⭐ 477 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detection mechanisms, alert pipelines, and incident response procedures. Essential for continuous red-teaming exercises and maintaining robust cloud posture management. -#### Security and Compliance +#### Security And Compliance - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) ⭐ 272 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS 'Access Denied' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grounding confirms its acquisition and active hosting under the Tenable GitHub organization. This remains a cornerstone tool for platform engineers troubleshooting complex IAM evaluation logic. - **(2025)** [==Metabadger==](https://github.com/salesforce/metabadger) ⭐ 143 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Metabadger is an open-source CLI tool built by Salesforce to automate the hardening of EC2 Instance Metadata Service (IMDS) endpoints by enforcing IMDSv2. It reduces the risk of SSRF (Server-Side Request Forgery) attacks by auditing and updating running instances to reject token-free metadata requests. It is a highly practical compliance tool for security engineering teams. - **(2024)** [==willdady/aws-resource-based-policy-collector: AWS resource-based policy' collector==](https://github.com/willdady/aws-resource-based-policy-collector) ⭐ 24 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated security utility that scans and aggregates resource-based policies (e.g., S3 Bucket Policies, KMS Key Policies, SQS Policies) across AWS accounts. It aims to surface overly permissive access matrices that violate least privilege models. The script serves as an important compliance utility for scanning public and cross-account configuration leakage. +#### Security Simulation + + - **(2025)** [==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==](https://github.com/awslabs/aws-cloudsaga) ⭐ 477 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detection mechanisms, alert pipelines, and incident response procedures. Essential for continuous red-teaming exercises and maintaining robust cloud posture management. #### Storage Management - **(2025)** [==github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool==](https://github.com/awslabs/amazon-s3-tar-tool) ⭐ 233 [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally before compression. Extremely valuable for big data analytics architectures and data lifecycle archival procedures. @@ -69,7 +69,7 @@ description: "Top AWS Tools Scripts resources for 2026, AI-ranked: Metabadger, e - **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) ⭐ 14064 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws-training.md b/v2-docs/aws-training.md index 9d169fa6..eb60557e 100644 --- a/v2-docs/aws-training.md +++ b/v2-docs/aws-training.md @@ -18,7 +18,7 @@ description: "Curated, AI-ranked AWS Training resources for the 2026 Cloud Nativ - **(2023)** [A curated list of AWS resources to prepare for the AWS Certifications](https://gist.github.com/leonardofed) [COMMUNITY-TOOL] β€” A comprehensive, community-maintained GitHub Gist featuring a structured registry of mock exams, official whitepapers, and cloud design cheatsheets. It provides a reliable directory for self-directed preparation across multiple AWS credentials. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/aws.md b/v2-docs/aws.md index 33df6911..f40a5c38 100644 --- a/v2-docs/aws.md +++ b/v2-docs/aws.md @@ -47,22 +47,15 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### General Reference - - **(None)** [](https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-quotas.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://docs.aws.amazon.com/AmazonECR/latest/userguide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - - **(None)** [](https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - [dzone: AWS Basics](https://dzone.com/articles/aws-basics) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: AWS Basics in the Kubernetes Tools ecosystem. - [dzone: AWS Basics: Bastion Hosts and NAT](https://dzone.com/articles/aws-basics-bastian-hosts-and-nat) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: AWS Basics: Bastion Hosts and NAT in the Kubernetes Tools ecosystem. - [dzone: Five Different Ways to Build AWS Infrastructure](https://dzone.com/articles/five-different-ways-to-build-aws-infrastructure) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Five Different Ways to Build AWS Infrastructure in the Kubernetes Tools ecosystem. -## Artificial Intelligence - -### Developer Agents - -#### Amazon Q - - - **(2026)** [Amazon CodeWhisperer](https://aws.amazon.com/q/developer) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon Q Developer (formerly CodeWhisperer) is AWS's flagship generative AI-assisted programming agent. It generates real-time, context-aware code suggestions while performing security scanning and structural code upgrades. Live grounding demonstrates its evolution into a highly secure, enterprise-compliant workspace tool with advanced reference tracking mechanisms. + - **(None)** [](https://docs.aws.amazon.com/AmazonECR/latest/userguide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-quotas.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. + - **(None)** [](https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. ## Cloud Architecture ### Case Studies @@ -97,6 +90,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2016)** [aws.amazon.com: First AWS Certification Study Guide Now Available](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available) [COMMUNITY-TOOL] β€” Historical announcement of the first official AWS Certified Solutions Architect - Associate Study Guide. While highly informative on classical concepts, modern practitioners must supplement it with current AWS documentation to address the evolved features of modern cloud services. #### Community Learning + - **(2023)** [community.aws/training: Training and Certification](https://builder.aws.com/learn) [COMMUNITY-TOOL] β€” The centralized AWS Builder community training site featuring articles, community-sourced tutorials, and architectural guidelines written by AWS Heroes and user group leaders worldwide. - **(2023)** [awscerts.slack.com](https://awscerts.slack.com) [COMMUNITY-TOOL] β€” A dedicated global Slack community focusing on AWS Certifications. Serves as a peer-to-peer discussion hub where developers and architects share study tips, ask technical questions, and exchange real-world infrastructure experience. #### Containers @@ -111,7 +105,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2026)** [cloudonaut.io: EC2 Checklist: 7 things to do after launching an instance](https://cloudonaut.io/ec2-checklist-seven-things-to-do-after-launching-an-instance) [N/A CONTENT] [COMMUNITY-TOOL] β€” An architectural checklist outlining critical optimization practices immediately following EC2 virtual machine instantiation. It targets key parameters like security group isolation, IAM roles, cloud-init configuration, dynamic DNS mapping, and EBS volume performance tuning. - **(2026)** [AWS Architecture Blog: What to Consider when Selecting a Region for your' Workloads](https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Core architectural guidance for choosing geographic AWS regions for enterprise workloads. It details standard evaluation criteria including strict data residency mandates, latency budgets relative to end-users, service availability disparities, and cost profiling. - **(2026)** [Building highly resilient applications with on-premises interdependencies using AWS Local Zones](https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones) [N/A CONTENT] [ADVANCED LEVEL] [LEGACY] β€” An enterprise resilience design guide integrating AWS Local Zones with legacy on-premises systems. It addresses key edge architectures, detailing hybrid replication strategies, localized failovers, and latency-sensitive synchronization protocols. -#### Infrastructure as Code +#### Infrastructure As Code - **(2021)** [New digital course and lab: AWS Cloud Development Kit (CDK) Primer](https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer) [COMMUNITY-TOOL] [GUIDE] β€” Introduction to the AWS Cloud Development Kit (CDK) framework. Teaches developers how to define cloud infrastructure using familiar programming languages (TypeScript, Python) rather than declarative JSON or YAML, maximizing code reusability and CI/CD integration. #### Learning and News @@ -176,6 +170,11 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Continuous Deployment - **(2021)** [Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms](https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms) [N/A CONTENT] [COMMUNITY-TOOL] β€” An architectural guide outlining automated deployment rollback capabilities within ECS rolling deployments. It illustrates how CloudWatch alarms can monitor application health (e.g., HTTP 5xx rates) during active deployments and automatically trigger rollbacks to a previously stable revision to maintain high availability. +#### DNS and Domain Management + +##### Route 53 + + - **(2021)** [How do I transfer a domain to AWS from another registrar?](https://repost.aws/knowledge-center) [DOCUMENTATION] [COMMUNITY-TOOL] β€” A granular tutorial on migrating DNS management to Amazon Route 53 from external registrars. While straightforward, real-world deployment requires careful TTL planning and nameserver transition strategies to prevent query dropouts and route interruptions during migration. #### ETL - **(2025)** [==AWS Data Pipeline==](https://aws.amazon.com/glue) [NONE CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official page of AWS Glue, a fully managed serverless data integration service. Identifies structural discovery using AWS Glue Data Catalog, PySpark ETL execution, and schema registry controls. @@ -184,7 +183,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Event Streaming - **(2016)** [**Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming**](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming) [SCALA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines. -#### Event-Driven Architecture +#### Event-driven Architecture - **(2020)** [Building an event-driven application with Amazon EventBridge](https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge) [N/A CONTENT] [COMMUNITY-TOOL] β€” This AWS architecture blog details how to design and build serverless event-driven applications using Amazon EventBridge. It highlights the platform's ability to act as a centralized serverless event bus that simplifies decoupled communication across distributed microservices by routing events using declarative rules. The pattern eliminates custom routing code, improving structural robustness. #### Governance @@ -193,7 +192,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Hybrid Cloud - **(2017)** [VMware Cloud on AWS](https://aws.amazon.com/es/vmware) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official architectural landing page for VMware Cloud on AWS. Outlines SDDC framework deployments on bare-metal infrastructure, enabling disaster recovery, capacity bursting, and seamless VM migrations. -#### Infrastructure APIs +#### Infrastructure Apis - **(2021)** [AWS Cloud Control API](https://aws.amazon.com/cloudcontrolapi) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Detailed programmatic standard for the Cloud Control API. Unifies CRUDL interactions across hundreds of AWS resource classes and third-party integration schemas, facilitating custom provisioning engine designs. - **(2021)** [AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services](https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official blog introduction announcing the Cloud Control API. Discusses how standardization simplifies life for infrastructure-as-code creators (e.g., Terraform, Pulumi) by delivering instant support for new cloud capabilities. @@ -210,7 +209,10 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Messaging Services (1) - **(2022)** [dev.to: When to SNS or SQS](https://dev.to/aws-builders/when-to-sns-or-sqs-2aji) [N/A CONTENT] [COMMUNITY-TOOL] β€” A technical comparison of Amazon Simple Notification Service (SNS) and Simple Queue Service (SQS) within event-driven architectures. It details SNS's pub-sub push mechanism versus SQS's pull-based queueing model, analyzing throughput characteristics and decoupling strategies. This guide clarifies architectural patterns for integrating microservices via point-to-point and fan-out message routing. -#### PaaS Architecture +#### Network Management + + - **(2019)** [aws.amazon.com: Network operations with AWS Network Manager](https://aws.amazon.com/products) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Focuses on AWS Network Manager as a single pane of glass for monitoring global hybrid networks. Live cloud architectures utilize Network Manager to synthesize telemetry from AWS Transit Gateway, SD-WAN devices, and on-premises branch offices into actionable alerts. +#### Paas Architecture - **(2016)** [Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html) [DOCUMENTATION] [COMMUNITY-TOOL] β€” AWS deployment blueprint detailing how to structure a multi-availability zone PHP application using Beanstalk. Integrates an external multi-AZ Amazon RDS configuration to build failover resilience. #### Resources @@ -225,6 +227,11 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Web Servers - **(2016)** [AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Feature documentation announcing native Nginx reverse proxy configurations sitting in front of Apache Tomcat platforms in Beanstalk. Optimizes delivery of static assets and client routing. +### AWS Automation + +#### Serverless Orchestration + + - **(2026)** [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions) [NONE CONTENT] [COMMUNITY-TOOL] β€” Details local IDE integration utilities for designing and tracing AWS Step Functions. Enhances developer inner-loops by rendering local visual workflow representations and offering live Amazon States Language schema validation directly in-editor. ### AWS Ecosystem #### Audio Learning @@ -266,7 +273,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2021)** [AWS Cloud Adoption Framework (CAF) 3.0 is Now Available](https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available) [N/A CONTENT] [COMMUNITY-TOOL] β€” The AWS Cloud Adoption Framework (CAF) 3.0 provides a strategic roadmap for enterprises migrating workloads to the cloud. Focusing on six foundational perspective areasβ€”Business, People, Governance, Platform, Security, and Operationsβ€”this framework incorporates modern cloud-native architectural patterns. It serves as an essential organizational blueprint for accelerating digital transformation while minimizing systemic risk. ### Community and Support -#### AWS rePost +#### AWS Repost - **(2021)** [AWS re:Post – A Reimagined Q&A Experience for the AWS Community](https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community) [N/A CONTENT] [LEGACY] β€” AWS re:Post replaces legacy AWS Forums with an interactive, community-driven Q&A platform to accelerate technical troubleshooting and knowledge sharing. Featuring gamified reputation models and expert moderation, it offers verified answers on complex architectural questions. It serves as a vital knowledge repository for builders aiming to resolve configuration anomalies and adopt best-practice designs. - **(2021)** [infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS](https://www.infoq.com/news/2021/12/amazon-repost-questions-answers) [N/A CONTENT] [COMMUNITY-TOOL] β€” An independent review of AWS re:Post, describing it as a specialized, community-driven alternative to general-purpose QA boards like Stack Overflow. The analysis focuses on how verified answers and direct AWS engineer contributions reduce troubleshooting cycles for platform operators. The platform helps developers bypass outdated configuration guides in favor of modern, validated architectural patterns. @@ -283,7 +290,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2019)** [**Whitepaper: Migrating Your Databases to AWS**](https://aws.amazon.com/dms/?audit=2019q1) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Curator Insight offers a comprehensive methodology and step-by-step guidance for planning and executing database migrations to AWS. Live Grounding reviews key architectural patterns, conversion tools (AWS SCT), and common anti-patterns. Crucial reading for enterprise modernization and cloud adoption planning. ### Databases -#### Managed MySQL +#### Managed Mysql - **(2021)** [percona.com: The Benefits of Amazon RDS for MySQL](https://www.percona.com/blog/the-benefits-of-amazon-rds-for-mysql) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight emphasizes Percona's neutral evaluation of the trade-offs of hosting MySQL on Amazon RDS. Live Grounding confirms the study analyzes management convenience against limitations in configuration flexibility and performance tuning. Highly useful for database administrators comparing DIY cloud hosting with managed services. ### Ecosystem @@ -304,17 +311,20 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Comparison - **(2021)** [**whizlabs.com: AWS Kinesis vs Kafka Apache**](https://www.whizlabs.com/blog/kinesis-vs-kafka) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles. -### FinOps +### Finops #### Cost Management - **(2015)** [AWS Cost Explorer Update – Access to EC2 Usage Data](https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data) [NONE CONTENT] [COMMUNITY-TOOL] β€” Analyzes early programmatic access to granular EC2 metrics inside Cost Explorer. Provides foundational methodologies for early-stage cloud-native resource optimization and FinOps planning. -### FinOps and Cloud Optimization +#### Cost Optimization + + - **(2023)** [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight highlights Treblle’s architectural strategy for processing billions of API requests on AWS affordably. Live Grounding details how modern SaaS platforms leverage spot instances, API gateway caching, serverless scale-to-zero databases, and intensive performance profiling to decouple traffic volume from infrastructure costs. +### Finops and Cloud Optimization #### Sustainability - **(2023)** [Optimizing your AWS Infrastructure for Sustainability, Part I: Compute](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute) [COMMUNITY-TOOL] β€” An engineering guide to optimizing AWS compute architectures for sustainability. Explores Graviton migrations, automated container resizing, and target serverless setups to lower carbon emissions. -### FinOps and Sustainability +### Finops and Sustainability #### Green Ops @@ -329,14 +339,14 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Account Administration - **(2026)** [How do I create and activate a new Amazon Web Services account?](https://repost.aws/knowledge-center/create-and-activate-aws-account) [DOCUMENTATION] [COMMUNITY-TOOL] β€” AWS Knowledge Center guide outlining the prerequisite multi-step verification, billing enablement, and security configurations required to bootstrap a brand-new AWS root account. Explains the foundational processes necessary to activate core global regions safely. -### Infrastructure as Code (1) +### Infrastructure As Code (1) #### AWS CLI - **(2026)** [Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available](https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines the GA release of AWS Console-to-Code. This utility records visual, interactive browser actions within the AWS Console and programmatically translates them into clean, reusable Infrastructure-as-Code (IaC) formats, such as AWS CDK and CloudFormation, using generative AI models. -### IoT and Edge +### Iot and Edge -#### AWS IoT Core +#### AWS Iot Core - **(2026)** [What Is AWS IoT?](https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight maps AWS IoT as the entry point for connecting physical devices to AWS cloud services. Live Grounding confirms it has evolved into a robust suite of services (Core, Greengrass, Device Defender) handling billions of messages daily. It provides secure, bi-directional communication with MQTT/HTTPS and acts as the foundational layer for enterprise IoT data ingestion. ### Migration @@ -375,14 +385,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### AWS Lightsail - **(2026)** [AWS LightSail](https://aws.amazon.com/lightsail) [N/A CONTENT] [COMMUNITY-TOOL] β€” Curator Insight presents AWS Lightsail as a simplified, cost-predictable virtual private server (VPS) alternative to raw EC2. Live Grounding confirms Lightsail is widely used in 2026 for small-scale projects, staging environments, and rapid WP deployments, offering pre-configured blueprints and straightforward billing. -## Cloud Infrastructure and Orchestration - -### Asset Management and Governance - -#### Cloud Analytics - - - **(2026)** [steampipe](https://steampipe.io) [GO CONTENT] [COMMUNITY-TOOL] β€” An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts. - - **(2022)** [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Enterprise guide mapping performance configurations designed to query massive multi-account, multi-region AWS environments. Analyzes API latency limitations, concurrency protocols, and security audits utilizing SQL query abstractions. ## Cloud Native ### AWS (2) @@ -399,18 +401,11 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### AWS (3) - **(2022)** [aws.amazon.com/app-mesh](https://aws.amazon.com/app-mesh) [DOCUMENTATION] [LEGACY] β€” Live Grounding Synthesis: Built on Envoy as AWS's managed service mesh, AWS App Mesh was deprecated in late 2024 and fully sunsetted. Platform teams are urged to transition to Amazon ECS Service Connect or Amazon VPC Lattice. -## Cloud Native Platforms - -### AWS (4) - -#### Managed Observability - - - **(2026)** [Amazon Managed Service for Prometheus](https://aws.amazon.com/prometheus) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” AWS fully-managed metric service designed around open-source Cortex core architecture. Automatically scales telemetry storage, ingestion, and query resources in secure enterprise environments. ## Cloud Platform ### AWS Infrastructure -#### CICD Pipelines +#### CICD - **(2026)** [Amazon CodeCatalyst](https://codecatalyst.aws/explore) [N/A CONTENT] [COMMUNITY-TOOL] β€” Amazon CodeCatalyst is an enterprise-grade cloud development service that streamlines software delivery on AWS. It integrates team collaboration, CI/CD, issue tracking, and cloud development environments (CDEs) under a unified SaaS framework. Crucial for software engineering directors establishing rapid, compliant application delivery loops. - **(2021)** [dev.to: Continuous Integration and Deployment on AWS - and a wishlist for CI/CD Tools on AWS](https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13) [N/A CONTENT] [COMMUNITY-TOOL] β€” A Dev.to article discussing CI/CD architectures within AWS environments, containing a developer wishlist for next-generation pipeline features. It compares CodePipeline, GitHub Actions, and custom runners, detailing trade-offs in execution speeds, artifact management, and IAM-gated controls. Perfect for team leads structuring secure platform automation. @@ -418,11 +413,11 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2026)** [Amazon CLI Documentation](https://aws.amazon.com/cli) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The main landing and installation documentation portal for the AWS Command Line Interface. It acts as the definitive source for setting up the CLI across macOS, Linux, and Windows environments. Essential for establishing standard terminal configurations and programmatic environment variables across both developer workstations and CI/CD agents. - **(2021)** [Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1](https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1) [N/A CONTENT] [LEGACY] β€” An official AWS deprecation announcement marking the end of Python 2.7 support within the AWS SDK for Python (Boto3) and AWS CLI v1. It details migration paths to modern Python 3.x runtimes and the container-native AWS CLI v2 architecture. Critical reading for legacy system maintainers undergoing platform modernization initiatives. -#### Cost Optimization +#### Cost Optimization (1) - **(2026)** [vantage.sh](https://www.vantage.sh) [N/A CONTENT] [COMMUNITY-TOOL] β€” Vantage.sh is a modern cloud cost management (FinOps) platform providing deep visibility into AWS, Snowflake, and Kubernetes expenditures. It aggregates resource usage metrics to recommend automated saving policies, RI purchasing, and spot transitions. Grounding confirms its role as a premier enterprise tool to manage complex multi-cloud financial posture. - **(2021)** [techcrunch.com: Vantage makes managing AWS easier](https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier) [N/A CONTENT] [COMMUNITY-TOOL] β€” A TechCrunch feature analyzing how Vantage simplifies AWS cost tracking and optimization, offering deep contrast to complex cloud bills. The article highlights Vantage's rise as an essential interface for development organizations navigating fine-grained container pricing and resource usage. Key reading for CFOs and cloud finance architects. -#### Developer SDKs +#### Developer Sdks - **(2026)** [AWS SDK for Java](https://aws.amazon.com/sdk-for-java) [JAVA CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The main portal for the AWS SDK for Java, featuring setup guides, performance tuning notes, and integration standards. It is the foundational SDK for Java-based enterprise applications leveraging S3, DynamoDB, or AWS Lambda. Crucial for software engineers designing highly resilient cloud applications using modern async client wrappers. #### Developer Tooling @@ -430,7 +425,6 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2026)** [AWS Management Tools Blog](https://aws.amazon.com/blogs/mt) [N/A CONTENT] [COMMUNITY-TOOL] β€” The official AWS Management and Governance Tools Blog, serving as the authority on systems manager, Config, CloudTrail, and CloudWatch updates. It hosts standard architectures for designing observability frameworks and cloud optimization. Crucial for enterprise platform administrators ensuring alignment with modern AWS best practices. - **(2023)** [aws.amazon.com/blogs: Introducing Amazon CodeWhisperer for command line](https://aws.amazon.com/blogs/devops/introducing-amazon-codewhisperer-for-command-line) [N/A CONTENT] [COMMUNITY-TOOL] β€” An AWS Developer blog introducing automated command-line capabilities for Amazon CodeWhisperer. It highlights AI-driven command completion and automatic CLI parameter translation directly in modern terminal emulators. Essential for platform engineers aiming to dramatically accelerate shell and infrastructure-as-code scripting efficiency. - **(2022)** [genbeta.com: Amazon lanza CodeWhisperer, su propia alternativa a GitHub Copilot… que no insertarΓ‘ cΓ³digo ya licenciado sin avisar](https://www.genbeta.com/desarrollo/amazon-lanza-codewhisperer-su-propia-alternativa-a-github-copilot-que-no-insertara-codigo-licenciado-avisar) [N/A CONTENT] [COMMUNITY-TOOL] β€” A Spanish Genbeta article introducing Amazon CodeWhisperer as AWS's direct competitor to GitHub Copilot, emphasizing its unique compliance filters to avoid licensing violations. While historically accurate regarding CodeWhisperer's initial launch features, the service has since evolved into Amazon Q Developer, with a broader security and multi-file architecture focus. - - **(2021)** [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” An AWS announcement highlighting the release of updated AWS Toolkits for popular IDEs (Cloud9, JetBrains, VS Code), expanding interaction capabilities to over 200 resource types. This update greatly reduced context switching for developers, enabling local generation of IAM, DynamoDB, and CloudFormation schemas without visiting the AWS web console. #### Identity Management - **(2022)** [dev.to/franciscogm: AWS CLI SSO made easy](https://dev.to/franciscogm/aws-cli-sso-made-easy-3bh9) [N/A CONTENT] [COMMUNITY-TOOL] β€” A developer-focused guide showing how to simplify multi-account authorization using the AWS CLI and AWS IAM Identity Center (formerly AWS Single Sign-On). It demonstrates optimal config profile structures to enable rapid terminal-based authentication. Highly valued by security administrators striving to eliminate long-term credentials on local workstations. @@ -440,15 +434,16 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Reference Architectures - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [N/A CONTENT] [ADVANCED LEVEL] [EMERGING] β€” The central AWS Labs GitHub organization housing hundreds of active experimental projects, tooling integrations, and reference CDK blueprints. Live Grounding highlights this hub as a critical launchpad for emerging patterns in infrastructure-as-code and cloud automation. It provides platform engineering teams with robust, peer-reviewed building blocks for accelerated architecture design. +#### Security And Compliance + + - **(2023)** [ermetic.com: Access Undenied on AWS](https://www.tenable.com/blog/access-undenied-on-aws) [N/A CONTENT] [COMMUNITY-TOOL] β€” The introductory technical blog post outlining the implementation of Access Undenied on AWS. It explains how parsing multi-layered IAM restrictions (such as Permission Boundaries, Service Control Policies, and Session Policies) helps platform teams resolve frustrating 'implicit deny' errors. Essential reading for operations engineers transitioning to strict zero-trust IAM governance. #### Security Group Management - **(2022)** [dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb) [N/A CONTENT] [COMMUNITY-TOOL] β€” A practical technical tutorial detailing programmatic patterns to replicate AWS Security Groups and nested rules across separate AWS accounts. It resolves multi-tenant configuration sync issues using Python and the AWS CLI. This is critical for engineers performing tenant migrations or standing up identical staging environments under modern IAM paradigms. -#### Security and Compliance - - - **(2023)** [ermetic.com: Access Undenied on AWS](https://www.tenable.com/blog/access-undenied-on-aws) [N/A CONTENT] [COMMUNITY-TOOL] β€” The introductory technical blog post outlining the implementation of Access Undenied on AWS. It explains how parsing multi-layered IAM restrictions (such as Permission Boundaries, Service Control Policies, and Session Policies) helps platform teams resolve frustrating 'implicit deny' errors. Essential reading for operations engineers transitioning to strict zero-trust IAM governance. #### Storage Management - **(2023)** [blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM](https://awsfundamentals.com/blog/aws-s3-rm-removing-files) [N/A CONTENT] [COMMUNITY-TOOL] β€” A deep dive tutorial from AWS Fundamentals on how to empty S3 buckets containing millions of objects using the AWS CLI. It highlights the differences between simple deleting, multi-object API commands, and utilizing Lifecycle rules to clean buckets at zero cost. Essential for DevOps engineers avoiding massive API transactional bills. + - **(2023)** [blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide](https://awsfundamentals.com/blog/aws-s3-sync) [N/A CONTENT] [COMMUNITY-TOOL] β€” An extensive guide on using AWS S3 Sync commands, showing how to achieve efficient filesystems syncs between local storage and S3 targets. It explains multi-threading optimization, inclusion/exclusion rules, and integrity checks. This reference is highly valuable for system administrators maintaining basic backup and sync pipelines. ## Cloud Platforms ### AWS Education @@ -466,22 +461,25 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2022)** [aboutamazon.es: AWS acelera la apertura de la RegiΓ³n AWS Europa (EspaΓ±a) para apoyar la transformaciΓ³n digital de EspaΓ±a](https://www.aboutamazon.es/noticias/aws/la-region-aws-europa-espana-apoya-la-transformacion-digital-en-el-pais) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” An Amazon corporate press announcement documenting the accelerated opening of the AWS Europe (Spain) Region. Outlines how multi-billion-euro long-term infrastructure investments drive digital transformation. ## Cloud Providers -### AWS (5) +### AWS (4) #### Operations (1) - **(2008)** [AWS Support](https://aws.amazon.com/premiumsupport) [NONE CONTENT] [COMMUNITY-TOOL] β€” Detailed directory of AWS premium tier services, offering technical case routing, cloud guidance, and access to Trusted Advisor tools to maintain cluster health and SLA commitments. +#### Security and IAM + + - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) [HTML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The definitive AWS reference for constructing fine-grained IAM policies. It outlines exact service actions, resource types, and condition context keys required to enforce the principle of least privilege in enterprise architectures. This resource is indispensable for security engineers building cloud access models. #### Status Monitoring - **(2006)** [status.aws.amazon.com: Service Health Dashboard](https://health.aws.amazon.com/health/status) [NONE CONTENT] [COMMUNITY-TOOL] β€” AWS’s central status console reporting operational health of active regions and services, allowing platform engineers to quickly cross-examine deployment anomalies with provider incidents. -## Cloud-Native Provisioning +## Cloud-native Provisioning -### CICD Integration +### CICD (1) -#### AWS CodeDeploy +#### AWS Codedeploy - **(2022)** [adamtheautomator.com: Getting Started with AWS CodeDeploy](https://adamtheautomator.com/aws-codedeploy) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Walkthrough outlining primary configuration steps, appspec.yml lifecycle hook schemas, and target group integrations inside the AWS CodeDeploy ecosystem. -#### AWS CodePipeline +#### AWS Codepipeline - **(2026)** [AWS Partner Network - CodePipeline Integrations](https://aws.amazon.com/es/codepipeline/product-integrations) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Technical integration matrix detailing partner-supported build, testing, and security scanning extensions available for AWS CodePipeline deployment pipelines. - **(2022)** [aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos](https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos) [COMMUNITY-TOOL] β€” Release analysis highlighting newly added monorepo and branch-specific triggers within AWS CodePipeline, optimizing continuous delivery workflows and reducing build execution times. @@ -522,18 +520,18 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Architectural Concepts - **(2026)** [What is Streaming Data?](https://aws.amazon.com/what-is/streaming-data) [COMMUNITY-TOOL] β€” An AWS conceptual guide delineating the architecture of real-time streaming data pipelines. Compares high-throughput, sequential processing mechanisms against traditional batch structures, referencing Amazon Kinesis and Apache Kafka as key streaming backplanes. -## Edge and IoT +## Edge and Iot -### AWS (6) +### AWS (5) -#### IoT Platforms +#### Iot Platforms - **(2015)** [aws.amazon.com/en/iot](https://aws.amazon.com/iot) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Technical documentation for AWS IoT Core, a high-throughput managed broker designed to securely route and map billions of device telemetry streams into cloud databases and analysis applications. ## Enterprise Architecture ### Cloud Architecture Best Practices -#### AWS Well-Architected +#### AWS Well-architected - **(2023)** [AWS Well Architected Framework](https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html) [DOCUMENTATION] [COMMUNITY-TOOL] β€” The official documentation framework outlining six fundamental cloud architectural pillars: operational excellence, security, reliability, performance, cost optimization, and sustainability. - **(2023)** [aws.amazon.com/well-architected-tool: AWS Well-Architected Tool](https://aws.amazon.com/well-architected-tool) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Overview of AWS's native tool designed to assess cloud workloads. Integrates with the Well-Architected Framework to systematically audit infrastructure and highlight configuration risks. @@ -549,28 +547,26 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Engineering Culture - **(2023)** [dev.to: How Well-Architected Enables Junior Engineers](https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j) [COMMUNITY-TOOL] β€” Examines how the AWS Well-Architected Framework acts as an educational and operational safety net for junior engineers, establishing structured system design patterns across developer teams. -#### Multi-Region Architecture +#### Multi-region Architecture - **(2023)** [Creating a Multi-Region Application with AWS Services – Part 1, Compute, Networking, and Security](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Part one of a multi-region deployment guide. Covers DNS failover routing with Route 53, cross-region VPC peering, compute distribution, and unified security controls across AWS regions. - **(2023)** [Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Part two focuses on database replication, global data consistency, storage syncing protocols, and handling split-brain scenarios in multi-region cloud infrastructures. #### Production Case Studies - **(2023)** [This is My Architecture](https://aws.amazon.com/architecture/this-is-my-architecture) [COMMUNITY-TOOL] β€” AWS's premier video and article series showcasing production-grade architectural solutions. Focuses on design tradeoffs, performance strategies, and networking topologies of modern web applications. -## FinOps and Cloud Cost +## Finops and Cloud Cost ### AWS Optimization #### Policy Engines - **(2024)** [**Cloudburn: An Open-Source Policy Engine for AWS Spending**](https://github.com/towardsthecloud/cloudburn) ⭐ 1765 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassigned Elastic IPs to keep real-world deployments within budget limits. -## Infrastructure (1) +### Community Resources -### DevOps +#### Forums -#### Command Line Utilities - - - **(2016)** [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as β€˜Name’)](https://pypi.org/project/ec2-ssh-yplan) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents a set of CLI wrappers for resolving AWS EC2 instance metadata to facilitate fast SSH access. Live Grounding indicates that modern secure architectures prioritize AWS Systems Manager Session Manager (SSM) and private endpoint setups over direct, port-22 SSH routing models. -## Infrastructure as Code (2) + - **(2023)** [AWS Forums](https://repost.aws) 🌟🌟🌟 [LEGACY] β€” A legacy discussion forum resource for AWS developers troubleshooting infrastructure configurations and billing queries. Note: The platform has largely migrated to AWS Re:Post for community support. +## Infrastructure As Code (2) ### AWS CDK @@ -593,6 +589,11 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### AWS Templates - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos/#aws-samples-boilerplates) [MULTI-LANGUAGE CONTENT] [COMMUNITY-TOOL] β€” A consolidated hub of official and community AWS deployment samples. Houses structured patterns and CloudFormation/Terraform codebases to fast-track prototype development in compliance with AWS architecture standards. +### CICD (2) + +#### Self-hosted Runners + + - **(2025)** [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) [GO CONTENT] [COMMUNITY-TOOL] β€” An innovative open-source self-hosting solution that provisions fast, secure, on-demand EC2 single-use runners for GitHub Actions on AWS. Offers extreme cost reductions (up to 10x) utilizing EC2 spot instances with minimal boot delays. ## Kubernetes and Platform Engineering ### Modernization Tools @@ -601,7 +602,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2023)** [AWS App2Container: Migrate your Applications to Containers at Scale](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale) [ADVANCED LEVEL] [LEGACY] β€” Introduces AWS App2Container, a tool that automates the migration of legacy .NET and Java web applications into containerized structures ready for deployment on Amazon ECS or EKS. - **(2023)** [Let’s Architect! Architecting microservices with containers](https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers) [LEGACY] β€” A foundational guide for decoupling large legacy applications. Explores container hosting options on ECS and EKS, microservice discovery patterns, and inter-service security standards. -## Multi-Cluster and Edge +## Multi-cluster and Edge ### Cluster Federation @@ -626,7 +627,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2022)** [aws.amazon.com: AWS Systems Manager announces support for port forwarding to remote hosts using Session Manager](https://aws.amazon.com/about-aws/whats-new/2022/05/aws-systems-manager-support-port-forwarding-remote-hosts-using-session-manager) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight announces native SSM port-forwarding tunnels directly to database endpoints or remote hosts inside private subnets. Live Grounding confirms this is a standard operational practice in 2026, eliminating the security risks, costs, and management overhead of maintaining traditional jump box/bastion host VMs. ### Service Mesh (1) -#### Multi-Account +#### Multi-account - **(2021)** [amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment](https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight presents patterns for orchestrating cross-account microservice communication using AWS App Mesh and Amazon EKS. Live Grounding highlights that while the multi-account networking concepts remain structurally valid, the reliance on App Mesh is obsolete; modern architectures deploy VPC Lattice or cross-cluster Istio meshes. ## Observability and Monitoring @@ -636,7 +637,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Enterprise Scale (1) - **(2021)** [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [N/A CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” Deep-dives into an enterprise architecture deployed by BT utilizing Amazon CloudWatch to ingest, structure, and analyze telemetry streams originating from millions of physical client network units globally. -### CloudWatch +### Cloudwatch #### Alerting Systems @@ -663,6 +664,13 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel #### Grafana - **(2024)** [Amazon Managed Service for Grafana](https://aws.amazon.com/grafana) [N/A CONTENT] [COMMUNITY-TOOL] β€” Managed visualization console offering direct enterprise integrations with SSO and IAM setups. Allows telemetry aggregation from diverse cloud datasources (S3, Prometheus, CloudWatch, Opensearch) under unified dynamic views. +## Operations (2) + +### Local Environment Setup + +#### Package Management + + - **(2023)** [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld) [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step local workstation bootstrapping guide using the Windows Chocolatey package manager. Instructs how to quickly establish consistent local administration tooling, installing docker-cli, terraform, aws-cli, and ecs-cli to prepare for cloud resource management. ## Organizational Culture ### Migration Journeys @@ -710,7 +718,7 @@ description: "Top AWS resources for 2026, AI-ranked: Awesome AWS, AWS Data Pipel - **(2026)** [localstack.cloud](https://www.localstack.cloud) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Curator Insight highlights the enterprise cloud platform offering advanced local emulation of AWS services. Live Grounding reinforces that LocalStack has become the industry standard for offline AWS cloud development, supporting complex services like IAM, EKS, and RDS, which radically reduces cloud spend and speeds up inner-loop iteration cycles. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [Azure](./azure.md) | [AWS Security](./aws-security.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/azure.md b/v2-docs/azure.md index c803bb8c..fd87fa5e 100644 --- a/v2-docs/azure.md +++ b/v2-docs/azure.md @@ -39,9 +39,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### AKS Mission Critical - **(2025)** [learn.microsoft.com: Mission-critical baseline architecture on Azure](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-mission-critical/mission-critical-intro) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official reference architecture blueprint for deploying highly reliable, multi-region containerized workloads on Azure Kubernetes Service (AKS). Integrates active-active clustering, zero-downtime routing architectures, and strict self-healing protocols. -### Well-Architected Framework +### Well-architected Framework -#### Mission-Critical Workloads +#### Mission-critical Workloads - **(2025)** [learn.microsoft.com: Mission-critical workloads](https://learn.microsoft.com/en-us/azure/well-architected/mission-critical/mission-critical-overview) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Well-Architected guidance focusing on baseline patterns for mission-critical enterprise workloads. Outlines structural patterns for failure-domain isolation, operational health modeling, and continuous validation methodologies. ## Architecture and Microservices @@ -51,7 +51,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Architectural Governance - **(2024)** [luke.geek.nz/azure: Azure Architecture - Solution Requirement Consideration Checklist](https://luke.geek.nz/azure/azure-architecture-solution-requirement-consideration-checklist) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive architectural considerations checklist for scoping Azure environments. Covers critical paths including disaster recovery, security, compliance, performance scaling, and cost tracking, ensuring solutions are robustly aligned with CAF standards. -### Infrastructure as Code +### Infrastructure As Code #### API Management @@ -82,7 +82,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### Generative AI -#### Azure OpenAI +#### Azure Openai - **(2024)** [infoworld.com: Getting started with Azure OpenAI](https://www.infoworld.com/article/2337918/getting-started-with-azure-openai.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” Technical introduction to Azure OpenAI architecture, API consumption, token quotas, private endpoints, and security paradigms necessary for deploying customized Large Language Models safely in enterprise clouds. - **(2023)** [jamiemaguire.net: First Look: Azure Open AI Studio, Prompt Engineering. What You Can Do and How](https://jamiemaguire.net/index.php/2023/04/22/first-look-azure-open-ai-studio-prompt-engineering-what-you-can-do-and-how) [NONE CONTENT] [COMMUNITY-TOOL] β€” Architectural breakdown of Azure OpenAI Studio, exploring model playground utilization, payload configurations, prompting practices, and systemic safeguards to mitigate hallucinations. @@ -97,14 +97,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Enterprise AI - **(2024)** [github.com/Azure-Samples/azure-ai-studio-secure-bicep](https://github.com/Azure-Samples/azure-ai-studio-secure-bicep) ⭐ 61 [BICEP CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Official Microsoft sample blueprint demonstrating deployment of a secure Azure AI Studio environment. Hardens connections utilizing private endpoints, key vaults, and managed virtual network isolations. -## CICD Pipeline - -### Security and Compliance - -#### Access Control - - - **(2024)** [mattias.engineer: Azure Federated Identity Credentials for GitHub](https://mattias.engineer/blog/2024/azure-federated-credentials-github) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains how to implement OIDC (OpenID Connect) federated identity credentials between GitHub Actions and Microsoft Azure. Eliminates the critical security risk of long-lived corporate service principal credentials by relying on cryptographically short-lived runtime tokens. -## CICD Pipelines +## CICD ### AI and Automation @@ -113,9 +106,14 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) ⭐ 1813 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orchestrate pipeline runs. ### DevOps Platforms -#### DevTest Labs +#### Devtest Labs - **(2025)** [learn.microsoft.com: DevTest and DevOps for microservice solutions](https://learn.microsoft.com/en-us/azure/devtest-labs) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official framework documentation detailing the integration of Azure DevTest Labs with modern DevOps pipelines. Focuses on setting up elastic testing environments and managing resource consumption patterns. +### Git Integration + +#### Azure DevOps + + - **(2024)** [cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate Guide 🌟](https://ine.com) [NONE CONTENT] [COMMUNITY-TOOL] β€” An extensive workflow guide demonstrating advanced Git version control configurations within Azure DevOps projects. Shows how to set up strict PR approval limits and automated checkouts. ### Observability (1) #### DevOps Dashboard @@ -123,7 +121,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2024)** [==Azure DevOps Dashboard==](https://github.com/cschotte/Azure-DevOps-Dashboard) ⭐ 16 [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Community-driven dashboard tool for monitoring multi-project pipelines and deployment progress inside a single, unified view. Helps development leads observe pipeline backlogs and release tempos. ### Pipeline Integration -#### Azure DevOps +#### Azure DevOps (1) - **(2024)** [dev.to: Setting up a CI-CD Pipeline Using Azure DevOps 🌟](https://dev.to/gbengelebs/setting-up-a-ci-cd-pipeline-using-azure-devops-4gb) [YAML CONTENT] [COMMUNITY-TOOL] β€” Clear walk-through of establishing initial continuous delivery templates in Azure DevOps. Covers agent configurations, testing setups, and artifact publishing phases. ### SDLC Optimization @@ -131,7 +129,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure DevOps Platform - **(2023)** [zartis.com: Simplify Your SDLC with Azure DevOps 🌟](https://www.zartis.com/simplify-your-sdlc-with-azure-devops) [NONE CONTENT] [COMMUNITY-TOOL] β€” Explores structural methods to decrease release lead-times by leveraging integrated boards, automated tests, and deployment gates inside the Azure DevOps ecosystem. -### Security and Compliance (1) +### Security and Compliance #### Release Gates @@ -180,11 +178,11 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2025)** [learn.microsoft.com: Use Azure WAF assessments](https://learn.microsoft.com/en-us/azure/advisor/advisor-assessments) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official guide on deploying automated and self-guided Well-Architected Framework (WAF) assessments within the Azure Advisor suite. The system reviews resource configurations against baseline performance, security, and reliability metrics. This helps technical leads operationalize structural health evaluations across broad enterprise environments. - **(2024)** [techcommunity.microsoft.com: Get tailored insights with our Advisor Well-Architected assessments](https://techcommunity.microsoft.com/blog/finopsblog/get-tailored-insights-with-our-advisor-well-architected-assessments/4218239) [NONE CONTENT] [COMMUNITY-TOOL] β€” Details the integration of Well-Architected assessments directly into the Azure Advisor ecosystem. This technical feature programmatically delivers real-time remediation guidance, cost optimization points, and security postures customized to specific workload footprints. It marks a transition from manual consulting reviews to automated continuous policy enforcement. -#### Well-Architected Framework WAF +#### Well-architected Framework WAF - **(2026)** [learn.microsoft.com: Azure Well-Architected Framework](https://learn.microsoft.com/en-us/azure/well-architected) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The core blueprint for building high-quality cloud workloads on Azure, structured around five pillars: Reliability, Security, Cost Optimization, Operational Excellence, and Performance Efficiency. It establishes technical evaluation criteria and optimization strategies for running stable, secure cloud-native environments. Real-world implementation leverages these design principles for systematic, self-healing infrastructures. - **(2023)** [infoq.com: Microsoft Refreshes its Well-Architected Framework](https://www.infoq.com/news/2023/11/azure-well-architected-framework) [NONE CONTENT] [COMMUNITY-TOOL] β€” An industry review highlighting Microsoft's updates to the Well-Architected Framework (WAF) to better support modern cloud-native systems. Key improvements emphasize granular workload guides, prescriptive technical patterns, and streamlined cost optimization techniques. The refresh ensures the framework evolves alongside rapid shifts in containerization and modern distributed patterns. -### PaaS +### Paas #### App Service @@ -201,7 +199,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure Boards Customization - **(2021)** [dotnetcurry.com: Customization of Work Items in Azure DevOps and Azure DevOps Server 2020](https://www.dotnetcurry.com/devops/workitem-customize-azure-devops-server-2020) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details custom work item types, inherited processes, and state transition rule customization within Azure DevOps Server 2020 and its cloud counterpart. While curator insights present this as a vital operational guide for project administrators, 2026 workflows rely more heavily on Azure DevOps REST APIs and automated webhook integrations to keep boards synchronized with third-party developer tools. -### CI-CD Pipelines +### CICD (1) #### Azure DevOps Fundamentals @@ -209,34 +207,34 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure Pipelines Architecture - **(2022)** [thinksys.com: Azure DevOps Pipeline Complete Guide 2022](https://thinksys.com/azure/azure-devops-pipeline-complete-guide) 🌟🌟🌟 [LEGACY] β€” Provides a comprehensive guide to Azure Pipelines, examining agent pools, environment gates, YAML schemas, and artifact generation. Modern engineering patterns in 2026 have completely deprecated classic visual release pipelines. Modern deployment strategies mandate programmatic YAML-only architectures that incorporate pipeline decorators and secure agent injection. -#### Conditional Logic and Expressions +#### Conditional Logic And Expressions - **(2023)** [**techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and Conditions 🌟**](https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Breaks down the syntax and runtime evaluation of conditional if-expressions in Azure Pipelines' YAML parser. Masterful command of compile-time versus execution-time evaluation is crucial in 2026 for building dynamic pipelines that auto-adjust steps based on branch targets, variables, or system telemetry. #### Extensibility and Custom Tasks - **(2026)** [==Microsoft/azure-pipelines-tasks==](https://github.com/Microsoft/azure-pipelines-tasks) ⭐ 3645 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository containing the task libraries that run on Azure Pipelines. Monitoring this codebase is essential in 2026 for platform engineers who need to debug execution behaviors, trace custom step outputs, or build optimized, private extension packages. -#### Infrastructure as Code (1) +#### Infrastructure As Code (1) ##### Declarative Pipelines - **(2023)** [datascientest.com: Azure DevOps Pipeline YAML: why configure CI/CD pipelines with YAML?](https://liora.io/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipelines-with-yaml) 🌟🌟🌟 [LEGACY] β€” Explains why engineering organizations have shifted from legacy visual pipelines to declarative YAML configurations. While curator insights focus on basic configuration-as-code benefits, 2026 realities highlight that YAML pipelines are indispensable for implementing security guardrails, branch-protection policies, and dynamic template validation. -#### Multi-Cloud Integration +#### Multi-cloud Integration -##### Azure to GCP +##### Azure To GCP - **(2020)** [cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute Engine](https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This guide outlines the process of establishing a multi-cloud CI/CD pipeline using Azure Pipelines to deploy applications directly onto Google Compute Engine instances. It details the integration of Azure DevOps with GCP service credentials and virtual machine deployment groups. Modern live grounding in 2026 emphasizes transitioning from manual service key management to OpenID Connect (OIDC) Workload Identity Federation to secure cross-cloud communication without static secrets. #### Platform Selection - **(2023)** [datascientest.com: Azure DevOps vs GitHub Actions: Which is the best CI/CD tool?](https://liora.io/en/azure-devops-vs-github-actions-which-is-the-best-ci-cd-tool) 🌟🌟🌟 [LEGACY] β€” A comparative architectural breakdown of Azure DevOps and GitHub Actions, analyzing task structures, marketplace ecosystems, and integration capabilities. In 2026, GitHub Actions is the preferred choice for greenfield and open-source projects, while Azure DevOps remains the standard for large enterprise portfolios with legacy dependencies. -#### YAML Templating and Reusability +#### YAML Templating And Reusability - **(2024)** [==learn.microsoft.com: Azure DevOps Templates - Template types & usage 🌟🌟==](https://learn.microsoft.com/en-us/azure/devops/pipelines/process/templates?view=azure-devops) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Microsoft documentation outlining the structural types and configuration paradigms of Azure DevOps templates. Utilizing YAML templates with runtime parameters and compile-time expressions is the de facto standard in 2026. This approach allows enterprise organizations to centralize pipeline logic and enforce compliance across hundreds of microservices. - **(2024)** [**github.com/JFolberth/TheYAMLPipelineOne 🌟**](https://github.com/JFolberth/TheYAMLPipelineOne) ⭐ 221 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source pipeline framework showcasing advanced DRY (Don't Repeat Yourself) YAML patterns for Azure DevOps. In 2026, this template system represents best-in-class orchestration, enabling developers to scale microservice builds without duplicating pipelines or configuration code. ### Container Orchestration (1) -#### GitOps +#### Gitops -##### ArgoCD and Secrets +##### Argocd And Secrets - **(2023)** [**linkedin.com: Complete CI/CD Solution for mS on AKS using Azure DevOps, ArgoCD and External Kubernetes Secretes 🌟**](https://www.linkedin.com/pulse/complete-cicd-solution-ms-aks-using-azure-devops-argocd-singh) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents an architectural case study combining Azure DevOps for container build and ACR registration with ArgoCD for GitOps-driven deployment onto AKS. It highlights how to secure workloads using AKS Workload Identity and External Secrets Operator (ESO). Live 2026 validation confirms this hybrid pattern is the gold standard for high-density enterprise microservice applications. #### Kubernetes CD @@ -255,9 +253,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2024)** [**https://github.com/michaelmsonne/AzureDevOpsBackupTool**](https://github.com/michaelmsonne/AzureDevOpsBackupTool) ⭐ 37 [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly functional community CLI utility engineered to automate the backup of Azure DevOps configurations, including repositories, boards, pipelines, and variable groups. In 2026, this tool remains highly useful for system migrations, air-gapped compliance baselines, and cross-organization disaster recovery testing. - **(2024)** [blog.sonnes.cloud: Introducing Azure DevOps Backup Tool 1.1.0.0: Major update with new features, bug fixes and enhanced security!](https://blog.sonnes.cloud/introducing-azure-devops-backup-tool-1-1-0-0-major-update-with-new-features-bug-fixes-and-enhanced-security) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces major feature releases of the Azure DevOps Backup Tool (v1.1.0.0), highlighting enhancements in API throughput, credential safety, and automated backup schedules. 2026 engineering audits confirm this tool is reliable for securing multi-tenant environments against accidental service deletions. -### Infrastructure as Code (2) +### Infrastructure As Code (2) -#### End-to-End Lab Guides +#### End-to-end Lab Guides - **(2022)** [==thomast1906/DevOps-The-Hard-Way-Azure 🌟==](https://github.com/thomast1906/DevOps-The-Hard-Way-Azure) ⭐ 582 [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A hands-on, end-to-end sandbox guide mapping out 'The Hard Way' of deploying infrastructure and applications on Azure. This project details virtual network design, VM provisioning, AKS deployments, and pipeline-driven application releases. 2026 live grounding validates this repository as a premier community benchmark for building custom, highly-secure lab environments. #### Terraform Orchestration @@ -306,14 +304,14 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Assessments - **(2023)** [thomasmaurer.ch: Azure Landing Zone Review Assessment](https://www.thomasmaurer.ch/2023/09/azure-landing-zone-review-assessment) [NONE CONTENT] [COMMUNITY-TOOL] β€” A structured assessment methodology to evaluate the compliance and maturity of existing Azure Landing Zone topologies. It guides teams in identifying misconfigurations and security gaps, ensuring that scaling tenant platforms continue to adhere to CAF and WAF operational standards. -#### CAF vs WAF +#### CAF Vs WAF - **(2024)** [linkedin.com: CAF vs WAF: Which Framework to Use for Your Cloud Migration?](https://www.linkedin.com/pulse/caf-vs-waf-which-framework-use-your-cloud-migration-gregor-wohlfarter-hko0f) [NONE CONTENT] [COMMUNITY-TOOL] β€” A comparative technical analysis mapping out the distinct purposes of CAF (Cloud Adoption Framework) and WAF (Well-Architected Framework). CAF acts as an organizational and governance blueprint for cloud landing-zone design, while WAF operates at the workload level to optimize and secure individual workloads. Architects leverage both in parallel to design a resilient tenant architecture and robust microservice runtimes. #### Cloud Adoption Framework CAF - **(2026)** [learn.microsoft.com: What is the Microsoft Cloud Adoption Framework for Azure?](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/overview) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The Microsoft Cloud Adoption Framework (CAF) for Azure provides a comprehensive structured methodology for shifting enterprise workloads to the cloud. It spans strategy, planning, readiness, adoption, governance, and management phases. Architects utilize CAF to align business strategy with technical execution, implementing baseline policies and landing zones that satisfy long-term security and operational requirements. - **(2024)** [linkedin.com: The Ultimate Guide to Azure Cloud Adoption Framework Lifecycle](https://www.linkedin.com/pulse/ultimate-guide-azure-cloud-adoption-framework-gregor-wohlfarter-hb4sf) [NONE CONTENT] [COMMUNITY-TOOL] β€” A comprehensive breakdown of the CAF lifecycle, illustrating the logical progression from business strategy alignment to continuous operation and optimization. It offers real-world perspectives on executing migrations with minimized operational friction. Architects use this roadmap to navigate the governance and architectural alignment challenges of enterprise transitions. -### Infrastructure as Code (3) +### Infrastructure As Code (3) #### Asset Management @@ -323,29 +321,13 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Naming Conventions - **(2022)** [justinoconnor.codes: Azure Periodic Table of Resource Naming Convention Shorthands](https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-convention-shorthands) [NONE CONTENT] [COMMUNITY-TOOL] β€” A comprehensive reference matrix mapping standardized abbreviations for Azure resource types. It functions as an interactive periodic table to assist cloud architects in organizing consistent tagging and infrastructure-as-code deployments. -### Security and Compliance (2) +### Security and Compliance (1) #### Landing Zones (1) - **(2024)** [techcommunity.microsoft.com: New feature: easily assign regulatory compliance policies to your Azure Landing Zone](https://techcommunity.microsoft.com/blog/azurearchitectureblog/new-feature-easily-assign-regulatory-compliance-policies-to-your-azure-landing-z/4074957) [NONE CONTENT] [COMMUNITY-TOOL] β€” Outlines simplified mechanisms to assign regulatory compliance policies to Azure Landing Zone hierarchy trees. The feature enables platform administrators to quickly map PCI-DSS, ISO 27001, or FedRAMP benchmarks to specific landing zones, ensuring automated, non-disruptive governance across all workloads. ## Cloud Infrastructure -### Azure Networking - -#### Cost Optimization - - - **(2026)** [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” This cost-analysis guide scrutinizes the pricing structures of Azure networking patterns, contrasting VNet Peering, Private Link, Virtual WAN, and ExpressRoute. It provides system architects with actionable formulas to optimize egress and internal data transfer fees, which are critical for high-throughput, multi-region distributed microservices. - - **(2025)** [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538) [N/A CONTENT] [COMMUNITY-TOOL] β€” A deep analysis of the financial implications of Azure data transit. The guide breaks down costs associated with intra-region, inter-region, availability zone traversal, and internet egress. It is highly valuable for designing cost-efficient microservices that utilize high-frequency data synchronizations. -#### Private Access - - - **(2025)** [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep-dive comparison of Azure Service Endpoints versus Private Link. The author details critical architectural trade-offs: while Service Endpoints are simple to configure and leverage public IPs, Private Link allocates private endpoints within your virtual network, enhancing the security posture of microservice deployments by blocking data exfiltration channels, albeit with increased cost and complexity. -#### Security - - - **(2025)** [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” An official conceptual reference for Azure Network Security Perimeters (NSP). This architecture allows enterprises to group PaaS resourcesβ€”such as Azure Key Vault and Storageβ€”and enforce access boundaries based on network identity, preventing data exfiltration and streamlining complex subnet-based network isolation policies. - - **(2025)** [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) [N/A CONTENT] [COMMUNITY-TOOL] β€” A technical operational playbook on structuring a rapid-response plan using Azure DDoS Protection. It details integration with Azure Firewall, Web Application Firewall (WAF), and automated telemetry routing to mitigate distributed attack vectors while ensuring business continuity for microservice APIs. -#### Subnet Peering - - - **(2025)** [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Introduces the architectural paradigm of Subnet Peering in Azure, bypassing the traditional resource-heavy requirements of full Virtual Network (VNet) peering. This feature allows network engineers to establish direct, localized communication paths between designated subnets, optimizing security boundaries and address space usage. ### Container Orchestration (2) #### AKS Fleet Manager @@ -358,7 +340,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2023)** [techcommunity.microsoft.com: Azure Container Storage in Public Preview](https://techcommunity.microsoft.com/blog/azurestorageblog/azure-container-storage-in-public-preview/3819246) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Spotlights the public preview release of Azure Container Storage (now GA), a service offering volume management natively optimized for Kubernetes clusters. Minimizes container I/O overhead on stateful workloads. ### DevOps -#### CI-CD Pipelines (1) +#### CICD (2) - **(2024)** [johnlokerse.dev: Lint Azure Bicep templates in Azure DevOps](https://johnlokerse.dev/2024/02/05/lint-azure-bicep-templates-in-azure-devops) [YAML CONTENT] [COMMUNITY-TOOL] β€” Illustrates the integration of Bicep linting tools within Azure DevOps build pipelines. Ensures syntactic correctness, adherence to best-practice rules, and early feedback loops prior to execution plans or arm deployments. ### Developer Experience @@ -387,7 +369,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Entra ID Fundamentals - **(2023)** [nathannellans.com: App Registrations, Enterprise Apps, and Service Principals 🌟](https://www.nathannellans.com/post/app-registrations-enterprise-apps-and-service-principals) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural deep-dive clarifying the fundamental distinctions and relationships between App Registrations, Enterprise Applications, and Service Principals within Entra ID. It explains how multi-tenant applications project identities across directory boundaries. This conceptual foundation is vital for configuring secure enterprise delegation and delegated vs. application permissions correctly. -### Infrastructure as Code (4) +### Infrastructure As Code (4) #### Advanced Bicep @@ -415,15 +397,15 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Cost Management - **(2024)** [**techcommunity.microsoft.com: Azure Orphan Resources Grafana Dashboard**](https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resources-grafana-dashboard/4120303) [KQL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A guide and repository for implementing a customized Grafana dashboard designed to surface orphaned Azure resources (such as unused disks, IP addresses, and empty network interfaces). This community-supported dashboard helps infrastructure engineers reclaim wasted cloud spend. This demonstrates a practical intersection of monitoring infrastructure and proactive cloud governance. -#### Log Analytics FinOps +#### Log Analytics Finops - **(2024)** [havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank) [KQL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical, cost-saving guide to reducing bloated Log Analytics ingestion fees. It details queries for identifying high-volume tables, configuring data collection rules (DCRs) to filter noisy events, and setting daily ingestion caps. Essential guidance for engineering teams seeking to optimize cloud spending while maintaining adequate observability indicators. -#### Multi-Tenant Observability +#### Multi-tenant Observability - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) [KQL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A detailed architectural analysis on isolating and correlating performance metrics and logs in a multi-tenant SaaS application on Azure. It highlights techniques like resource tagging, contextual workspace routing, and building tenant-specific dashboards via Azure Workbook and KQL. Perfect for engineering leads building robust performance isolation and billing models for SaaS workloads. ### Network Architecture -#### Network-as-Code +#### Network-as-code - **(2023)** [blog.cloudtrooper.net: Deploy (Azure) Network-as-Code as a champ](https://blog.cloudtrooper.net/2023/06/08/deploy-azure-network-as-code-as-a-champ) [BICEP CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Evaluates production architectures for deploying Network-as-Code (NaC) in Azure using modular frameworks. Discusses the trade-offs of handling complex Hub-Spoke topologies, routing tables, and security boundaries programmatically rather than imperatively. ### Networking and Edge Routing @@ -437,7 +419,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Load Balancing Options - **(2024)** [acethecloud.com: Which is better Azure App Gateway or Nginx configured on Azure VMs](https://acethecloud.com/blog/azure-application-gateway-and-nginx-on-vm) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed comparison between leveraging a fully managed service (Azure Application Gateway) and hosting customized Nginx reverse proxies on virtual machines. It weighs factors such as administrative overhead, feature sets, security compliance, auto-scaling capabilities, and overall total cost of ownership (TCO). This serves as a vital tool for technical leads choosing a production-grade ingress layer. -### Security and Compliance (3) +### Security and Compliance (2) #### Active Directory Hacking @@ -445,7 +427,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Certificate Authentication - **(2022)** [vcloud-lab.com: Get started and configure certificate-based authentication in Azure](https://vcloud-lab.com/entries/microsoft-azure/get-started-and-configure-with-certificate-based-authentication-in-azure) [POWERSHELL/CLI CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step documentation for configuring certificate-based authentication for service principals within Microsoft Azure. It details the process of generating self-signed certificates, importing them into App Registrations, and validating connections via Azure CLI or PowerShell. This approach is highly recommended for secure, non-interactive pipeline authentications, bypassing vulnerable password credentials. -#### PowerShell Security +#### Powershell Security - **(2023)** [deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟](https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions) [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analysis explaining why PowerShell poses unique challenges to traditional Endpoint Detection and Response (EDR) agents. It details memory-only script execution techniques (fileless malware), obfuscation, and bypass patterns that avoid disk auditing. This highlights the absolute necessity of enabling PowerShell Transcription logging and Constrained Language Mode in production. ### Serverless Containers @@ -458,14 +440,14 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2023)** [techcommunity.microsoft.com: Azure Policy for Azure Container Apps? Yes, please](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-azure-container-apps-yes-please/3775200) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes implementation patterns for enforcing Azure Policy definitions on Azure Container Apps. Discusses baseline configurations to block unencrypted ingress, force private network endpoints, and mandate tag structures. ## Cloud Native and Kubernetes -### GitOps and Continuous Delivery +### Gitops and Continuous Delivery #### DevOps Standardization - **(2021)** [techcommunity.microsoft.com: Standardize DevOps practices across hybrid and multicloud environments](https://techcommunity.microsoft.com/blog/itopstalkblog/standardize-devops-practices-across-hybrid-and-multicloud-environments/2795010) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A strategic discussion on leveraging Azure Arc-enabled Kubernetes to enforce standardized CI/CD pipelines and compliance rules across disparate infrastructure. It focuses on using GitOps (via Flux/ArgoCD) and Azure Policy to maintain consistent cluster configurations globally. This operational pattern eliminates configuration drift and reduces administrative friction across hybrid environments. ### Hybrid and Multicloud Solutions -#### App Services on Arc +#### App Services On Arc - **(2021)** [thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Exploring the deployment of Azure PaaS servicesβ€”such as App Service, Functions, and Logic Appsβ€”directly onto Azure Arc-enabled Kubernetes clusters. It showcases how enterprise teams can run standard cloud-managed offerings in on-premises data centers or other public clouds. This strategy combines public cloud developer experience with strict on-premises data sovereignty requirements. - **(2021)** [youtube: How to run an App Service Web App on Azure Arc-enabled Kubernetes - Part 2 | Azure Tips and Tricks](https://www.youtube.com/watch?v=53-Y_aI0KpE&ab_channel=MicrosoftAzure) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical video guide demonstrating the deployment and operation of Azure App Service workloads on custom Kubernetes clusters via Azure Arc. It walks through the resource provisioning pipeline, exposing the application endpoint, and validating state replication. This visual guide is optimal for platform engineers bridging traditional PaaS applications with cloud-native Kubernetes infrastructure. @@ -514,12 +496,12 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### Architecture Patterns -#### Cloud-Native +#### Cloud-native - **(2022)** [==github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook==](https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook) ⭐ 344 [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping. ### Automation -#### PowerShell Scripts +#### Powershell Scripts - **(2024)** [==github.com/ElanShudnow/AzureCode==](https://github.com/ElanShudnow/AzureCode) ⭐ 80 [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Consolidated script library for administrative management of Azure infrastructures. Includes configuration patterns for hybrid Active Directory networks, cloud storage profiles, and identity lifecycle events. #### User Provisioning @@ -527,7 +509,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2023)** [github.com/BrianCollet/onboard-automator](https://github.com/BrianCollet/onboard-automator) ⭐ 11 [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Automated pipeline logic designed to simplify employee lifecycle events, managing identity provisioning, security group access control, and user workspaces across Entra ID environments. ### Governance (1) -#### FinOps +#### Finops - **(2026)** [==github.com/microsoft/finops-toolkit==](https://github.com/microsoft/finops-toolkit) ⭐ 565 [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Microsoft FinOps toolkit. Orchestrates Azure cost management reports, optimizes compute reservations models, standardizes amortization datasets, and formats Power BI pricing governance metrics. #### Reliability @@ -536,7 +518,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Security Auditing - **(2024)** [==github.com/JulianHayward/AzADServicePrincipalInsights==](https://github.com/JulianHayward/AzADServicePrincipalInsights) ⭐ 251 [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automated reporting utility designed to audit Entra ID (Azure AD) Service Principals, highlighting over-permissioned applications, API vulnerabilities, and expiring credential/certificate payloads. -### Infrastructure as Code (5) +### Infrastructure As Code (5) #### Azure Resource Manager @@ -552,7 +534,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Windows Containers - **(2020)** [thomasmaurer.ch: How to Install a Windows Server Container Host](https://www.thomasmaurer.ch/2020/06/how-to-install-a-windows-server-container-host) [POWERSHELL CONTENT] [LEGACY] β€” Walkthrough details the configuration steps required to install a Windows Server Container Host. Outlines command-line options for Docker EE installation, virtual network switch provisioning, and base container image configuration, supporting legacy application modernization. -### SaaS Administration +### Saas Administration #### Office 365 @@ -590,12 +572,12 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2023)** [hlokensgard.no: Get started with PowerShell 7.2 in Azure Automation Account](https://hlokensgard.no/2023/12/05/get-started-with-powershell-7-2-in-azure-automation-account) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Details onboarding patterns and dependency setup routines to deploy PowerShell 7.2 Core runs in native serverless Azure Automation execution engines with Managed Identity support. #### Azure CLI (1) -##### JMESPath Querying +##### Jmespath Querying - **(2022)** [argonsys.com: How to query Azure resources using the Azure CLI](https://argonsys.com/microsoft-cloud/library/how-to-query-azure-resources-using-the-azure-cli) [NONE CONTENT] [COMMUNITY-TOOL] β€” Shows how to build and execute JMESPath expressions within standard Azure CLI inputs, enabling programmatic array sorting and resource discovery. #### Azure Storage (1) -##### Cost Optimization (1) +##### Cost Optimization - **(2022)** [techcommunity.microsoft.com: Azure Storage Blob Count & Capacity usage Calculator](https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855) [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents dynamic automation options to calculate blob count and physical storage requirements across premium Azure Storage containers, facilitating cost modeling operations. #### Inventory Auditing @@ -605,7 +587,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2024)** [==github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟==](https://github.com/microsoft/ARI) ⭐ 1644 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components. #### Tooling -##### Azure PowerShell SDK +##### Azure Powershell SDK - **(2021)** [acloudguru.com: The Beginner’s Guide to Azure PowerShell: One Shell to Rule Them All](https://www.pluralsight.com/resources/blog/cloud/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Covers primary setup patterns of the Az module suite on cross-platform systems. Provides practical reasoning for choosing programmatic Azure CLI/SDK orchestration options over standard portal actions. ##### Tips and Tricks @@ -622,12 +604,12 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure Key Vault +##### Infrastructure As Code (6) + + - **(2023)** [techcommunity.microsoft.com: Announcing template-based previews of Azure CLI and Azure PowerShell for Key Vault deployments](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Product update presenting template-backed deployment techniques in Azure CLI/PowerShell, streamlining Key Vault configuration procedures. ##### Infrastructure Automation - **(2021)** [dotnet-helpers.com: Azure KeyVault Set and Retrieve Secrets using Powershell 🌟](https://dotnet-helpers.com/powershell/azure-keyvault-set-and-retrieve-secrets) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Demonstrates standard CRUD API routines for setting, changing, and pulling protected application settings from active Azure KeyVault services using current Microsoft Az commands. -##### Infrastructure as Code (6) - - - **(2023)** [techcommunity.microsoft.com: Announcing template-based previews of Azure CLI and Azure PowerShell for Key Vault deployments](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Product update presenting template-backed deployment techniques in Azure CLI/PowerShell, streamlining Key Vault configuration procedures. ### Virtual Machines #### Azure VM Agent @@ -637,7 +619,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2023)** [docs.microsoft.com: Run scripts in your Linux VM by using action Run Commands](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/run-command) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Architectural guidelines detailing agent-driven script orchestration inside Linux workloads using native Azure Run command capabilities. ## Cloud Security -### DevSecOps +### Devsecops #### IaC Scanning @@ -656,10 +638,10 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### CLI and Automation - **(2026)** [CommandLine Ninja](https://commandline.ninja) [NONE CONTENT] [COMMUNITY-TOOL] β€” A technical blog dedicated to command-line engineering, shell scripting, and infrastructure automation across Windows and Linux environments. Provides engineers with targeted code snippets, pipeline enhancements, and automation scripts to optimize daily multi-cloud environments. -#### Cloud-Native Architecture +#### Cloud-native Architecture - **(2025)** [azurebrains.com: Azurebrains](https://blog.azurebrains.com) [NONE CONTENT] [COMMUNITY-TOOL] β€” A technical blog and community resource highlighting cloud-native application patterns, Kubernetes orchestration, and serverless compute frameworks. Offers targeted code reviews and reference architectures to simplify distributed cloud integrations. -#### SysOps and Azure +#### Sysops and Azure - **(2025)** [rutlandblog.com](https://rutlandblog.com) [NONE CONTENT] [COMMUNITY-TOOL] β€” A focused engineering blog hosting technical walkthroughs and troubleshooting guides for cloud operations, networking, and virtualization in Azure. Content delivers real-world configuration debugging and sysadmin strategies. ### Portals @@ -717,7 +699,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Kusto Query Language - **(2024)** [blog.siliconvalve.com: Analysing git commit history using Azure Data Explorer](https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-using-azure-data-explorer) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Engineering showcase demonstrating how to ingest Git commit histories into Azure Data Explorer (ADX). Focuses on leveraging Kusto Query Language (KQL) to analyze code repository metrics, developer velocity patterns, and branch merge lifecycles, proving ADX’s high-throughput telemetry capabilities for unorthodox log structures. -#### Real-Time Streaming +#### Real-time Streaming - **(2024)** [techcommunity.microsoft.com: Leveraging Azure Event Hub, Microsoft Fabric, and Power BI for Real-Time Data Analytics](https://techcommunity.microsoft.com/blog/educatordeveloperblog/leveraging-azure-event-hub-microsoft-fabric-and-power-bi-for-real-time-data-anal/4028701) [COMMUNITY-TOOL] [GUIDE] β€” Architecture blueprint demonstrating ingestion of high-velocity streaming data via Azure Event Hubs into Microsoft Fabric. Explains how to leverage OneLake architecture and real-time analytical tools to visualize data telemetry in Power BI with minimal ETL layer overhead. Essential for modern, real-time analytics dashboards. ### Relational Databases @@ -751,6 +733,11 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### SQL Pools - **(2022)** [**techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database objects across multiple environments**](https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Explores CI/CD pipelines for Synapse SQL databases, focusing on deploying schema artifacts across multiple lifecycle environments. While curator insights highlight workspace deployment tasks, 2026 engineering reality indicates a broader shift toward Microsoft Fabric, requiring engineers to design flexible pipelines capable of deploying to both legacy Synapse workspaces and modern Lakehouses. +#### CICD (3) + +##### Databricks Asset Bundles + + - **(2024)** [**youtube: Databricks CI/CD: Azure DevOps Pipeline + DABs**](https://www.youtube.com/watch?v=SZM49lGovTg) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates how to build CI/CD pipelines for Databricks using Databricks Asset Bundles (DABs) and Azure DevOps. In 2026, DABs have become the standard tool for managing lakehouse projects. They allow developers to define, test, and release data pipelines as structured code, replacing complex custom APIs. #### Data Ops Best Practices - **(2023)** [github.com/datakickstart](https://github.com/datakickstart) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A curated suite of shell scripts and configuration templates designed to bootstrap and automate cloud data platforms. 2026 architectural baselines reference these configurations to establish robust DataOps workflows, incorporating automated schema validation, ingestion tests, and performance monitoring. @@ -759,14 +746,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### Database Deployments - **(2021)** [kevinrchant.com: Increase in demand for Data Platform automation](https://www.kevinrchant.com/2021/09/16/increase-in-demand-for-data-platform-automation) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the rising demand for automated migrations of enterprise data platforms using customizable Azure DevOps templates. Curator insights focus on simplifying database schema deployments, whereas 2026 engineering truths show that YAML templates must now integrate with advanced schema migration engines (like Flyway or liquibase) and Fabric-native deployment APIs to remain scalable. -#### Databricks CI-CD - -##### Databricks Asset Bundles - - - **(2024)** [**youtube: Databricks CI/CD: Azure DevOps Pipeline + DABs**](https://www.youtube.com/watch?v=SZM49lGovTg) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates how to build CI/CD pipelines for Databricks using Databricks Asset Bundles (DABs) and Azure DevOps. In 2026, DABs have become the standard tool for managing lakehouse projects. They allow developers to define, test, and release data pipelines as structured code, replacing complex custom APIs. ## DevOps (1) -### CI-CD Pipelines (2) +### CICD (4) #### Azure Pipelines @@ -778,30 +760,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Windows - **(2026)** [Scoop: A command-line installer for windows](https://scoop.sh) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Command-line installation manager designed to bypass standard Windows GUI installers. Installs packages silently, dependencies automatically, and builds structured environment variable paths seamlessly. -## DevSecOps and Platform Engineering - -### CICD and Mobile DevOps - -#### App Center Distribution - - - **(2022)** [sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step tutorial detailing automated distribution pipelines that deliver compiled Android binaries from Azure DevOps directly to Microsoft App Center. It covers credential management, distribution group target setup, and automated release testing. Live Grounding: Since App Center was retired in early 2025, modern engineers use Google Play Console tasks or alternative testing platforms as destination endpoints. -#### App Signing - - - **(2021)** [youtube: Signing & Versioning iOS & Android Apps | DevOps for Mobile](https://www.youtube.com/watch?v=s1grtSSIRVA&ab_channel=dotNET) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A visual, step-by-step breakdown of managing security certificates, provisioning profiles, and build version increments for iOS and Android build pipelines. It reviews techniques to inject secure credentials dynamically, ensuring signing files are never stored in plain source control. Indispensable tutorial for implementing secure mobile devops security practices. -#### Ionic Pipelines - - - **(2022)** [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide demonstrating how to optimize multi-stage builds for hybrid Ionic mobile applications using reusable Azure Pipeline YAML templates. It addresses caching strategies, environment isolation, and artifact signing processes across stages. Utilizing modular templates promotes configuration reusability and significantly minimizes pipeline code duplication. -### Infrastructure Security - -#### AzSK Documentation - - - **(2024)** [DevOpsKit-docs](https://github.com/azsk/DevOpsKit-docs) ⭐ 498 [MARKDOWN CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official documentation repository supporting the Secure DevOps Kit for Azure (AzSK). It outlines operational processes for deploying automated security checks in Azure DevOps pipelines and resource deployment validation. While native Azure tools have superseded AzSK, the structured policies and patterns detailed here still inform modern DevSecOps security baselines. -#### AzSK Toolkit - - - **(2024)** [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) ⭐ 222 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” The Secure DevOps Kit for Azure (AzSK) provides scanning scripts, CI/CD extensions, and compliance templates for secure-by-default cloud engineering. Live Grounding: As of recent cycles, AzSK has transitioned to a legacy state with Microsoft recommending native Azure Policy and Microsoft Defender for Cloud. It remains a valuable historical reference for building automated security controls directly into enterprise deployment workflows. ## Developer Experience (1) -### CI-CD Runners +### CICD (5) #### Ephemeral Containers @@ -822,13 +783,27 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Windows Tooling - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) ⭐ 26023 [C++ CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for winget-cli, Microsoft's Windows Package Manager. Standardizes command-line app deployment, installation, dependency discovery, and workspace updates. -## Developer Tools +## Devsecops and Platform Engineering -### IDE Extensions +### CICD and DevOps -#### Azure Learning +#### App Center Distribution - - **(2024)** [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” Visual Studio Code extension designed to accelerate cloud onboarding directly within the developer workspace. It streamlines access to Azure training modules and sandboxed labs, reducing cognitive context switching during technical training. + - **(2022)** [sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step tutorial detailing automated distribution pipelines that deliver compiled Android binaries from Azure DevOps directly to Microsoft App Center. It covers credential management, distribution group target setup, and automated release testing. Live Grounding: Since App Center was retired in early 2025, modern engineers use Google Play Console tasks or alternative testing platforms as destination endpoints. +#### App Signing + + - **(2021)** [youtube: Signing & Versioning iOS & Android Apps | DevOps for Mobile](https://www.youtube.com/watch?v=s1grtSSIRVA&ab_channel=dotNET) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A visual, step-by-step breakdown of managing security certificates, provisioning profiles, and build version increments for iOS and Android build pipelines. It reviews techniques to inject secure credentials dynamically, ensuring signing files are never stored in plain source control. Indispensable tutorial for implementing secure mobile devops security practices. +#### Ionic Pipelines + + - **(2022)** [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide demonstrating how to optimize multi-stage builds for hybrid Ionic mobile applications using reusable Azure Pipeline YAML templates. It addresses caching strategies, environment isolation, and artifact signing processes across stages. Utilizing modular templates promotes configuration reusability and significantly minimizes pipeline code duplication. +### Infrastructure Security + +#### Azsk Documentation + + - **(2024)** [DevOpsKit-docs](https://github.com/azsk/DevOpsKit-docs) ⭐ 498 [MARKDOWN CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official documentation repository supporting the Secure DevOps Kit for Azure (AzSK). It outlines operational processes for deploying automated security checks in Azure DevOps pipelines and resource deployment validation. While native Azure tools have superseded AzSK, the structured policies and patterns detailed here still inform modern DevSecOps security baselines. +#### Azsk Toolkit + + - **(2024)** [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) ⭐ 222 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” The Secure DevOps Kit for Azure (AzSK) provides scanning scripts, CI/CD extensions, and compliance templates for secure-by-default cloud engineering. Live Grounding: As of recent cycles, AzSK has transitioned to a legacy state with Microsoft recommending native Azure Policy and Microsoft Defender for Cloud. It remains a valuable historical reference for building automated security controls directly into enterprise deployment workflows. ## Education (3) ### Certification Support @@ -854,7 +829,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### SCCM Configuration -#### PowerShell Automation +#### Powershell Automation ##### Collection Design @@ -897,7 +872,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Artificial Intelligence (1) - **(2024)** [Project InnerEye – Democratizing Medical Imaging AI](https://www.microsoft.com/en-us/research/project/medical-image-analysis) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Democratizes medical imaging AI via PyTorch tools. Explains the InnerEye-Gateway Windows service configuration, enabling DICOM endpoints to route images to AzureML models for automated segmentation and classification. -#### Azure Healthcare APIs +#### Azure Healthcare Apis - **(2025)** [Microsoft - DICOM Service](https://learn.microsoft.com/en-us/azure/healthcare-apis/dicom) [C# CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Azure's managed DICOMweb-compliant API designed for scalable medical imaging storage, access, and ingestion. Includes architectural links to OSS DICOM and FHIR server implementations for robust healthcare interoperability. ## Hybrid Networking @@ -913,7 +888,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Virtual WAN - **(2023)** [blog.cloudtrooper.net: Virtual Network Gateways routing in Azure](https://blog.cloudtrooper.net/2023/02/06/virtual-network-gateways-routing-in-azure) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deep-dive analysis exploring BGP routing, path selection, and priority mechanics inside Azure Virtual Network Gateways. Investigates routing behavior during hybrid ExpressRoute and VPN gateway co-existence scenarios, detailing path asymmetric routing and failover performance. -### Cross-Cloud Connectivity +### Cross-cloud Connectivity #### VPN Gateways @@ -952,7 +927,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### Access Governance - **(2024)** [techcommunity.microsoft.com: Azure Permissions 101: How to manage Azure access effectively](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-permissions-101-how-to-manage-azure-access-effectively/4067468) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory guide to managing permissions across Azure subscriptions and resources. 2026 security compliance models demand a structured application of this baseline to prevent administrative overlaps and structural security gaps. -##### Built-In Roles +##### Built-in Roles - **(2024)** [==learn.microsoft.com/en-us: Azure built-in roles 🌟🌟==](https://learn.microsoft.com/en-us/azure/role-based-access-control/built-in-roles) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The master catalog of pre-configured Azure RBAC roles (such as Contributor, Reader, and Key Vault Secrets Officer). It is a vital everyday reference catalog in 2026 for designing tight access rules, preventing excess privilege allocation before custom role creation. ##### Delegated Administration @@ -991,7 +966,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### Group Administration - **(2022)** [**techcommunity.microsoft.com: Dynamic user membership rules, Azure Active Directory Administrative Units and password reset! 🌟**](https://techcommunity.microsoft.com/discussions/azure/dynamic-user-membership-rules-azure-active-directory-administrative-units-and-pa/3281164) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explains how to configure Entra ID dynamic groups, set up scoped Administrative Units, and implement self-service password reset policies. In 2026, Administrative Units are key for dividing directory administration across regional groups while keeping a single consolidated tenant. -##### Infrastructure as Code (7) +##### Infrastructure As Code (7) - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) ⭐ 866 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential open-source PowerShell tool designed to export entire Microsoft Entra ID tenant configurations to local JSON files. In 2026, EntraExporter is widely used by security and architecture teams to establish configuration baselines, detect drift, and archive tenant states for compliance audits. #### Identity Administration (1) @@ -999,7 +974,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### Resource Hierarchy (1) - **(2024)** [**learn.microsoft.com: Subscriptions, licenses, accounts, and tenants for Microsoft's cloud offerings**](https://learn.microsoft.com/en-us/microsoft-365/enterprise/subscriptions-licenses-accounts-and-tenants-for-microsoft-cloud-offerings?view=o365-worldwide) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An architectural reference detailing the hierarchical relationships between subscriptions, cloud licenses, user accounts, and tenants. In 2026, this mapping is foundational for setting up corporate administrative boundaries and designing clean, structured landing zones. -#### Multi-Tenancy +#### Multi-tenancy ##### Architectural Patterns @@ -1007,7 +982,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### B2B Collaboration - **(2024)** [**learn.microsoft.com: Multi-tenant user management introduction**](https://learn.microsoft.com/en-us/entra/architecture/multi-tenant-user-management-introduction) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An architectural guide covering multi-tenant identity lifecycle planning, cross-tenant synchronization, and B2B guest access policies. Modern 2026 integrations use native Multi-Tenant Organization (MTO) configurations within Entra ID to simplify cross-tenant discovery and cooperation. -## Identity and Access (2) +## Identity And Access ### Active Directory @@ -1018,7 +993,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2022)** [techcommunity.microsoft.com: Use PowerShell to search for accounts in Active Directory that have gone stale!](https://techcommunity.microsoft.com/discussions/windowsserver/use-powershell-to-search-for-accounts-in-active-directory-that-have-gone-stale/3585934) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Documents clean Active Directory directory-sweeping scripts configured to isolate inactive human and service account properties based on expired token limits, reducing attack surfaces. ### Certificate Authentication (1) -#### PowerShell SDK +#### Powershell SDK ##### Security Engineering @@ -1041,7 +1016,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Administration (1) -##### PowerShell SDK (1) +##### Powershell SDK (1) - **(2023)** [techtarget.com: Get up to speed with PowerShell and the Microsoft Graph API](https://www.techtarget.com/searchwindowsserver/tutorial/Get-up-to-speed-with-PowerShell-and-the-Microsoft-Graph-API) [POWERSHELL CONTENT] [LEGACY] β€” Assists system engineers transitioning legacy Azure AD libraries to Microsoft Graph PowerShell SDK packages. Explains scope permissions, authentication paths, and key cmdlets. #### App Registration @@ -1049,7 +1024,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### Service Principals (1) - **(2023)** [rakhesh.com: Graph cmdlets and Azure AD App Registrations](https://rakhesh.com/azure/graph-cmdlets-and-azure-ad-app-registrations) [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes behavior variations when registering service endpoints vs application records via Graph cmdlets. Explores permission consent mechanics in cloud automation pipelines. -#### PowerShell SDK (2) +#### Powershell SDK (2) ##### Developer Ergonomics @@ -1068,7 +1043,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### Configuration Management -#### PowerShell DSC +#### Powershell DSC - **(2021)** [docs.microsoft.com: Using configuration data in DSC](https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” An official Microsoft technical reference covering the segregation of operational configuration schemas from logic execution steps inside PowerShell Desired State Configuration (DSC) frameworks. ## Infrastructure and Platform @@ -1080,116 +1055,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ##### Quotas and Service Limits - **(2024)** [**learn.microsoft.com: Azure subscription and service limits, quotas, and constraints**](https://learn.microsoft.com/en-us/azure/azure-resource-manager/management/azure-subscription-service-limits) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive catalog of Azure service limits, performance quotas, and resource constraints. Modern platform architects in 2026 actively reference this guide to design resilient, multi-region setups, ensuring applications are built to operate well within subscription and API limits. -## Infrastructure Automation (1) - -### Command-Line Wrapper - -#### PowerShell Crescendo - -##### Case Study - - - **(2022)** [devblogs.microsoft.com: My Crescendo journey](https://devblogs.microsoft.com/powershell-community/my-crescendo-journey) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” A development log detailing the migration of unformatted command outcomes into clean JSON-oriented PowerShell responses utilizing Crescendo configurations. -##### Tool Modernization - - - **(2021)** [Crescendo](https://devblogs.microsoft.com/powershell/announcing-powershell-crescendo-preview-1) [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Introduces PowerShell Crescendo, a framework enabling developers to build robust, object-oriented PowerShell cmdlets wrapping native console tools on multiple platforms. -### Config Management - -#### Desired State Configuration - -##### Enterprise Design - - - **(2023)** [docs.microsoft.com: Desired State Configuration overview for decision makers 🌟](https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1) [POWERSHELL CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” High-level overview of PowerShell Desired State Configuration (DSC). Focuses on declarative environment building, drift control, and management benefits for enterprises. -##### Introductory Guides - - - **(2022)** [octopus.com: Getting started with PowerShell Desired State Configuration (DSC)](https://octopus.com/blog/getting-started-with-powershell-dsc) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Provides a hands-on guide to compiling, setting up, and applying PowerShell DSC configurations on target servers, with a focus on system alignment checks. -### Dependency Management - -#### PowerShellGet - -##### NuGet Providers - - - **(2022)** [devblogs.microsoft.com: When PowerShellGet v1 fails to install the NuGet Provider](https://devblogs.microsoft.com/powershell/when-powershellget-v1-fails-to-install-the-nuget-provider) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Diagnoses failure patterns on PowerShellGet v1 when attempting download and setup of external NuGet provider instances. Guides administrator remediation steps via modern TLS and bootstrapping settings. -### Governance (3) - -#### Enterprise Policy as Code - -##### Azure Policy - - - **(2024)** [azure.github.io/enterprise-azure-policy-as-code: Enterprise Azure Policy as Code Overview](https://azure.github.io/enterprise-azure-policy-as-code) [POWERSHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Comprehensive guide for the Enterprise Azure Policy as Code framework. Enables teams to define, test, and release centralized policies via Git pipelines across nested Azure subscription directories. -### Infrastructure as Code (8) - -#### Azure Bicep (1) - -##### Declarative Deployments - - - **(2026)** [==Bicep==](https://github.com/Azure/bicep) ⭐ 3605 [BICEP CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks. -### Package Management (2) - -#### PowerShell Gallery - -##### PowerShell Crescendo (1) - - - **(2024)** [powershellgallery.com: Microsoft.PowerShell.Crescendo](https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0) [POWERSHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official deployment catalog landing page for installing the Microsoft.PowerShell.Crescendo engine. Standardizes the deployment of schema-based CLI command wrappers. -### Performance Profiling - -#### PowerShell Core - -##### Script Optimization - - - **(2021)** [jdhitsolutions.com: Profile PowerShell Functions](https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions) [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep dive into measuring and tracking runtime statistics inside large PowerShell logic libraries. Highlights profiling wrappers, trace instrumentation patterns, and bottleneck analysis routines. -### Reference Index - -#### GitHub Discoveries - -##### Community Modules - - - **(2026)** [github.com/search?l=powershell](https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories) [POWERSHELL CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” High-level GitHub query filter pointing to trending open-source PowerShell module platforms, providing continuous access to updated utility options. -### Remote Administration - -#### SSH - -##### PowerShell Core (1) - - - **(2020)** [thomasmaurer.ch: Enable PowerShell SSH Remoting in PowerShell 7](https://www.thomasmaurer.ch/2020/04/enable-powershell-ssh-remoting-in-powershell-7) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Explains configuration tasks to substitute traditional WinRM mechanisms with standard SSH tunneling inside PowerShell 7 topologies, enabling secure management across Linux platforms. -#### WinRM - -##### Session Management - - - **(2021)** [dotnet-helpers.com: Passing Local Variables to Remote PowerShell session](https://dotnet-helpers.com/powershell/passing-local-variables-to-remote-powershell-session) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Provides examples details variable scope passing techniques over active WinRM and remote sessions. Includes configuration parameters for `$Using:` prefix arguments and script-block parameters. -### Secret Management (1) - -#### Security Engineering (1) - -##### PowerShell Secrets - - - **(2021)** [commandline.ninja: Video Intro to Secret Management with Powershell](https://commandline.ninja/video-intro-to-secret-management-with-powershell) [POWERSHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A video guide showing configurations for Microsoft.PowerShell.SecretManagement modules. Integrates various security vaults with development platforms securely. -### Shell Customization - -#### Oh-My-Posh - -##### Kubernetes Integration - - - **(2021)** [blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes context using Oh-My-Posh 3 🌟](https://www.linkedin.com/newsletters/6962087231775772672) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Walkthrough on utilizing Oh-My-Posh engine configurations in PowerShell Core prompts to output current active Kubernetes clusters and contexts. Improves administrator visual feedback loops to prevent accidental namespace deployments. -### System Management - -#### Utility Scripts (1) - -##### Automation Resources (1) - - - **(2023)** [jrussellfreelance/powershell-scripts](https://github.com/jrussellfreelance/powershell-scripts) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” A collection of administrative script blocks designed for routine tasks, including disk health checks, logging wrappers, and folder path monitoring. -### Systems Administration - -#### PowerShell Utility - -##### Process Automation - - - **(2021)** [techcommunity.microsoft.com: An example why PowerShell is so important!](https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Illustrates performance gains when managing server roles using standard object properties parsed directly through PowerShell interfaces instead of unformatted cmd string parsing scripts. -#### Shell Environments - -##### Comparison - - - **(2022)** [softzone.es: Por quΓ© me interesa mΓ‘s usar PowerShell en lugar de CMD](https://www.softzone.es/noticias/windows/por-que-interesa-usar-powershell-lugar-cmd) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” A Spanish language comparison covering structural differences between command shells. Examines security policies, scripting functionality, cmdlet standardizations, and cross-platform runtime support. -## Infrastructure as Code (9) +## Infrastructure As Code (8) ### ARM Templates @@ -1214,6 +1080,115 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Copilot Verification - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) ⭐ 95 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative open-source tool bridging declarative Bicep files, live Azure deployments, and system diagrams using GitHub Copilot. Standardizes validation processes during complex infrastructure-as-code planning. +## Infrastructure Automation (1) + +### Command-line Wrapper + +#### Powershell Crescendo + +##### Case Study + + - **(2022)** [devblogs.microsoft.com: My Crescendo journey](https://devblogs.microsoft.com/powershell-community/my-crescendo-journey) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” A development log detailing the migration of unformatted command outcomes into clean JSON-oriented PowerShell responses utilizing Crescendo configurations. +##### Tool Modernization + + - **(2021)** [Crescendo](https://devblogs.microsoft.com/powershell/announcing-powershell-crescendo-preview-1) [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Introduces PowerShell Crescendo, a framework enabling developers to build robust, object-oriented PowerShell cmdlets wrapping native console tools on multiple platforms. +### Config Management + +#### Desired State Configuration + +##### Enterprise Design + + - **(2023)** [docs.microsoft.com: Desired State Configuration overview for decision makers 🌟](https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1) [POWERSHELL CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” High-level overview of PowerShell Desired State Configuration (DSC). Focuses on declarative environment building, drift control, and management benefits for enterprises. +##### Introductory Guides + + - **(2022)** [octopus.com: Getting started with PowerShell Desired State Configuration (DSC)](https://octopus.com/blog/getting-started-with-powershell-dsc) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Provides a hands-on guide to compiling, setting up, and applying PowerShell DSC configurations on target servers, with a focus on system alignment checks. +### Dependency Management + +#### Powershellget + +##### Nuget Providers + + - **(2022)** [devblogs.microsoft.com: When PowerShellGet v1 fails to install the NuGet Provider](https://devblogs.microsoft.com/powershell/when-powershellget-v1-fails-to-install-the-nuget-provider) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Diagnoses failure patterns on PowerShellGet v1 when attempting download and setup of external NuGet provider instances. Guides administrator remediation steps via modern TLS and bootstrapping settings. +### Governance (3) + +#### Enterprise Policy As Code + +##### Azure Policy + + - **(2024)** [azure.github.io/enterprise-azure-policy-as-code: Enterprise Azure Policy as Code Overview](https://azure.github.io/enterprise-azure-policy-as-code) [POWERSHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Comprehensive guide for the Enterprise Azure Policy as Code framework. Enables teams to define, test, and release centralized policies via Git pipelines across nested Azure subscription directories. +### Infrastructure As Code (9) + +#### Azure Bicep (1) + +##### Declarative Deployments + + - **(2026)** [==Bicep==](https://github.com/Azure/bicep) ⭐ 3605 [BICEP CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier declarative DSL for provisioning Azure resources. Bicep simplifies the authoring experience over raw JSON ARM templates, featuring modular design structures and native validation checks. +### Package Management (2) + +#### Powershell Gallery + +##### Powershell Crescendo (1) + + - **(2024)** [powershellgallery.com: Microsoft.PowerShell.Crescendo](https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo/1.1.0) [POWERSHELL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official deployment catalog landing page for installing the Microsoft.PowerShell.Crescendo engine. Standardizes the deployment of schema-based CLI command wrappers. +### Performance Profiling + +#### Powershell Core + +##### Script Optimization + + - **(2021)** [jdhitsolutions.com: Profile PowerShell Functions](https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions) [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep dive into measuring and tracking runtime statistics inside large PowerShell logic libraries. Highlights profiling wrappers, trace instrumentation patterns, and bottleneck analysis routines. +### Reference Index + +#### Github Discoveries + +##### Community Modules + + - **(2026)** [github.com/search?l=powershell](https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories) [POWERSHELL CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” High-level GitHub query filter pointing to trending open-source PowerShell module platforms, providing continuous access to updated utility options. +### Remote Administration + +#### SSH + +##### Powershell Core (1) + + - **(2020)** [thomasmaurer.ch: Enable PowerShell SSH Remoting in PowerShell 7](https://www.thomasmaurer.ch/2020/04/enable-powershell-ssh-remoting-in-powershell-7) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Explains configuration tasks to substitute traditional WinRM mechanisms with standard SSH tunneling inside PowerShell 7 topologies, enabling secure management across Linux platforms. +#### Winrm + +##### Session Management + + - **(2021)** [dotnet-helpers.com: Passing Local Variables to Remote PowerShell session](https://dotnet-helpers.com/powershell/passing-local-variables-to-remote-powershell-session) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Provides examples details variable scope passing techniques over active WinRM and remote sessions. Includes configuration parameters for `$Using:` prefix arguments and script-block parameters. +### Secret Management (1) + +#### Security Engineering (1) + +##### Powershell Secrets + + - **(2021)** [commandline.ninja: Video Intro to Secret Management with Powershell](https://commandline.ninja/video-intro-to-secret-management-with-powershell) [POWERSHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A video guide showing configurations for Microsoft.PowerShell.SecretManagement modules. Integrates various security vaults with development platforms securely. +### Shell Customization + +#### Oh-my-posh + +##### Kubernetes Integration + + - **(2021)** [blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes context using Oh-My-Posh 3 🌟](https://www.linkedin.com/newsletters/6962087231775772672) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Walkthrough on utilizing Oh-My-Posh engine configurations in PowerShell Core prompts to output current active Kubernetes clusters and contexts. Improves administrator visual feedback loops to prevent accidental namespace deployments. +### System Management + +#### Utility Scripts (1) + +##### Automation Resources (1) + + - **(2023)** [jrussellfreelance/powershell-scripts](https://github.com/jrussellfreelance/powershell-scripts) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” A collection of administrative script blocks designed for routine tasks, including disk health checks, logging wrappers, and folder path monitoring. +### Systems Administration + +#### Powershell Utility + +##### Process Automation + + - **(2021)** [techcommunity.microsoft.com: An example why PowerShell is so important!](https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Illustrates performance gains when managing server roles using standard object properties parsed directly through PowerShell interfaces instead of unformatted cmd string parsing scripts. +#### Shell Environments + +##### Comparison + + - **(2022)** [softzone.es: Por quΓ© me interesa mΓ‘s usar PowerShell en lugar de CMD](https://www.softzone.es/noticias/windows/por-que-interesa-usar-powershell-lugar-cmd) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” A Spanish language comparison covering structural differences between command shells. Examines security policies, scripting functionality, cmdlet standardizations, and cross-platform runtime support. ## Management and Governance ### AI Cloud Operations @@ -1270,7 +1245,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2024)** [learn.microsoft.com: Azure network security overview](https://learn.microsoft.com/en-us/azure/security/fundamentals/network-overview) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Comprehensive structural baseline for cloud perimeter security, private links, virtual firewalls, and application gateways. Forms the backbone of Azure's architectural recommendations for implementing defense-in-depth security. ## Networking -### Infrastructure as Code (10) +### Infrastructure As Code (10) #### Architecture Code Patterns @@ -1292,7 +1267,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### Azure Linux (1) -#### CBL-Mariner +#### Cbl-mariner - **(2023)** [thenewstack.io: Deploying Microsoft’s New Linux Distribution as a VM is Not Easy](https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-not-easy) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Critical technical evaluation of deploying Microsoft's CBL-Mariner (Azure Linux) inside standalone virtual environments. Highlights physical complexity patterns against containerized native benefits. #### Kernel Curation @@ -1302,33 +1277,33 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga ### Command Line Interface -#### Cross-Platform Shells +#### Cross-platform Shells - **(2022)** [fedoramagazine.org: PowerShell on Linux? A primer on Object-Shells](https://fedoramagazine.org/powershell-on-linux-a-primer-on-object-shells) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introduction explaining how object-oriented shells function on traditionally text-stream-based UNIX environments like Fedora. It details how piping native objects rather than parsing string structures with awk/grep simplifies configuration scripting. It assists Linux engineers in integrating cross-platform scripting runtimes into heterogeneous fleets. -#### PowerShell Core (2) - - - **(2026)** [==PowerShell==](https://learn.microsoft.com/en-us/powershell) [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official entry portal for PowerShell, Microsoft's cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system administration tool, allowing developers to manage clouds, databases, and local infrastructure seamlessly. Its object-oriented pipeline design makes it unique compared to typical text-stream UNIX shells. -#### PowerShell Ecosystem - - - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) [POWERSHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A collaborative hub hosting blogs, community calls, and development updates regarding the open-source PowerShell runtime. It highlights community contributions, RFC developments, and scripting best-practices. This dynamic ecosystem accelerates PowerShell's maturity, steering the command-line engine to meet cross-platform enterprise automation demands. -#### PowerShell Help - - - **(2021)** [sqlservercentral.com: Powershell Day by Day: Adding Help to Scripts](https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-scripts) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A tutorial explaining the integration of comment-based help blocks inside custom PowerShell scripts. It shows how configuring standard keywords allows runtime generation of detailed documentation using Get-Help. Adhering to these community guidelines ensures that internal automation tools are self-documenting, maintainable, and developer-friendly. -#### PowerShell Magazine - - - **(2024)** [**powershellmagazine.com**](https://powershellmagazine.com) [POWERSHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An online resource providing technical deep-dives, tooling tips, and scripting practices authored by PowerShell MVPs and community leaders. It covers topics ranging from advanced function creation to system provisioning patterns. An enduring reference for intermediate and advanced developers searching for specialized scripting solutions. -#### PowerShell Modules - - - **(2026)** [==PowerShell Gallery 🌟==](https://www.powershellgallery.com) [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The central repository for discovering, sharing, and downloading PowerShell modules, scripts, and DSC resources. Supported directly by Microsoft, it hosts crucial operational toolkits like Az, Microsoft.Graph, and Pester. It serves as the primary gateway for platform engineers building reusable scripting abstractions and automation pipelines. -#### PowerShell Networking - - - **(2021)** [thomasmaurer.ch: PowerShell: Download script or file from GitHub](https://www.thomasmaurer.ch/2021/07/powershell-download-script-or-file-from-github) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A focused tutorial demonstrating how to programmatically download remote assets or scripts from GitHub repositories using native PowerShell Cmdlets like Invoke-WebRequest. It outlines methods to handle authentication headers, process raw file links, and security implications of unvetted script executions. Ideal for building bootstrap processes in clean environments. -#### posh-git Module +#### Posh-git Module - **(2026)** [==dahlbyk/posh-git==](https://github.com/dahlbyk/posh-git) ⭐ 8216 [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly popular PowerShell module integrating comprehensive Git status details and robust tab-completion directly inside the shell prompt. It offers visual indicators for uncommitted changes, branch states, and merge status, significantly increasing CLI productivity. It is a fundamental environment enhancement for any command-line developer working extensively with Git repositories. +#### Powershell Core (2) + + - **(2026)** [==PowerShell==](https://learn.microsoft.com/en-us/powershell) [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official entry portal for PowerShell, Microsoft's cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system administration tool, allowing developers to manage clouds, databases, and local infrastructure seamlessly. Its object-oriented pipeline design makes it unique compared to typical text-stream UNIX shells. +#### Powershell Ecosystem + + - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) [POWERSHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A collaborative hub hosting blogs, community calls, and development updates regarding the open-source PowerShell runtime. It highlights community contributions, RFC developments, and scripting best-practices. This dynamic ecosystem accelerates PowerShell's maturity, steering the command-line engine to meet cross-platform enterprise automation demands. +#### Powershell Help + + - **(2021)** [sqlservercentral.com: Powershell Day by Day: Adding Help to Scripts](https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-scripts) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A tutorial explaining the integration of comment-based help blocks inside custom PowerShell scripts. It shows how configuring standard keywords allows runtime generation of detailed documentation using Get-Help. Adhering to these community guidelines ensures that internal automation tools are self-documenting, maintainable, and developer-friendly. +#### Powershell Magazine + + - **(2024)** [**powershellmagazine.com**](https://powershellmagazine.com) [POWERSHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An online resource providing technical deep-dives, tooling tips, and scripting practices authored by PowerShell MVPs and community leaders. It covers topics ranging from advanced function creation to system provisioning patterns. An enduring reference for intermediate and advanced developers searching for specialized scripting solutions. +#### Powershell Modules + + - **(2026)** [==PowerShell Gallery 🌟==](https://www.powershellgallery.com) [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The central repository for discovering, sharing, and downloading PowerShell modules, scripts, and DSC resources. Supported directly by Microsoft, it hosts crucial operational toolkits like Az, Microsoft.Graph, and Pester. It serves as the primary gateway for platform engineers building reusable scripting abstractions and automation pipelines. +#### Powershell Networking + + - **(2021)** [thomasmaurer.ch: PowerShell: Download script or file from GitHub](https://www.thomasmaurer.ch/2021/07/powershell-download-script-or-file-from-github) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A focused tutorial demonstrating how to programmatically download remote assets or scripts from GitHub repositories using native PowerShell Cmdlets like Invoke-WebRequest. It outlines methods to handle authentication headers, process raw file links, and security implications of unvetted script executions. Ideal for building bootstrap processes in clean environments. ### Database Administration -#### dbatools Module +#### Dbatools Module - **(2026)** [==dbatools.io==](https://dbatools.io) [POWERSHELL / SQL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, community-driven PowerShell module consisting of hundreds of command abstractions for automated SQL Server administration and migration. It allows administrators to securely perform complex backups, migration tasks, security audits, and configuration deployments in seconds. A vital tool for database engineering teams migrating infrastructure to the cloud. ## Quality Assurance @@ -1345,9 +1320,9 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Azure Sandbox - **(2026)** [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox) [BICEP CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A highly structured framework for rapidly spinning up isolated, secure development environments (sandboxes) on Azure. The architecture features pre-configured networking, automated lifecycle policies to prevent cost overrun, and mock workloads. It is perfect for developers to safely test cloud-native architectures and PoCs. -## Security (1) +## Security -### Identity and Access (3) +### Identity and Access (2) #### OIDC Integration @@ -1374,14 +1349,14 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Security Benchmarks - **(2021)** [techcommunity.microsoft.com: Security Control: Implement security best practices](https://techcommunity.microsoft.com/blog/microsoftdefendercloudblog/security-control-implement-security-best-practices/2269914) [NONE CONTENT] [COMMUNITY-TOOL] β€” Provides guidance on implementing Azure Security Benchmark recommendations. Discusses vulnerability assessments, access policy enforcement, and operational posture improvements using Microsoft Defender for Cloud tools. -### DevSecOps (1) +### Devsecops (1) #### Continuous Security - **(2023)** [devops.com: DevSecOps in Azure](https://devops.com/devsecops-in-azure) [NONE CONTENT] [COMMUNITY-TOOL] β€” Examines the technical blueprint for establishing DevSecOps practices within the Azure ecosystem. Details security scanners, credential detection tools, container analysis systems, and runtime enforcement loops. ### Hybrid Connectivity -#### Point-to-Site VPN +#### Point-to-site VPN - **(2024)** [Create an Azure Active Directory tenant for P2S OpenVPN protocol connections](https://learn.microsoft.com/en-us/azure/vpn-gateway/openvpn-azure-ad-tenant) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Walkthrough on establishing a dedicated Azure Active Directory tenant configuration specifically for securing Point-to-Site (P2S) OpenVPN gateways. Maximizes enterprise security via multi-factor authentication and token validation. ### Identity Governance @@ -1400,7 +1375,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Conditional Access - **(2024)** [learn.microsoft.com: Conditional Access templates](https://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-conditional-access-policy-common) [NONE CONTENT] [DOCUMENTATION] [LEGACY] β€” Presents preconfigured templates designed to simplify the deployment of Entra ID Conditional Access policies. Covers baseline controls including multi-factor authentication enforcement, legacy block protocols, and device compliance checks. -### SecOps +### Secops #### AI Security Copilot @@ -1408,7 +1383,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga #### Cloud Security Dashboard - **(2024)** [**github.com/Azure/Microsoft-Defender-for-Cloud**](https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard) ⭐ 1913 [JSON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The repository holding advanced dashboard resources and workbooks for Microsoft Defender for Cloud, featuring the Network Security Dashboard. Facilitates deep metric visualization across firewall configurations, NSGs, and public exposure endpoints. -#### Red-Teaming +#### Red-teaming - **(2023)** [github.com/Cloud-Architekt: Azure AD - Attack and Defense Playbook](https://github.com/Cloud-Architekt/AzureAD-Attack-Defense) ⭐ 2529 [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A practical attack and defense reference handbook detailing compromise paths in Azure AD/Entra ID. Provides security engineers with clear methodologies to simulate, detect, and mitigate critical identity threats. #### Sentinel Monitoring @@ -1435,7 +1410,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2021)** [github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts](https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts) ⭐ 218 [POWERSHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Provides advanced scripts designed to audit protection baselines, test defensive measures, and evaluate Active Directory environments against vulnerability patterns. ### Penetration Testing (1) -#### PowerShell Exploits +#### Powershell Exploits ##### Reverse Shells @@ -1456,7 +1431,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2020)** [commandline.ninja: Use Powershell to find windows services configured to run as another user](https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-another-user) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Outlines an automated auditing solution leveraging custom WMI queries to locate active background services configured with custom service-account parameters rather than default LocalSystem context pools. ## Software Engineering -### CICD Platforms +### CICD (6) #### Mobile DevOps @@ -1470,7 +1445,7 @@ description: "Top Azure resources for 2026, AI-ranked: PowerShell, PowerShell Ga - **(2024)** [==Azure-Samples/jmeter-aci-terraform==](https://github.com/Azure-Samples/jmeter-aci-terraform) ⭐ 119 [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” IaC template leveraging Terraform to provision distributed Apache JMeter load testing engines within Azure Container Instances (ACI). Allows engineers to spin up high-throughput parallel load agents in serverless environments without cluster maintenance. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [AWS Security](./aws-security.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/caching.md b/v2-docs/caching.md index c96fd3f1..8ad49efb 100644 --- a/v2-docs/caching.md +++ b/v2-docs/caching.md @@ -31,7 +31,7 @@ description: "Top Caching resources for 2026, AI-ranked: Red Hat Data Grid, Varn - **(2022)** [surfingcomplexity.blog: Cache invalidation really is one of the hardest problems in computer science](https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-the-hardest-things-in-computer-science) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An analytical exploration detailing the complex nature of distributed cache invalidation strategies. It breaks down systemic issues with race conditions, expiration parameters, and multi-region database sync mechanisms. ### Data Grid -#### In-Memory Caching +#### In-memory Caching - **(2025)** [Red Hat Data Grid](https://www.redhat.com/en/technologies/jboss-middleware/data-grid) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Red Hat Data Grid is a distributed, in-memory key-value store built on top of Infinispan. It facilitates fast transaction caching, active real-time data streaming, and cross-datacenter state sync across Kubernetes clusters. - **(2020)** [developers.redhat.com: Red Hat Data Grid 8.0 brings new server architecture, improved REST API, and more](https://developers.redhat.com/blog/2020/04/13/red-hat-data-grid-8-0-brings-new-server-architecture-improved-rest-api-and-more) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical release evaluation showcasing Red Hat Data Grid 8.0's updated cloud-native engine. It details the lightweight server container footprint, modern REST API integration pathways, and advanced CLI automation. @@ -46,18 +46,11 @@ description: "Top Caching resources for 2026, AI-ranked: Red Hat Data Grid, Varn - **(2020)** [The Varnish Book](https://info.varnish-software.com/the-varnish-book) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The definitive technical documentation book for Varnish configurations. It provides advanced tutorials on VCL architecture, Edge Side Includes (ESI) structures, security rules, and performance analysis. ## Edge and Serverless -### WebAssembly Platforms +### Webassembly Platforms #### Tau Edge - **(2025)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) ⭐ 5051 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and distributed transactional db sync natively without standard cloud overhead. -## Infrastructure - -### Caching - -#### Redis - - - **(2023)** [Redis](https://redis.io) [C CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The documentation portal for Redis, an in-memory data store used as a cache, database, and message broker. It highlights key features like replication, clustering, and data structures (such as Streams and Sorted Sets) that power real-time apps. ## Infrastructure and Caching ### Database and Storage @@ -70,12 +63,12 @@ description: "Top Caching resources for 2026, AI-ranked: Red Hat Data Grid, Varn #### VM Administration - **(2020)** [digitalocean.com: How To Speed Up Static Web Pages with Varnish Cache Server on Ubuntu 20.04](https://www.digitalocean.com/community/tutorials/how-to-speed-up-static-web-pages-with-varnish-cache-server-on-ubuntu-20-04) [BASH CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A hands-on installation manual detailing how to integrate Varnish Cache on Ubuntu VM environments to accelerate static content delivery. Serves as an excellent foundational reference for monolithic deployments and non-containerized reverse proxies. -### In-Memory Datastores +### In-memory Datastores -#### High-Performance Caching +#### High-performance Caching - **(2026)** [==memcached.org==](https://memcached.org) [C CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard distributed memory object caching system designed for extreme performance and simplicity. Utilizing multi-threaded slab allocation, Memcached continues to serve as the default high-efficiency tier for raw key-value pair lookups. -#### Redis Deep-Dive +#### Redis Deep-dive - **(2022)** [**architecturenotes.co: Redis Explained 🌟🌟**](https://architecturenotes.co/p/redis) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exceptional, visually illustrated deep-dive analyzing Redis execution cycles, single-threaded multiplexing event loops, and data structural formats. Demystifies complex operational mechanisms such as AOF/RDB persistence and memory eviction strategies. ### Kubernetes Caching @@ -103,21 +96,26 @@ description: "Top Caching resources for 2026, AI-ranked: Red Hat Data Grid, Varn - **(2015)** [Nginx: a caching, thumbnailing, reverse proxying image server? 🌟](https://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-image-server-) [NGINX CONF CONTENT] [COMMUNITY-TOOL] β€” A structural configuration showcase demonstrating Nginx's ability to act as a real-time, lightweight image resizing proxy using its native image filter module. Illustrates the power of Nginx as an all-in-one low-footprint media engine. ## Networking +### Load Balancing + +#### Haproxy + + - **(2025)** [HAProxy](https://www.haproxy.org) [C CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency. ### Security -#### HAProxy +#### Haproxy (1) - **(2023)** [haproxy.com: The HAProxy Enterprise WAF 🌟](https://www.haproxy.com/blog/the-haproxy-enterprise-waf) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Product portal for HAProxy's Enterprise Web Application Firewall (WAF). It reviews native layer 7 filtering options, custom protection rule sets, and performance profiles designed to mitigate OWASP risks at high traffic volume. ## Performance -### Caching (1) +### Caching -#### Varnish on RHEL +#### Varnish On RHEL - **(2021)** [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html) [C CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Deployment documentation detailing how to install and configure Varnish Cache on RedHat Enterprise Linux. Focuses on setting up Varnish as an edge reverse-proxy caching layer to handle high-concurrency HTTP/S read operations in web services. --- πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/chaos-engineering.md b/v2-docs/chaos-engineering.md index aefc24ff..32b0ead3 100644 --- a/v2-docs/chaos-engineering.md +++ b/v2-docs/chaos-engineering.md @@ -77,7 +77,7 @@ description: "Top Chaos Engineering resources for 2026, AI-ranked: chaosblade, C - **(2021)** [thenewstack.io: Develop a Daily Reporting System for Chaos Mesh to Improve System Resilience](https://thenewstack.io/develop-a-daily-reporting-system-for-chaos-mesh-to-improve-system-resilience) [COMMUNITY-TOOL] β€” Details the development of a daily scheduled reporting workflow for Chaos Mesh. Explains how to parse and visualize test experiment outcomes, providing automated resilience scores and history charts for technical stakeholders. --- -πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) +πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [SRE](./sre.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/chatgpt.md b/v2-docs/chatgpt.md index bf5b1a62..df3f9f9b 100644 --- a/v2-docs/chatgpt.md +++ b/v2-docs/chatgpt.md @@ -1,5 +1,5 @@ --- -description: "Curated, AI-ranked ChatGPT resources for the 2026 Cloud Native architect: top-tier tools, guides and references (AI)." +description: "Top ChatGPT resources for 2026, AI-ranked: LLMs-from-scratch, Cerebras AI and more β€” curated Cloud Native tools, guides and references." --- # ChatGPT @@ -9,6 +9,14 @@ description: "Curated, AI-ranked ChatGPT resources for the 2026 Cloud Native arc !!! info "Architectural Context" Detailed reference for ChatGPT in the context of AI. +## AI and Platform Engineering + +### AI Assistants + +#### Developer Productivity + + - **(2025)** [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga) [COMMUNITY-TOOL] β€” General availability announcement detailing Copilot's integration into the GitHub Actions run logs. Empowers engineers to ask AI to interpret errors, trace failures, and propose immediate pipeline repair steps. + - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Details Google's launch of Gemini Code Assist, leveraging a vast token context window. Emphasizes integration within internal IDEs and Google Cloud Platform services to challenge the GitHub Copilot ecosystem. ## Architectural Foundations ### Kubernetes Tools @@ -24,28 +32,35 @@ description: "Curated, AI-ranked ChatGPT resources for the 2026 Cloud Native arc #### Large Language Models - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) ⭐ 97134 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight highlights this acclaimed resource for building a fully functional PyTorch Transformer from scratch. Live Grounding verifies it is an indispensable textbook for AI engineers, laying bare tokenization, self-attention calculations, optimization loops, and model loading mechanics without library abstractions. -## Artificial Intelligence and LLMs +## Artificial Intelligence and Llms ### Prompt Engineering -#### Developer Productivity +#### Developer Productivity (1) - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance). ## Cloud Native Infrastructure -### Infrastructure as Code +### Infrastructure As Code #### AI Conversational Assistants - **(2024)** [chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer: Kubernetes Terraformer](https://chatgpt.com/g/g-6eSNNNvsB-kubernetes-terraformer) 🌟🌟 [COMMUNITY-TOOL] β€” Specialized custom GPT designed to translate raw Kubernetes service architectures into robust, production-ready declarative Terraform configuration files. ### Kubernetes Operations -#### AIOps Diagnostics +#### Aiops Diagnostics - [github.com/robusta-dev/kubernetes-chatgpt-bot](https://github.com/robusta-dev/kubernetes-chatgpt-bot) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An intelligent triage chatbot linking cluster failures directly to LLM advice. Hooks Prometheus alert outputs to supply operators with instantaneous log summaries and debug steps. #### Declarative Manifests - [github.com/robusta-dev/chatgpt-yaml-generator](https://github.com/robusta-dev/chatgpt-yaml-generator) ⭐ 117 [COMMUNITY-TOOL] β€” A tailored schema wizard matching generative prompts to robust Kubernetes structures. Generates production-ready configurations containing service boundaries, volume bindings, and routing structures. +## Cloud Native Operations + +### Ai-powered Operations aiops + +#### Kubernetes Troubleshooting + + - **(2023)** [k8sgpt.ai](https://k8sgpt.ai) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An innovative, community-driven tool that integrates LLMs directly with Kubernetes diagnostic commands. By parsing cluster states, configuration anomalies, and system logs, k8sgpt provides clear explanations and automated remediation commands. It is a premier tool in the shift towards AI-powered autonomous operations (AIOps). ## Data Analysis ### Spreadsheet Automation @@ -55,7 +70,7 @@ description: "Curated, AI-ranked ChatGPT resources for the 2026 Cloud Native arc - [numerous.ai](https://numerous.ai) [COMMUNITY-TOOL] β€” SaaS productivity engine integrating foundational OpenAI endpoints directly into Google Sheets and Microsoft Excel. Streamlines automated data classification, extraction, and formatting at scale. ## Data Architecture -### Retrieval-Augmented Generation +### Retrieval-augmented Generation #### Enterprise AI @@ -70,23 +85,49 @@ description: "Curated, AI-ranked ChatGPT resources for the 2026 Cloud Native arc #### Workplace Automation - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) [SPANISH CONTENT] 🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” Reportaje de carΓ‘cter prΓ‘ctico que expone la incorporaciΓ³n intensiva de agentes de IA conversacional dentro del flujo de trabajo corporativo diario, ilustrando la aceleraciΓ³n de tareas de sΓ­ntesis y redacciΓ³n tΓ©cnica. [SPANISH CONTENT] -## Market Analysis +## Infrastructure ### Artificial Intelligence (2) +#### Hardware Acceleration + + - **(2025)** [Cerebras AI](https://www.cerebras.ai) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Dedicated AI computer systems utilizing Wafer-Scale Engine (WSE) technology. Delivers unprecedented compute density and memory bandwidth to train large-scale neural networks without the distributed communication overhead of traditional GPU clusters. +## Infrastructure As Code (1) + +### Ansible + +#### Releases + + - **(2021)** [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities) [COMMUNITY-TOOL] β€” Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated 'ansible-core' engine components from 'collections' packages, resolving dependency bottlenecks and streamlining modern community module delivery. +## Market Analysis + +### Artificial Intelligence (3) + #### Industry Dynamics - [genbeta.com: En la era de la inteligencia artificial, Microsoft es el nuevo' Google](https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Analiza la evoluciΓ³n de Microsoft como lΓ­der de la revoluciΓ³n de IA generativa a travΓ©s de su alianza con OpenAI, contrastΓ‘ndolo con la postura reactiva de Google ante los modelos de lenguaje transformadores. [SPANISH CONTENT] ## Software Engineering -### AI-Assisted Operations +### Ai-assisted Development + +#### LLM Prompting + + - **(2025)** [Claude 101: Free Guides to Master Claude](https://claude101.com) [COMMUNITY-TOOL] [GUIDE] β€” A curated reference hub containing structured tutorials, system prompting templates, and context optimization strategies for leveraging Anthropic's Claude models. Focuses on maximizing the quality of complex reasoning pipelines and architectural code reviews. +### Ai-assisted Operations #### Code Generation Quality - [thenewstack.io: Developers Put AI Bots to the Test of Writing Code](https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code) [COMMUNITY-TOOL] β€” Empirical evaluation measuring code-generation accuracy across popular AI engines. Examines compiler error rates, structural vulnerabilities, and the necessity of developer supervision in AI workflows. +## Specialized AI Applications + +### Healthcare Systems + +#### Voice Assistants + + - **(2025)** [Microsoft Dragon Copilot: Unified Voice AI Assistant for Healthcare](https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task) [COMMUNITY-TOOL] β€” Examines Microsoft's Dragon Copilot, the healthcare industry's first unified voice AI assistant. It streamlines clinical documentation, automates repetitive administrative tasks, and securely surfaces critical patient records within strict HIPAA compliance parameters. --- -πŸ’‘ **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md) +πŸ’‘ **Explore Related:** [MLOps](./mlops.md) | [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/cheatsheets.md b/v2-docs/cheatsheets.md index 28de8fe5..16eef4f7 100644 --- a/v2-docs/cheatsheets.md +++ b/v2-docs/cheatsheets.md @@ -40,9 +40,6 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee ### AWS -#### Security and IAM - - - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) [HTML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The definitive AWS reference for constructing fine-grained IAM policies. It outlines exact service actions, resource types, and condition context keys required to enforce the principle of least privilege in enterprise architectures. This resource is indispensable for security engineers building cloud access models. #### Storage - **(2023)** [awsgeek.com/Amazon-S3](https://www.awsgeek.com/Amazon-S3) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly visual architectural breakdown of Amazon S3 features, storage classes, and lifecycle policies. This resource maps complex cloud storage abstractions into readable visual cheat sheets, clarifying performance tiers and security boundaries. Excellent for quick architectural onboarding and design sessions. @@ -58,20 +55,6 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee #### Project Wikis - **(2021)** [confluence.sakaiproject.org](https://sakaiproject.atlassian.net/wiki) [JAVA CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Central wiki repository hosted by Atlassian Confluence detailing design decisions, setup scripts, and architectural patterns of the open-source Sakai educational software suite. Highly valued for tracing monolithic Java stack layouts and migrations. -## Containers - -### Security and Hardening - -#### Compliance Frameworks - - - **(2025)** [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The gold-standard security reference outlining precise configuration structures for Docker environments. Covers namespaces, read-only filesystems, network configurations, and active runtime protection policies. -## Core Kubernetes - -### Basics - -#### Glossary - - - **(2023)** [Kubernetes Glossary 🌟](https://www.bluematador.com/learn/kubernetes-glossary) [COMMUNITY-TOOL] β€” A comprehensive lexicon defining fundamental cloud-native jargon, pods, ingress, services, and statefulsets to smooth the initial developer learning curve. ## Data Science and ML ### Data Science @@ -81,30 +64,30 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2022)** [kdnuggets.com: The Complete Collection of Data Science Cheat Sheets – Part 1](https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-1.html) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Part one of a detailed data science index, offering consolidated guides for pandas datasets, multi-dimensional numpy computations, and essential algebraic and statistical operations. ### Machine Learning -#### Glossary (1) +#### Glossary - **(2026)** [Machine Learning Glossary](https://developers.google.com/machine-learning/glossary) [COMMUNITY-TOOL] β€” An authoritative dictionary compiled by Google to standardize terms across core AI and machine learning engineering domains. Explores architectural paradigms, neural network elements, deployment metrics, and training pipeline semantics crucial for production systems. ### Notebook Environments -#### JupyterLab +#### Jupyterlab - **(2022)** [opensource.com: JupyterLab cheat sheet](https://opensource.com/downloads/jupyterlab-cheat-sheet) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A targeted command cheat sheet highlighting JupyterLab's execution environments, interface layouts, extension structures, and kernel-switching protocols to benefit data engineering cycles. ## Databases and Storage ### NoSQL Databases -#### MongoDB +#### Mongodb - **(2026)** [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs) [JSON CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official architectural cheat sheets for designing document-based database models. Synthesizes key MongoDB operations including complex collection joins, advanced aggregations, write concern configs, and clustering. ### Relational Databases -#### MySQL and MariaDB +#### Mysql and Mariadb - **(2023)** [opensource.com: MariaDB and mySQL cheat sheet](https://opensource.com/downloads/mariadb-mysql-cheat-sheet) [SQL CONTENT] [COMMUNITY-TOOL] β€” An operations cheat sheet for managing MariaDB and MySQL engine architectures. Documents typical command lines, user-privilege management, engine optimization parameters, and logical backup sequences. #### Performance Tuning - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [SQL CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” A database engineering optimization guide detailing a 23x performance improvement. Teaches strategies for index structuring, deep query analyzer explain plan parsing, and query patterns that eliminate execution bottlenecks. -#### PostgreSQL +#### Postgresql - **(2025)** [postgrescheatsheet.com](https://www.tigerdata.com/learn/postgres-cheat-sheet) [SQL CONTENT] [COMMUNITY-TOOL] β€” A PostgreSQL developer guide prioritizing connection pools, psql terminal controls, custom configurations, and transactional isolations. Includes quick-lookup rules for optimizing index setups and managing WAL parameters. - **(2024)** [datadoghq.com: PostgreSQL Cheatsheet](https://www.datadoghq.com/resources/datadog-postgresql-cheatsheet) [SQL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A production-oriented PostgreSQL maintenance manual from Datadog. Concentrates on performance telemetry, vacuum parameters, deep query tracking metrics, locking processes, and performance troubleshooting. @@ -146,7 +129,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee ### Documentation Tools -#### Cross-Platform Clients +#### Cross-platform Clients - **(2026)** [**Zeal**](https://zealdocs.org) [C++ CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, cross-platform offline documentation browser inspired by Dash, built for Linux and Windows. Designed to store and query native docsets locally, reducing dependency on live internet connections during isolated coding sessions. #### Offline Readers @@ -161,13 +144,6 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee #### Admin Shortcuts - **(2023)** [cmcrowell.com/cheat-sheet 🌟](https://cmcrowell.com/cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A concise aggregate cheat sheet mapping Linux sysadmin syntax, database queries, and cloud orchestration scripts. Simplifies multi-tool engineering routines by locating key operations under a single landing page. -## Developer Tooling - -### Developer Knowledge - -#### Cheat Sheets (4) - - - **(2025)** [**QuickRef.ME - Quick Reference Cheat Sheets**](https://quickref.me/index.html) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles. ## Development ### Version Control @@ -213,7 +189,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2024)** [**GitKraken Git Cheat**](https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Cheat sheet detailing key operations in the GitKraken desktop visual client. Live Grounding: Provides graphical shortcuts and visual maps for resolving rebase graphs, managing multi-remote connections, and executing conflict resolutions within complex structures. - **(2023)** [Sourcetree Cheat Sheet](https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Dedicated guide for Atlassian's popular Sourcetree GUI client. Live Grounding: Maps graphic operations (interactive staging, repository cloning, flow configuration) back to basic CLI operations, reducing friction for non-CLI native engineers. -#### GitHub +#### Github - **(2024)** [**justingarrison.com: GitHub URL Hacks 🌟**](https://justingarrison.com/blog/2021-07-11-github-url-hacks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Deep-dive into URL query parameters and routing hacks to unlock hidden GitHub UI functionality. Live Grounding: Remains a goldmine for platform engineers needing to programmatically link to specific branch comparisons, file edit modes, or issue templates directly from CI/CD dashboards. ## Enterprise Systems @@ -227,14 +203,14 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee ### Frameworks -#### React and TypeScript +#### React and Typescript - **(2026)** [==React+TypeScript Cheatsheets==](https://github.com/typescript-cheatsheets/react) ⭐ 47065 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanced context configurations. ## Information Retrieval ### Developer Education (1) -#### Cheat Sheets (5) +#### Cheat Sheets (4) - **(2024)** [cheatography.com](https://cheatography.com) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collaborative platform dedicated to creating and downloading structured cheat sheets across multiple developer domains. It offers rapid summaries for command-line tools, frameworks, programming languages, and system diagnostics. ### OSINT @@ -278,10 +254,10 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2026)** [developers.redhat.com: Buildah Cheat Sheet](https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A command reference for Buildah, Red Hat's daemonless container image builder. Curator Insight values security improvements from not requiring docker sockets. Live Grounding verifies Buildah's central position in secure enterprise-grade CI pipelines. ### Developer Education (2) -#### Cheat Sheets (6) +#### Cheat Sheets (5) - **(2024)** [==wizardzines.com 🌟==](https://wizardzines.com) [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A series of hand-illustrated, highly educational booklets explaining complex infrastructure, networking, and systems administration concepts. Authored by Julia Evans, they simplify complex debugging processes like DNS routing and system tracing. -### Infrastructure as Code +### Infrastructure As Code #### Terraform @@ -325,28 +301,9 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2026)** [linuxhandbook.com: Yum Command Cheat Sheet](https://linuxhandbook.com/cheatsheets/yum) [SHELL CONTENT] [LEGACY] β€” A targeted documentation reference detailing Yellowdog Updater, Modified (YUM) CLI syntax. Curator Insight underscores its convenience for RHEL-based systems. Live Grounding clarifies its transition to DNF in modern corporate OS environments, positioning this as vital legacy knowledge. ### Shell Scripting -#### Cheat Sheets (7) +#### Cheat Sheets (6) - **(2023)** [developers.redhat.com: Bash Shell Scripting Cheat Sheet](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [BASH CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A production-grade reference sheet covering variable handling, stream redirections, array controls, and error handling behaviors inside POSIX-compliant terminal environments. It is a vital reference for building robust infrastructure automation scripts. -## Infrastructure and Operations - -### Shell Scripting (1) - -#### Best Practices - - - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) [BASH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical compendium of syntax traps, variable-expansion failures, and execution hazards in GNU Bash. This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts. -### Terminal Environment - -#### Tricks and Tweaks - - - **(2008)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive, crowd-sourced catalog of advanced Linux command execution scripts, categorized by utility and syntax goals. Live Grounding confirms it is widely used by system administrators to query fast fixes and operational bash templates. -## Kubernetes and Scaling - -### Resource Management - -#### Reference Materials - - - **(2023)** [thenewstack.io: K8s Resource Management: An Autoscaling Cheat Sheet 🌟](https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet) [N/A CONTENT] [COMMUNITY-TOOL] β€” A concise, actionable reference sheet summarizing core resources limits, request definitions, and autoscaler configuration arguments. A stellar quick-guide for DevOps engineers designing production-ready workload templates. ## Kubernetes Tools ### General Reference @@ -382,7 +339,6 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee ??? abstract "Architect's Technical Comparison Table" | Solution | Maturity | Primary Focus | Language | Stars | | :--- | :--- | :--- | :--- | :--- | - | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | | CLI Management | Markdown | 🌟🌟🌟🌟🌟 | | [developers.redhat.com: Kubernetes Cheat Sheet](https://developers.redhat.com/cheat-sheets/kubernetes) | | CLI Management | PDF | 🌟🌟🌟🌟 | | [dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) | | CLI Management | HTML | 🌟🌟🌟 | | [bluematador.com: kubectl cheatsheet](https://www.bluematador.com/learn/kubectl-cheatsheet) | | CLI Management | HTML | 🌟🌟🌟 | @@ -392,8 +348,8 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee | [opensource.com: 9 kubectl commands sysadmins need to know 🌟](https://opensource.com/article/20/5/kubectl-cheat-sheet) | | CLI Management | HTML | 🌟🌟🌟 | | [fabric8 - kubectl](https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md) | | CLI Management | Markdown | 🌟🌟🌟 | | [thechief.io: The Definitive Kubectl Cheat Sheet](https://thechief.io/c/editorial/definitive-kubectl-cheat-sheet) | | CLI Management | HTML | 🌟🌟 | + | [myfuturehub.com: Must Keep these Kubernetes Commands handy](https://myfuturehub.com/must-keep-these-kubernetes-commands-handy) | | CLI Management | HTML | 🌟🌟 | - - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log analysis across active nodes. - **(2024)** [**developers.redhat.com: Kubernetes Cheat Sheet**](https://developers.redhat.com/cheat-sheets/kubernetes) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-focused Red Hat guide summarizing essential kubectl command structures for cluster administrators. Designed to aid engineers managing OpenShift or vanilla Kubernetes distributions, ensuring fast recovery and diagnostic workflows. - **(2024)** [dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collaborative tutorial reference detailing standard kubectl execution sequences. Designed for cloud-native learners mapping Docker concepts directly onto operational Kubernetes paradigms. - **(2023)** [bluematador.com: kubectl cheatsheet](https://www.bluematador.com/learn/kubectl-cheatsheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A structured checklist detailing syntax protocols for diagnosing unstable cluster resources. Groups commands dynamically around service scaling, event monitoring, and pod metadata inspections. @@ -428,7 +384,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2026)** [jimmysong.io/kubernetes-handbook/concepts/pod.html 🌟](https://jimmysong.io/zh/book/kubernetes-handbook) [CHINESE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A highly authoritative, Chinese-language Kubernetes conceptual handbook. Curator Insight ranks this as a leading resource for Asian cloud migrations. Live Grounding corroborates its influence on local cloud-native training curricula and infrastructure design. - **(2026)** [https://dev.to/aurelievache: Understanding Kubernetes: part 1 – Pods](https://dev.to/aurelievache/kubernetes-sketchnotes-pods-4ib0) [COMMUNITY-TOOL] [GUIDE] β€” An illustrated sketchnote guide mapping the basic structures and concepts of Kubernetes Pods. Curator Insight praises the clarity of visual-oriented learning. Live Grounding confirms its heavy usage as an onboarding tool for junior engineers. - **(2026)** [garba.org: Kubernetes Pod Life Cycle Cheat Sheet](https://garba.org/posts/2018/k8s_pod_lc) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical breakdown of Pod lifecycle states, start probes, and termination parameters. Curator Insight notes its value in troubleshooting restart loops. Live Grounding underscores how pod lifecycles affect blue-green deployment strategies. -#### OpenShift +#### Openshift - **(2026)** [==github.com: openshift cheat sheet 3==](https://github.com/mhausenblas/openshift-cheat-sheet) ⭐ 6 [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-maintained cheat sheet targeting container scaling and routing. Curator Insight notes its applicability to early setups. Live Grounding points to its continued historical use as a reliable baseline bookmark for bare-metal deployments. - **(2026)** [developers.redhat.com: Red Hat OpenShift Container Platform Cheat Sheet](https://developers.redhat.com/cheat-sheets/red-hat-openshift-container-platform) [SHELL CONTENT] [COMMUNITY-TOOL] β€” An official Red Hat publication for managing the OpenShift Container Platform CLI. Curator Insight notes its criticality for enterprise engineers. Live Grounding emphasizes how OpenShift-specific oc extensions synchronize with base Kubernetes APIs. @@ -448,18 +404,11 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2023)** [teamhood.com: scrum cheat sheet](https://teamhood.com/agile/scrum-cheat-sheet) [COMMUNITY-TOOL] β€” A practical guide outlining Scrum frameworks, detailing sprint cycles, key delivery templates, user-story estimation rules, and standard agile metrics to optimize development velocity. ## Reference Portal -### Cheat Sheets (8) +### Cheat Sheets (7) #### General IT - **(2021)** [simplecheatsheet.com](https://simplecheatsheet.com) [N/A CONTENT] [COMMUNITY-TOOL] β€” A developer-oriented cheat sheet aggregate portal designed for quick reference access. Houses quick syntax charts for scripting runtimes, operating system CLIs, and configuration tools, optimizing task execution speed for active software engineers. -## Research - -### Architecture Analysis - -#### Infrastructure Design - - - **(2024)** [learnk8s.io: Kubernetes Research. Research documents on node instance types, managed services, ingress controllers, CNIs, etc.](https://learnkube.com/research) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An exceptional, data-driven research catalog evaluating critical Kubernetes deployment components. Compiles comparative benchmarks and analyses of CNI plugins (Cilium, Calico), cloud providers (EKS, GKE, AKS), virtual machine shapes, and Ingress Controller solutions, highlighting costs and latencies. ## Security ### Application Security (1) @@ -493,7 +442,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2026)** [journaldev.com](https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An extensive technical overview of Maven build targets and system variables. Curator Insight targets its strength in resolving dependency trees. Live Grounding shows its daily utility during manual compilation tasks inside enterprise projects. - **(2026)** [javaguides.net](https://www.javaguides.net/2018/06/maven-cheat-sheet.html) [XML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused Maven cheat sheet explaining multi-module configurations. Curator Insight targets standardizing configuration configurations. Live Grounding validates its routine use in standard enterprise training tracks for Java engineers. - **(2026)** [bogotobogo.com](https://www.bogotobogo.com/Java/tutorials/Spring-Boot/Maven-mvn-command-cheat-sheet.php) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A guide mapping Maven dependencies to Spring Boot framework configurations. Curator Insight highlights rapid packaging loops. Live Grounding demonstrates how Spring Boot build tools rely directly on the lifecycles outlined in this guide. -### CICD Platforms +### CICD #### Jenkins @@ -507,7 +456,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2026)** [freecodecamp.org: Markdown Cheat Sheet – How to Write in Markdown with Examples](https://www.freecodecamp.org/news/markdown-cheat-sheet) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An educational guide explaining Markdown basics with real-world examples. Curator Insight values its utility for technical writers. Live Grounding shows its broad usage in software engineering bootcamps and initial developer onboardings. ### Performance Testing -#### JMeter +#### Jmeter - **(2026)** [JMeter Web Application Testing Cheatsheet](https://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-cheatsheet) [XML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A testing reference for designing HTTP request sequences in Apache JMeter. Curator Insight highlights its historical impact on load testing. Live Grounding verifies that despite competition from newer utilities, JMeter remains widely deployed for bulk scale tests. - **(2026)** [martkos-it.co.uk: JMeter Cheat Sheet](https://martkos-it.co.uk/our-work/jmeter-testing-cheat-sheet-ng5zm-97y43-af8tj) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A professional reference covering JVM allocation and distributed execution parameters in JMeter. Curator Insight highlights infrastructure scaling. Live Grounding reveals its use in testing target microservice elasticity. @@ -529,9 +478,9 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee #### Productivity - **(2023)** [Transformation takes practice](https://www.redhat.com/en/engage/open-practice-library-ebook) [PDF CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive operational framework catalog focusing on discovery, delivery, and culture-building practices. Highly valuable for engineering managers seeking to streamline agile delivery and foster highly collaborative, cloud-native DevOps teams. -### Back-End Development +### Back-end Development -#### NodeJS +#### Nodejs - **(2023)** [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A Red Hat developer cheat sheet for production-scale Node.js configurations. Explores performance tracking, package configuration optimization, dependency management, and safe containerization. ### Documentation (1) @@ -546,16 +495,15 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2025)** [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets) [C++ CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An advanced Modern C++ reference targeting specifications up to C++23. Explains smart memory management, standard template library algorithms, and modern concurrency features. #### Go - - **(2025)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) [GO CONTENT] [COMMUNITY-TOOL] β€” A high-density Go interface dashboard providing rapid syntactical access. Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming. - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800 [GO CONTENT] [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development. -#### JavaScript +#### Javascript - **(2022)** [opensource.com: JavaScript cheat sheet](https://opensource.com/downloads/javascript-cheat-sheet) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A modern quick-reference syntax compiler for ES6+ JavaScript. Designed to optimize developer productivity, it covers data types, manipulation protocols, async/await structures, and event-driven browser interfaces. #### Python - **(2024)** [intellipaat.com: Python Cheat Sheet Basics](https://intellipaat.com/blog/tutorial/python-tutorial/python-cheat-sheet-basics) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A quick-reference guide tracking Python's basic features. Explores conditional statements, loop patterns, variable mappings, and foundational function implementations to quickly establish scripts. - **(2023)** [websitesetup.org: Python Cheat Sheet](https://websitesetup.org/python-cheat-sheet) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A clear, well-structured syntax overview sheet mapping foundational Python programming. Highlights built-in collections, slice manipulations, error handling blocks, and basic class designs. -#### TypeScript +#### Typescript - **(2026)** [docs.microsoft.com: Build JavaScript applications using TypeScript](https://www.typescriptlang.org) [TYPESCRIPT CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official guides outlining TypeScript integration for scalable JavaScript apps. Discusses compile-time interfaces, strong typing decorators, modular configurations, and class structures optimized for reliable cloud deployment. - **(2023)** [freecodecamp.org: How TypeScript Interfaces Work – Explained with Examples](https://www.freecodecamp.org/news/how-typescript-interfaces-work) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” A deep dive into TypeScript's structural subtyping and interface structures. Compares interface merging to type aliases, teaching engineers how to construct solid, extendable API patterns. @@ -564,17 +512,9 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee #### REST Clients - **(2023)** [developers.redhat.com: MicroProfile Rest Client Cheat Sheet](https://developers.redhat.com/cheat-sheets/microprofile-rest-client) [JAVA CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A developer-focused reference document detailing the MicroProfile REST Client API. It provides a blueprint for programmatically building type-safe REST clients in Java enterprise architectures to secure and simplify communication between microservices. -### Version Control Systems - -#### Git Operations - - - **(2018)** [Atlassian Git Cheatsheet](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Atlassian's reference cheatsheet detailing basic and advanced Git operations. Provides quick access to commands for cloning, staging, merging, rebasing, and troubleshooting common version-control issues. -#### Git Workflows - - - **(2012)** [Git-flow cheatsheet](https://danielkummer.github.io/git-flow-cheatsheet/index.html) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An interactive, visual cheatsheet summarizing standard `git-flow` command line operations. Provides developers with quick, copy-pasteable snippets for initializing, executing, and finalizing feature, release, and hotfix branches. ### Web Development -#### NodeJS (1) +#### Nodejs (1) - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) ⭐ 105318 [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spanish localization of the leading Node.js architecture and security handbook. It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems. ## Software Quality @@ -623,7 +563,7 @@ description: "Top Cheatsheets resources for 2026, AI-ranked: Markdown Cheat Shee - **(2025)** [**blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟**](https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet) [HTML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on protecting applications by avoiding hardcoded secrets, securing base images, and implementing strict runtime privileges within Docker builds. Provides precise, actionable rules for integrating automated container security checks into CI/CD pipelines. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/cicd-kubernetes-plugins.md b/v2-docs/cicd-kubernetes-plugins.md index 47eac0c8..aeac4e1b 100644 --- a/v2-docs/cicd-kubernetes-plugins.md +++ b/v2-docs/cicd-kubernetes-plugins.md @@ -1,5 +1,5 @@ --- -description: "Curated, AI-ranked CI/CD Kubernetes Plugins resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Engineering Pipeline)." +description: "Top CI/CD Kubernetes Plugins resources for 2026, AI-ranked: GitLab Kubernetes Agent, openshift-pipeline and more β€” curated Cloud Native tools, guides and references." --- # CI/CD Kubernetes Plugins @@ -11,21 +11,25 @@ description: "Curated, AI-ranked CI/CD Kubernetes Plugins resources for the 2026 ## CICD -### GitOps +### Gitops -#### GitLab Integration +#### Gitlab Integration - **(2024)** [==GitLab Kubernetes Agent==](https://docs.gitlab.com/user/clusters/agent) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A secure, bidirectional, and active cluster integration agent (now known as the GitLab Agent for Kubernetes) that enables enterprise GitOps workflows. Operating inside the target cluster, it pulls configurations from Git repositories, avoiding the security risk of exposing Kube-apiserver endpoints to external CI runners. -## Software Engineering +### Openshift -### Collaborative Platforms +#### CLI Tools -#### Kubernetes Integration + - **(2022)** [==openshift-client==](https://plugins.jenkins.io/openshift-client) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vital Jenkins plugin that packages and injects the OpenShift CLI (oc) command tool directly into pipeline execution containers. It enables automation scripts to easily authenticate, query, and manipulate OpenShift namespaces, security context constraints (SCCs), and route resources. +#### Pipelines - - **(2021)** [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Details the GitLab 14.1 release, highlighting its integrated Helm chart registry and custom escalation policies. Explains how teams can store and manage Kubernetes deployment packaging files directly alongside their application source code. + - **(2022)** [==openshift-pipeline==](https://plugins.jenkins.io/openshift-pipeline) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A key Jenkins integration designed to trigger and coordinate OpenShift source-to-image (S2I) and binary-to-image build pipelines directly from Jenkins stages. It bridges traditional centralized orchestration with OpenShift-native application delivery models. Modern workloads are increasingly migrating toward Tekton-based OpenShift Pipelines. +#### Synchronization + + - **(2022)** [==openshift-sync==](https://plugins.jenkins.io/openshift-sync) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Jenkins plugin designed to continuously synchronize Jenkins Job states, configurations, and build logs directly with OpenShift’s Build configurations and pipelines. By unifying build states, it provides developers with a single dashboard experience within the native OpenShift console interface. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/cicd.md b/v2-docs/cicd.md index b7f1c9c2..7ecd2bf7 100644 --- a/v2-docs/cicd.md +++ b/v2-docs/cicd.md @@ -22,28 +22,33 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi #### General Reference + - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure Landing Zone IaC Accelerator in the Kubernetes Tools ecosystem. - [cd.foundation: 2021 Technology Trends and Predictions](https://cd.foundation/blog/2021/02/01/trends-that-will-define-ci-cd-in-2021) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: 2021 Technology Trends and Predictions in the Kubernetes Tools ecosystem. - [javacodegeeks.com: The Case Against CI/CD](https://www.javacodegeeks.com/2021/08/the-case-against-ci-cd.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javacodegeeks.com: The Case Against CI/CD in the Kubernetes Tools ecosystem. - [guru99.com: CI/CD Pipeline: Learn with Example 🌟🌟🌟](https://www.guru99.com/ci-cd-pipeline.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==guru99.com: CI/CD Pipeline: Learn with Example== 🌟🌟🌟 in the Kubernetes Tools ecosystem. - [dzone.com: How To Build an Effective CI/CD Pipeline](https://dzone.com/articles/how-to-build-an-effective-cicd-pipeline) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: How To Build an Effective CI/CD Pipeline== in the Kubernetes Tools ecosystem. - [dzone.com: An Overview of CI/CD Pipelines With Kubernetes](https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: An Overview of CI/CD Pipelines With Kubernetes== in the Kubernetes Tools ecosystem. - [devopslearners.com: Blue-Green vs Canary Deployment](https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: Blue-Green vs Canary Deployment in the Kubernetes Tools ecosystem. - - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure Landing Zone IaC Accelerator in the Kubernetes Tools ecosystem. - [dzone: DevOps: CI/CD Tools to Watch Out for in 2022](https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DevOps: CI/CD Tools to Watch Out for in 2022 in the Kubernetes Tools ecosystem. -## CICD Pipeline - -### GitHub Actions - -#### Developer Tooling - - - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) ⭐ 480 [GO CONTENT] 🌟🌟 [LEGACY] β€” Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands. -## CICD Pipelines +## CICD ### AI and Automation #### Model Context Protocol - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) ⭐ 1813 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orchestrate pipeline runs. +### Github Actions + +#### Developer Tooling + + - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) ⭐ 480 [GO CONTENT] 🌟🌟 [LEGACY] β€” Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands. +## CICD and DevOps + +### CICD (1) + +#### Terraform Release Management + + - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223 [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags. ## Cloud Engineering ### AWS @@ -51,14 +56,14 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi #### Automated Deployment - **(2020)** [aws.amazon.com: Automating safe, hands-off deployments 🌟🌟](https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” A highly technical AWS Builders Library analysis detailing Amazon's safe, automated deployment methodologies. Highlights pipeline design using fractional wave rollouts, automated synthetic testing, and automated rollbacks triggered by alarm thresholds. -### CI-CD Pipelines +### CICD (2) #### Architecture - **(2022)** [thenewstack.io: Are Monolith CI/CD Pipelines Killing Quality in Your Software?](https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-software) [COMMUNITY-TOOL] β€” Analyses the risks of monolithic pipelines on deployment safety. Recommends aligning decoupled micro-pipelines with distinct microservice models to avoid pipeline dependency bottlenecks. ### Cloud Native -#### CI-CD Pipelines (1) +#### CICD (3) - **(2022)** [jfrog.com: Cloud Native CI/CD: The Ultimate Checklist](https://jfrog.com/blog/cloud-native-ci-cd-the-ultimate-checklist) [COMMUNITY-TOOL] β€” Presents an essential checklist for establishing cloud-native CI/CD systems. Highlights immutable container registry processes, in-cluster execution mechanics, and automated shift-left security evaluations. ### DevOps @@ -66,7 +71,7 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi #### Continuous Delivery - **(2021)** [speakerdeck.com: Deployment Scripting != Continuous Delivery](https://speakerdeck.com/devopslx/cd-and-optimized-cloud-spend?slide=12) [LEGACY] β€” A detailed presentation contrasting legacy deployment scripts with modern, declarative continuous delivery systems. Advocates for active reconciliation models over custom imperative workflows. -### FinOps +### Finops #### Cost Optimization @@ -81,7 +86,7 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi #### Best Practices - **(2023)** [spacelift.io: Kubernetes CI/CD Pipelines – 7 Best Practices and Tools | James Walker 🌟](https://spacelift.io/blog/kubernetes-ci-cd) [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Covers seven best practices for running production-grade Kubernetes CI/CD pipelines. Evaluates declarative branch states, secure RBAC configurations, health check integrations, and automatic drift detection. -#### CI-CD Pipelines (2) +#### CICD (4) - **(2023)** [thenewstack.io: Kubernetes CI/CD Pipelines Explained](https://thenewstack.io/kubernetes-ci-cd-pipelines-explained) [COMMUNITY-TOOL] β€” A deep dive into Kubernetes delivery designs, analyzing how declarative resources and continuous reconcilers differ from classical build steps. Evaluates the use of Helm charts and GitOps loops. #### Cloud Native (1) @@ -89,12 +94,7 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi - **(2023)** [groundcover.com: Cloud-native CI/CD? Yeah, that’s a thing 🌟](https://www.groundcover.com/blog/ci-cd-kubernetes) [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines the shift to Kubernetes-native continuous delivery models. Compares Tekton and declarative GitOps runtimes like Argo CD and Flux to highlight the safety benefits of in-cluster loops. ## Continuous Delivery (1) -### CICD and Testing - -#### Pipeline as Code - - - **(2022)** [testguild.com: Pipeline as Code with Mohamed Labouardy](https://testguild.com/podcast/a345-mohamed) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Podcast episode reviewing the strategic transition to declarative configuration pipelines (Pipeline as Code). Emphasizes integration of automated compliance scanning, container vulnerability reports, and regression testing suites. -### CICD Best Practices +### CICD (5) #### Learning Paths @@ -102,14 +102,17 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi #### Overview - **(2023)** [**about.gitlab.com: How to keep up with CI/CD best practices**](https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Synthesis of modern continuous integration frameworks, emphasizing pipeline standardization, artifact isolation, and fast feedback loops. Discusses optimization of runner resource footprints and build steps parallelization. +#### Pipeline As Code + + - **(2022)** [testguild.com: Pipeline as Code with Mohamed Labouardy](https://testguild.com/podcast/a345-mohamed) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Podcast episode reviewing the strategic transition to declarative configuration pipelines (Pipeline as Code). Emphasizes integration of automated compliance scanning, container vulnerability reports, and regression testing suites. ### Deployment Strategies -#### Blue-Green and Canary +#### Blue-green and Canary - **(2024)** [==harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟==](https://www.harness.io/blog/blue-green-canary-deployment-strategies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency, and blast-radius containment. ## Deployment and Delivery -### CICD and Delivery +### CICD (6) #### AWS Architecture @@ -134,23 +137,18 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) ⭐ 1999 [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams. ### Deployment Strategies (1) -#### Blue-Green and Canary (1) +#### Blue-green and Canary (1) - **(2023)** [blog.container-solutions.com: Deployment Strategies 🌟](https://blog.container-solutions.com/deployment-strategies) [COMMUNITY-TOOL] β€” In-depth guide comparing core deployment topologies: recreate, rolling update, blue/green, canary, and shadow. Focuses on the trade-offs of budget, state management, infrastructure replication overhead, and traffic routing mechanisms. - **(2023)** [opsmx.com: What is Blue Green Deployment ?](https://www.opsmx.com/blog/blue-green-deployment) [COMMUNITY-TOOL] β€” An introductory primer defining the operational mechanics of blue-green architectures. Focuses on setting up mirrored hosting environments, routing configurations, and robust database rollback plans. #### Education - **(2024)** [youtube: Kubernetes Deployment Strategies | DevOps FAQ | DevOps DevOps Interview Q&A](https://www.youtube.com/watch?v=aU-EtdEOdlM) [COMMUNITY-TOOL] β€” Educational presentation covering the standard deployment patterns in Kubernetes (Recreate, Rolling Update, Canary, Shadow). Tailored for DevOps engineers seeking solid conceptual preparation and technical interview readiness. -### GitOps +### Gitops -#### Red Hat OpenShift +#### Red Hat Openshift - **(2023)** [developers.redhat.com: The present and future of CI/CD with GitOps on Red Hat OpenShift 🌟](https://developers.redhat.com/blog/2020/09/03/the-present-and-future-of-ci-cd-with-gitops-on-red-hat-openshift) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on Red Hat OpenShift's alignment with GitOps and Pipelines frameworks (Argo CD and Tekton). Highlights architectural benefits of multi-cluster visual state synchronizations and declarative deployment pipelines. -### Platform Engineering - -#### Kubernetes Management - - - **(2025)** [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An open-source, tool-agnostic application management platform for Kubernetes. Unifies discrete CI/CD workflows, GitOps, observability tooling, and cluster resource debugging into a single visual interface, drastically lowering cognitive load. ### Progressive Delivery #### Feature Flags @@ -165,10 +163,10 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi - **(2022)** [community.dataminer.services: CI/CD and the Agile Principles](https://community.dataminer.services/ci-cd-and-the-agile-principles) [COMMUNITY-TOOL] β€” Evaluates the alignment of continuous integration pipelines with foundational Agile methodologies. Focuses on how automated testing and daily release cycles strengthen feedback loops. ### Automation -#### CI-CD Pipelines (3) +#### CICD (7) - **(2022)** [harness.io: 3 Ways to Use Automation in CI/CD Pipelines](https://thenewstack.io/3-ways-to-use-automation-in-ci-cd-pipelines) [COMMUNITY-TOOL] β€” Highlights three strategic insertion points for advanced pipeline automation. Focuses on automated rolling deployments, policy-as-code configuration validations, and dynamic, risk-based pipeline security policies. -### CI-CD Pipelines (4) +### CICD (8) #### Best Practices (1) @@ -179,33 +177,27 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi #### Case Studies (1) - **(2018)** [tech.buzzfeed.com: Continuous Deployments at BuzzFeed](https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4) [COMMUNITY-TOOL] β€” An architectural case study detailing BuzzFeed's transition to continuous deployment. Analyzes how their internal tooling structures automated container packaging and microservices management to optimize high-frequency shipping. +#### Evaluation + + - **(2022)** [harness.io: What is a CI/CD Platform and why should I care? 🌟](https://www.harness.io/blog/what-is-cicd-platform-why-should-i-care) 🌟 [LEGACY] β€” Contrasts custom-built scripts and legacy tooling loops with integrated, enterprise-class CI/CD platforms. Focuses on compliance enforcement, deployment governance, and engineering self-service capabilities. #### Fundamentals - **(2021)** [dev.to: CI/CD Continuous Integration & Delivery Explained 🌟🌟](https://dev.to/semaphore/ci-cd-continuous-integration-delivery-explained-75l) 🌟🌟 [COMMUNITY-TOOL] β€” Deep dive into the operational differences between Continuous Integration, Continuous Delivery, and Continuous Deployment. Examines pipeline automation structures, feedback latency mitigation, and verification strategies to accelerate delivery. - **(2023)** [infoworld.com: What is CI/CD? Continuous integration and continuous delivery explained](https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html) [COMMUNITY-TOOL] β€” An industry-wide reference analyzing modern CI/CD patterns and structural components. Highlights automation, continuous testing, delivery stages, and the operational divide between cloud delivery and automated deployment. - **(2023)** [harness.io: CI/CD Pipeline: Everything You Need to Know 🌟](https://www.harness.io/blog/ci-cd-pipeline) 🌟 [COMMUNITY-TOOL] β€” Comprehensive architectural analysis of enterprise CI/CD systems. Evaluates core lifecycle phases from repository check-ins to automated canary strategies and active rollback mechanisms in production environments. - **(2022)** [kodekloud.com: What is CI/CD Pipeline in DevOps](https://kodekloud.com/blog/ci-cd-pipeline-in-devops) [COMMUNITY-TOOL] β€” A learner-focused pipeline design overview. Analyzes build automation systems, continuous testing stages, and how pipeline stages are sequenced to achieve robust, rapid cloud application deployments. + - **(2022)** [cloudbees.com: Key Components of a CI/CD Pipeline](https://www.cloudbees.com/blog/ci-cd-pipeline) [COMMUNITY-TOOL] β€” Breaks down core structural parts of pipeline delivery workflows. Details standard roles for source version managers, build runtimes, package registries, and staging environments. - **(2022)** [opsmx.com: What is a CI/CD Pipeline ?](https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline) [COMMUNITY-TOOL] β€” Details CI/CD pipeline structures with a strong focus on verification gates and multi-environment promotion. Highlights techniques used to scale deployments securely while mitigating environmental divergence. - **(2021)** [techuz.com: What is CI/CD? An Introduction to Continuous Integration, Continuous Deployment and CI/CD Pipeline](https://www.techuz.com/blog/what-is-ci-cd-an-introduction-to-continuous-integration-continuous-deployment-and-ci-cd-pipeline) [COMMUNITY-TOOL] β€” Introduction to structural components of continuous delivery environments. Details standard pipeline phases, source control integrations, and tooling selections to transition from manual builds to automated pipelines. - **(2021)** [linkedin pulse: Enabling CI/CD to Boost DevOps | Pavan Belagatti](https://www.linkedin.com/pulse/enabling-cicd-boost-devops-pavan-belagatti) [COMMUNITY-TOOL] β€” Explains the foundational role of automated integration and delivery loops in boosting developer velocity. Emphasizes collaborative automation and fast failure recovery. - **(2019)** [opensource.com: A beginner's guide to building DevOps pipelines with open source tools](https://opensource.com/article/19/4/devops-pipeline) [COMMUNITY-TOOL] [GUIDE] β€” A foundational guide outlining how to build robust, open-source DevOps pipelines. It discusses orchestrating continuous integration and continuous deployment environments using tools like Jenkins, providing a roadmap for establishing automated feedback loops. -#### State of DevOps +#### State Of DevOps - **(2023)** [sdtimes.com: The State of CI/CD](https://sdtimes.com/cicd/the-state-of-ci-cd) [COMMUNITY-TOOL] β€” Analyzes broad trends in delivery pipelines, detailing modern bottlenecks and the rising use of platform engineering teams to provide standardized templates for developer consumption. - **(2021)** [stackoverflow.blog: Fulfilling the promise of CI/CD](https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd) [COMMUNITY-TOOL] β€” Addresses the operational gap between implementing automation tooling and achieving mature continuous deployment. Focuses on continuous test suite reliability and pipeline performance data. #### Troubleshooting - **(2023)** [lambdatest.com: Top 10 CI/CD Pipeline Implementation Challenges And Solutions](https://www.testmuai.com/blog/cicd-pipeline-challenges) [COMMUNITY-TOOL] β€” Examines the top ten bottlenecks slowing down enterprise CI/CD systems, offering structural fixes for issues such as flaky tests, fragile environment setups, and security gate friction. -### CI-CD Platforms - -#### Evaluation - - - **(2022)** [harness.io: What is a CI/CD Platform and why should I care? 🌟](https://www.harness.io/blog/what-is-cicd-platform-why-should-i-care) 🌟 [LEGACY] β€” Contrasts custom-built scripts and legacy tooling loops with integrated, enterprise-class CI/CD platforms. Focuses on compliance enforcement, deployment governance, and engineering self-service capabilities. -### CICD - -#### Kubernetes Orchestration - - - **(2021)** [devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration](https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration) [COMMUNITY-TOOL] β€” Accelerating release cycles in Kubernetes environments requires modernizing the CI/CD pipeline with cloud-native orchestration techniques. By automating build, test, and container promotion workflows, teams can minimize deployment errors and configuration drift. The focus is on implementing progressive delivery strategies such as canary and blue-green deployments to de-risk production releases. ### Continuous Delivery (2) #### Patterns @@ -218,12 +210,12 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi - **(2023)** [harness.io: What is Continuous Integration? 🌟](https://www.harness.io/harness-devops-academy/what-is-continuous-integration-ci) 🌟 [COMMUNITY-TOOL] β€” Dissects the mechanical operations of Continuous Integration, exploring branch synchronization rules, build validation execution steps, and regression testing strategies designed to maintain codebase health. ### Database Deployments -#### GitOps (1) +#### Gitops (1) - **(2023)** [thenewstack.io: Embracing Database Deployments in CI/CD Practices with Git](https://thenewstack.io/embracing-database-deployments-in-ci-cd-practices-with-git) [COMMUNITY-TOOL] β€” Explores how to incorporate database changes into GitOps pipelines. Focuses on integrating declarative schema tools like Liquibase and Flyway to execute database rollouts and rollbacks safely. -### Event-Driven Automation +### Event-driven Automation -#### StackStorm +#### Stackstorm - **(2025)** [StackStorm.com](https://stackstorm.com) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Automated workflow, remediation, and orchestration engine. Utilizes event-driven triggers, custom rules, and structured packs to deliver self-healing capabilities across cloud, network, and system infrastructures. ### Financial Services @@ -231,36 +223,24 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi #### Best Practices (2) - **(2023)** [clickittech.com: CI/CD Best Practices: Top 10 Practices for Financial Services](https://www.clickittech.com/devops/ci-cd-best-practices) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines specialized continuous delivery configurations designed for high-regulation financial environments. Covers security orchestration, strict separation of duties, and audit trail automation. -### Infrastructure as Code +### Infrastructure As Code #### AI Integration - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) ⭐ 2012 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source Model Context Protocol (MCP) skill set built for AI agents. Simplifies parsing, validating, and managing Terraform and OpenTofu infrastructure configurations through intelligent, context-aware LLM tool calls. -## DevOps and CICD +## Infrastructure As Code (1) -### CICD Automation - -#### Terraform Release Management - - - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223 [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags. -## Infrastructure as Code (1) - -### AI Integration (1) - -#### Copilot for Azure - - - **(2025)** [Enhancing Infrastructure as Code Generation with GitHub Copilot for Azure](https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514) [NONE CONTENT] [COMMUNITY-TOOL] β€” Technical optimization guide exploring the use of GitHub Copilot for drafting Bicep, ARM, and Terraform configurations. Shows how to engineer precise prompt schemas to maintain syntax standards. -### CICD and Delivery (1) +### CICD (9) #### Security and Compliance - **(2023)** [devops.com: 8 Security Considerations for CI/CD](https://devops.com/8-security-considerations-for-ci-cd) [COMMUNITY-TOOL] β€” Actionable checklist of eight vital security considerations for pipeline configurations. Addresses fundamental practices such as secure secrets injection, runner environment isolation, least-privilege RBAC, and validation processes to prevent supply-chain vulnerabilities. -### GitOps (2) +### Gitops (2) #### Configuration Management - **(2024)** [CI Checks Are Not Enough: Combat Configuration Drift in Kubernetes Resources](https://thenewstack.io/ci-checks-are-not-enough-combat-configuration-drift-in-kubernetes-resources) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deep-dive analysis demonstrating why standard static CI checks are insufficient for modern cloud environments. Advocates for real-time drift detection and continuous reconciliation loops in Kubernetes to ensure active infrastructure aligns directly with repository manifests. -## Kubernetes GitOps and Packaging +## Kubernetes Gitops and Packaging ### Argo Project Ecosystem @@ -278,7 +258,7 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi ### Introduction - **(2018)** [opensource.com: What is CI/CD?](https://opensource.com/article/18/8/what-cicd) [COMMUNITY-TOOL] β€” A foundational educational guide detailing the concepts, benefits, and components of Continuous Integration and Continuous Deployment (CI/CD). It explains how pipeline automation accelerates software delivery, guarantees build consistency, and serves as the operational substrate for DevOps cultures. -## Platform Engineering (1) +## Platform Engineering ### Developer Experience @@ -287,9 +267,9 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi - **(2023)** [thenewstack.io: Improve Dev Experience to Maximize the Business Value of CD](https://thenewstack.io/improve-dev-experience-to-maximize-the-business-value-of-cd) [COMMUNITY-TOOL] β€” Explores developer experience (DevEx) as an accelerator for continuous deployment initiatives. Details how centralized developer portals and self-service pipeline catalogs eliminate delivery friction. ## Software Engineering -### AI-Assisted Development +### Ai-assisted Development -#### GitHub Copilot +#### Github Copilot - **(2026)** [Best Practices for Using GitHub Copilot](https://docs.github.com/en/copilot/get-started/best-practices) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output. ### Code Review @@ -304,12 +284,12 @@ description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native archi - **(2023)** [harness.io: Understanding the Phases of the Software Development Life Cycle](https://www.harness.io/blog/software-development-life-cycle) [COMMUNITY-TOOL] β€” Details contemporary Software Development Life Cycle (SDLC) methodologies. Maps traditional planning and execution frameworks to cloud-native continuous integration and deployment loops. ### Version Control -#### Trunk-Based Development +#### Trunk-based Development - **(2022)** [thinkinglabs.io: Feature Branching considered evil 🌟](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) 🌟 [COMMUNITY-TOOL] β€” An analytical critique of long-lived feature branching practices, advocating strongly for trunk-based development. Explains how delayed merges impede true continuous integration and degrade delivery velocities. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) +πŸ’‘ **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [Jenkins](./jenkins.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/cloud-arch-diagrams.md b/v2-docs/cloud-arch-diagrams.md index e6beb849..9390062a 100644 --- a/v2-docs/cloud-arch-diagrams.md +++ b/v2-docs/cloud-arch-diagrams.md @@ -11,9 +11,9 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H ## Architecture and Design -### Diagrams-as-Code +### Diagrams-as-code -#### Guide +#### Guides - **(2022)** [navveenbalani.dev: Code To Custom Cloud Architecture Diagrams](https://navveenbalani.dev/index.php/articles/code-to-custom-cloud-architecture-diagrams) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Technical tutorial detailing how to build custom, programmatically generated cloud architecture diagrams using open-source, code-driven graphic drawing libraries and custom Python configurations. #### Markup Tool @@ -22,7 +22,7 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H #### Mermaid Integration - **(2025)** [==kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟==](https://kubernetes.io/docs/contribute/style/diagram-guide) [JAVASCRIPT CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Kubernetes contributor documentation on diagram style guidelines, demonstrating how to programmatically draft flowcharts and sequence maps using Mermaid JS code syntax embedded directly in markdown files. -#### PlantUML Library +#### Plantuml Library - **(2024)** [github.com/dcasati/kubernetes-PlantUML](https://github.com/dcasati/kubernetes-PlantUML) ⭐ 282 [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An essential open-source library containing specialized sprites, components, and macro templates to model highly detailed, complex Kubernetes configurations using PlantUML syntax. #### Python Tooling @@ -39,7 +39,7 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H #### Automated Discovery - **(2025)** [**Hyperglance**](https://www.hyperglance.com) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An enterprise-grade IT visualization and automated inventory mapper. Discovers, maps, and generates complete topology diagrams of cloud environments, tracking Kubernetes resources and network policies automatically. -#### Diagramming SaaS +#### Diagramming Saas - **(2026)** [==diagrams.net==](https://www.drawio.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-leading, highly extensible free open-source diagramming engine. Widely used for system design, it provides deep integration with modern design elements, custom XML importing, and offline execution capabilities. - **(2024)** [**draw.io**](https://drawio-app.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive documentation and application guide detailing how to generate Azure cloud architecture diagrams programmatically and design flexible mind maps using draw.io's code-import features. @@ -49,7 +49,7 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H - **(2022)** [acloudguru.com: The top cloud diagramming tools, ranked](https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A detailed technical review comparing and ranking leading cloud architectural design tools. Focuses on speed, automatic layout generation capabilities, API extensibility, and modern iconography support. - **(2022)** [redhat.com: 6 architectural diagramming tools for cloud infrastructure](https://www.redhat.com/en/blog/diagramming-tools-cloud-infrastructure) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly curated Red Hat technical review evaluating six open-source and professional cloud drawing tools designed to simplify complex Kubernetes, VM, and serverless network architecture mapping. - **(2022)** [redhat.com: Try these 5 diagramming tools for network architecture](https://www.redhat.com/en/blog/diagramming-tools-network-architecture) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical technical overview analyzing five outstanding diagramming utilities optimized to map network topology, complex VLAN structures, and overlay networks within distributed microservices environments. -#### Guide (1) +#### Guides (1) - **(2021)** [redhat.com: Design professional enterprise architecture diagrams with this open source tool (diagrams.net)](https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An engineering guide showing how to design professional enterprise infrastructure diagrams using diagrams.net, explaining how to utilize layers and libraries to depict container dependencies. #### Methodology @@ -65,7 +65,7 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H #### AWS - **(2025)** [cloudcraft.co](https://www.cloudcraft.co) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A high-fidelity 3D/2D inventory visualizer specialized in AWS environments. Automates structural documentation generation while parsing underlying instance types to calculate real-time baseline infrastructure costs. -#### Multi-Cloud +#### Multi-cloud - **(2025)** [hava.io](https://www.hava.io) [NONE CONTENT] [COMMUNITY-TOOL] β€” SaaS infrastructure visualization engine that connects securely to cloud backends (AWS, GCP, Azure) to draw up-to-date layout sheets. Facilitates continuous compliance tracking by logging history changes over time. #### Security @@ -85,9 +85,9 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H #### Security (1) - **(2021)** [aquasecurity/cloudsec-icons](https://github.com/aquasecurity/cloudsec-icons) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” An open-source library of dedicated cybersecurity and DevSecOps icons created by Aqua Security. Empowers application security professionals to visually document threat boundaries, firewall parameters, and container compliance elements in systems architecture graphs. -### Diagrams as Code +### Diagrams As Code -#### AWS CloudFormation +#### AWS Cloudformation - **(2023)** [cfn-diagram 🌟](https://github.com/mhlabs/cfn-diagram) [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-focused CLI tool designed to parse AWS CloudFormation nested templates and instantly generate clean, interactive resource dependency maps, simplifying infrastructure inspection. #### Airflow @@ -113,16 +113,6 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H #### Go - **(2021)** [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) ⭐ 339 [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components. -## Cloud Infrastructure - -### Azure Networking - -#### Global Infrastructure - - - **(2026)** [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The definitive, live-updated reference catalog mapping the global availability of Azure services and network products across all Azure regions. This matrices-driven tool is vital for cloud architects designing multi-region redundancy, data residency compliance, and edge microservice topologies. -#### Network Topology - - - **(2025)** [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The foundational blueprint for Azure Hub-and-Spoke network design patterns. This guide details how to centralize shared infrastructure servicesβ€”such as firewalls, DNS, and ExpressRoute gatewaysβ€”within a hub VNet, while separating distinct microservice workloads into isolated spoke VNets. ## Cloud Platforms ### AWS Integration @@ -140,7 +130,7 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H #### GCP Diagramming - **(2021)** [cloud.google.com: Introducing a Google Cloud architecture diagramming tool](https://cloud.google.com/blog) [COMMUNITY-TOOL] β€” Introduces Google Cloud's web-based console architecture designer. Explains how engineering departments construct, validate, and export precise GCP topology maps using standardized reference modules. -## Infrastructure as Code +## Infrastructure As Code ### Architecture @@ -154,7 +144,7 @@ description: "Top Cloud Arch Diagrams resources for 2026, AI-ranked: PlantUML, H - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) ⭐ 95 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative open-source tool bridging declarative Bicep files, live Azure deployments, and system diagrams using GitHub Copilot. Standardizes validation processes during complex infrastructure-as-code planning. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/cloud-asset-inventory.md b/v2-docs/cloud-asset-inventory.md index 4e586788..fb6ff627 100644 --- a/v2-docs/cloud-asset-inventory.md +++ b/v2-docs/cloud-asset-inventory.md @@ -16,13 +16,15 @@ description: "Curated, AI-ranked Cloud Asset Inventory resources for the 2026 Cl #### Cloud Analytics - **(2026)** [cloudquery.io: Cloud Query: The open-source cloud asset inventory powered by SQL](https://www.cloudquery.io) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An open-source high-performance security and asset discovery tool that parses cloud configuration APIs into standard SQL databases. Enables infrastructure teams to perform complex auditing, compliance mapping, and security reporting. + - **(2026)** [steampipe](https://steampipe.io) [GO CONTENT] [COMMUNITY-TOOL] β€” An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts. - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management) [SQL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step implementation guide detailing how to ingest cloud infrastructure state via CloudQuery and visualize data patterns within Grafana. Outlines pipeline construction, scheduling, and database optimization. + - **(2022)** [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Enterprise guide mapping performance configurations designed to query massive multi-account, multi-region AWS environments. Analyzes API latency limitations, concurrency protocols, and security audits utilizing SQL query abstractions. ### Storage and Databases #### Distributed Block Storage - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) ⭐ 16707 [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing cloud platforms and Kubernetes orchestration (Rook-Ceph). -## Infrastructure as Code +## Infrastructure As Code ### Architecture @@ -31,7 +33,7 @@ description: "Curated, AI-ranked Cloud Asset Inventory resources for the 2026 Cl - **(2024)** [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co) [TYPESCRIPT CONTENT] [EMERGING] β€” CloudCanvas is an emerging interactive workspace tool tailored for designing cloud topologies and auto-generating infrastructure-as-code manifests. By linking architectural nodes directly to API-driven configurations, it helps bridge the gap between architectural diagramming and operational execution. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/cloudflare.md b/v2-docs/cloudflare.md index dd3d66a4..48bf41a6 100644 --- a/v2-docs/cloudflare.md +++ b/v2-docs/cloudflare.md @@ -34,7 +34,7 @@ description: "Curated, AI-ranked Cloudflare resources for the 2026 Cloud Native - **(2026)** [blog.cloudflare.com: Zero Trust Private Networking Rules](https://blog.cloudflare.com/zero-trust-private-networking-rules) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Architectural documentation for defining identity-aware, Zero Trust private network topologies in Cloudflare. Explains granular permission structures to govern internal database and API access paths. --- -πŸ’‘ **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Web Servers](./web-servers.md) +πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/container-managers.md b/v2-docs/container-managers.md index 0c6bfee6..822b4552 100644 --- a/v2-docs/container-managers.md +++ b/v2-docs/container-managers.md @@ -1,5 +1,5 @@ --- -description: "Top Container Managers resources for 2026, AI-ranked: podman, buildah and more β€” curated Cloud Native tools, guides and references." +description: "Top Container Managers resources for 2026, AI-ranked: Frakti, crun and more β€” curated Cloud Native tools, guides and references." --- # Container Runtimes/Managers, Base Images and Container Tools. Podman, Buildah and Skopeo @@ -28,7 +28,7 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil ### Advanced Runtimes -#### VM-in-Container +#### Vm-in-container - **(2021)** [opensource.com: Run a Linux virtual machine in Podman](https://opensource.com/article/21/7/linux-podman) [SHELL CONTENT] [ADVANCED LEVEL] [LEGACY] β€” An architectural exploration of executing a nested Linux VM directly within an OCI-compliant container managed by Podman. This setup leverages nested systemd instances, enabling engineers to package legacy system-level workloads, VMs, or multi-process service layers without full VM overhead. ### Container Engines @@ -42,6 +42,9 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Feature Highlights - **(2021)** [redhat.com: 5 Podman features to try now](https://www.redhat.com/en/blog/podman-features-1) [SHELL CONTENT] [COMMUNITY-TOOL] β€” Highlights five high-impact Podman features: systemd integration, rootless execution, pod support, multiple image store locations, and advanced CLI capabilities. It helps engineers adopt cloud-native features that bypass standard Docker runtime limitations. +#### Macos Integration + + - **(2022)** [redhat.com: How to replace Docker with Podman on a Mac, revisited](https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited) [SHELL CONTENT] [COMMUNITY-TOOL] β€” An updated architectural guide on replacing Docker Desktop with Podman on macOS. This revision covers modern updates to Podman Machine, performance-tuned mounting solutions, and port-forwarding schemes that simplify the developer experience on Apple Silicon. #### Nested Virtualization - **(2021)** [youtube: Podman in Podman (Running a container within a container)](https://www.youtube.com/watch?app=desktop&v=OcHRWaC5tvY&feature=youtu.be&ab_channel=RedHat) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” This architectural demonstration breaks down the security design patterns of nested virtualization, specifically running Podman within a Podman container (PinP). This technique allows unprivileged CI/CD pipelines to securely package and build OCI images without mounting the host system's root sockets, offering a safer alternative to Docker-in-Docker approaches. @@ -66,9 +69,6 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil - **(2021)** [wbhegedus.me: Configuring Podman for WSL2 🌟](https://wbhegedus.me/running-podman-on-wsl2) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A technical walkthrough detailing the configuration of rootless Podman within Windows Subsystem for Linux (WSL2) without reliance on proprietary wrapper interfaces. This setup walks through systemd activation inside WSL2, setting up UID mappings, and managing remote API endpoints for a lightweight development workstation. - **(2021)** [opensource.com: Get podman up and running on Windows using Linux](https://opensource.com/article/21/10/podman-windows-wsl) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A detailed manual on installing and running Podman inside a manual WSL2 Linux distribution on Windows. This approach provides a customizable developer environment, walking through network bridging, storage optimizations, and subUID file mapping configurations. -#### macOS Integration - - - **(2022)** [redhat.com: How to replace Docker with Podman on a Mac, revisited](https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited) [SHELL CONTENT] [COMMUNITY-TOOL] β€” An updated architectural guide on replacing Docker Desktop with Podman on macOS. This revision covers modern updates to Podman Machine, performance-tuned mounting solutions, and port-forwarding schemes that simplify the developer experience on Apple Silicon. ### Container Tooling #### Compose Comparison @@ -96,7 +96,7 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil - **(2021)** [fedoramagazine.org: Manage containers with Podman Compose](https://fedoramagazine.org/manage-containers-with-podman-compose) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” This resource reviews the configuration of Podman Compose, a Python-based utility developed to interpret YAML schemas and execute local multi-container groupings. While it functions as a lightweight alternative, live grounding highlights that modern enterprise setups prefer native Docker Compose with `podman.sock` compatibility due to its deeper feature coverage. ### Edge Orchestration -#### Auto-Updates and Rollbacks +#### Auto-updates and Rollbacks - **(2021)** [redhat.com: How to use auto-updates and rollbacks in Podman](https://www.redhat.com/en/blog/podman-auto-updates-rollbacks) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores Podman's automated container lifecycle features designed for distributed edge environments. By coordinating with registry tags and systemd health checks, Podman triggers zero-touch image updates and automatic rollback workflows if service validation tests fail. ### Graphical User Interfaces @@ -127,10 +127,10 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil - **(2019)** [RH Universal Base Image FAQ](https://developers.redhat.com/articles/ubi-faq) [COMMUNITY-TOOL] β€” A comprehensive FAQ resource answering technical queries regarding Red Hat UBI redistribution rights, support channels, and package installation configurations. Explains differences between standard, minimal, and micro base layers to help developers choose the right runtime footprint. ### Image Synthesis -#### BuildKit Integration +#### Buildkit Integration - **(2021)** [pythonspeed.com: Using Podman with BuildKit, the better Docker image builder 🌟](https://pythonspeed.com/articles/podman-buildkit) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An advanced technical guide exploring how to configure rootless Podman to work with BuildKit, the high-performance image compiler. This configuration combines BuildKit's aggressive layer caching and multi-stage build speed optimizations with Podman's secure, unprivileged execution profile for modern container pipelines. -#### Language-Specific Builders +#### Language-specific Builders - **(2022)** [blog.kubesimplify.com: Getting started with ko: A fast container image builder for your Go applications](https://blog.kubesimplify.com/getting-started-with-ko-a-fast-container-image-builder-for-your-go-applications) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Evaluates `ko`, an open-source image synthesis compiler built to package Go applications without requiring Docker or a local daemon. By compiling and pushing binaries directly to registries, it simplifies Go-based microservice shipping with built-in Software Bill of Materials (SBOM) generation. ### Industry Context @@ -138,7 +138,7 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Technical Discussions - **(2021)** [kubernetespodcast.com: Podman, with Daniel Walsh and Brent Baude](https://kubernetespodcast.com/episode/164-podman) [COMMUNITY-TOOL] β€” An interview featuring Podman's core creators, Daniel Walsh and Brent Baude, discussing the development of daemonless container engines. They detail the platform's architectural evolution, integration with local desktop managers, and its role as a secure foundation for Kubernetes microservices deployment. -### Infrastructure as Code +### Infrastructure As Code #### Ansible Automation @@ -202,7 +202,7 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Architectural Comparison - **(2019)** [inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla vs. Kata vs. Firecracker and more! 🌟](https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An elite technical taxonomy comparing standard container runtimes (runc, containerd) against secure micro-VM and sandbox hypervisors (Kata, Firecracker, Nabla). It explains execution isolation boundaries, hypervisor overhead, and performance implications across edge, multi-tenant, and classic enterprise workloads. -#### High-Level Engines +#### High-level Engines - **(2017)** [containerd.io](https://containerd.io) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official home page and core design documentation for the containerd runtime engine. It details the modular runtime API architecture, gRPC interfaces, client-side abstractions, and storage drivers that enable major cloud providers and local workstations to run containers at massive scale. #### Hypervisor-based Runtimes @@ -211,7 +211,7 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Kubernetes Integration (2) - **(2024)** [Kubernetes.io: Container runtimes](https://kubernetes.io/docs/setup/production-environment/container-runtimes) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The official Kubernetes documentation detailing installation and integration patterns for CRI-compliant container runtimes. It provides step-by-step production setup configurations for containerd and CRI-O, detailing necessary kernel parameters, socket configurations, and systemd driver alignments. -#### Low-Level Engines +#### Low-level Engines - **(2019)** [==crun==](https://github.com/containers/crun) ⭐ 3964 [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A high-performance, lightweight, and low-memory-footprint OCI runtime written completely in C. It serves as an ultra-fast alternative to Go-based runc, offering native support for advanced Linux features such as cgroups v2, user namespaces, and direct system call mapping. - **(2017)** [==Conmon==](https://github.com/containers/conmon) ⭐ 481 [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and managing attachment sockets while maintaining a negligible host resource overhead. @@ -221,17 +221,9 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil - **(2022)** [scrivano.org: the journey to speed up running OCI containers](https://scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An exceptional technical post investigating performance optimization avenues for OCI containers. It explores the historical startup bottlenecks of container initialization and deep dives into storage drivers, container startup phases, and runtime improvements inside tools like crun. ## Infrastructure -### Containerization (1) - -#### Image Building - - - **(2026)** [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Written by cloud-native expert Alex Ellis, this post explores build tools (such as BuildKit, Buildah, and Kaniko) that compile container images without relying on a local Docker daemon. It unpacks the benefits of using non-docker setups inside Kubernetes CI/CD runner environments, avoiding Docker-in-Docker (DinD) security compromises. It serves as an essential manual for modern cloud pipeline designs. -#### Runtimes (1) - - - **(2026)** [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” An architectural comparison analyzing the structural differences between Docker and Podman. It highlights Podman's daemonless, rootless-by-default execution model and explains how this design reduces security attack vectors compared to Docker's centralized daemon. It also details Podman's native support for pod-like multi-container groupings, easing transitions toward Kubernetes. ### Containers -#### Image Building (1) +#### Image Building - **(2021)** [developers.redhat.com: Getting started with Buildah](https://developers.redhat.com/blog/2021/01/11/getting-started-with-buildah) [N/A CONTENT] [LEGACY] β€” A comprehensive Red Hat Developers guide detailing the architectural transition from Dockerfile-based workflows to Buildah commands. It provides deep insights into script-driven image creation, showing engineers how to build nested filesystems directly inside OCI containers. The guide is highly practical for migrating complex legacy enterprise builds into lightweight Kubernetes-native deployment artifacts. #### Image Management @@ -240,11 +232,6 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Migration - **(2022)** [youtube: How to live without Docker for developers - Part 1 | Migration from Docker to Buildah and Podman](https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov) [N/A CONTENT] [COMMUNITY-TOOL] β€” A video-based tutorial guiding developers through migration from Docker to Podman and Buildah, detailing how to live without a daemon. It contrasts performance profiles, daemon socket vulnerabilities, and tool-chain integrations. Highly recommended for system architects looking to secure local environments and standardize on OCI-compliant developer workflows. -### Kernel - -#### Resource Allocation - - - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [C/BASH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A system-level deep dive explaining Linux control groups (cgroups v1/v2). Demonstrates how Kubernetes translates resource limits/requests in YAML manifests to cgroup system boundaries, enforcing CPU and memory quotas. ## Log Management and Diagnostics ### Command Line Tools @@ -259,21 +246,9 @@ description: "Top Container Managers resources for 2026, AI-ranked: podman, buil #### Podman Compose Integration - **(2021)** [developers.redhat.com: Using Podman Compose with Microcks: A cloud-native API mocking and testing tool](https://developers.redhat.com/blog/2021/04/22/using-podman-compose-with-microcks-a-cloud-native-api-mocking-and-testing-tool) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Demonstrates executing Microcks, a cloud-native API mocking and testing tool, with Podman Compose in unprivileged host environments. This integration enables developers to simulate OpenAPI, gRPC, and AsyncAPI services locally without the overhead or security risks of managing a complex virtualized Docker daemon. -## Platform - -### Container Engines (2) - -#### Daemonless Runtimes - - - **(2026)** [==podman==](https://podman.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Podman delivers a daemonless container engine framework for executing, managing, and building OCI containers. Rootless orchestration patterns are native to Podman, allowing seamless integration with Linux systemd configurations. -### Container Security - -#### OCI Builders - - - **(2026)** [==buildah==](https://buildah.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint of target images by keeping build tools outside the final layers. --- -πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) +πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) diff --git a/v2-docs/crossplane.md b/v2-docs/crossplane.md index 8b622cb0..02901f7e 100644 --- a/v2-docs/crossplane.md +++ b/v2-docs/crossplane.md @@ -9,9 +9,9 @@ description: "Curated, AI-ranked Crossplane resources for the 2026 Cloud Native !!! info "Architectural Context" Detailed reference for Crossplane. A Universal Control Plane API for Cloud Computing. Crossplane Workloads Definitions in the context of Hardened Infrastructure. -## GitOps and CICD +## CICD -### GitOps +### Gitops #### Methodologies @@ -25,19 +25,19 @@ description: "Curated, AI-ranked Crossplane resources for the 2026 Cloud Native ##### History - **(2019)** [Crossplane, a Universal Control Plane API for Cloud Computing](https://www.infoq.com/news/2019/01/upbound-crossplane) [AGNOSTIC CONTENT] [COMMUNITY-TOOL] β€” Features the initial release and architectural goals of Crossplane as a universal control plane API designed to transcend traditional Infrastructure as Code (IaC) architectures. Discusses the early-stage vision of running custom resource definitions in Kubernetes to manage heterogeneous cloud providers, establishing the foundation of modern Platform Engineering. -##### Infrastructure as Code +##### Infrastructure As Code - **(2026)** [crossplane.io](https://www.crossplane.io) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The official portal for Crossplane, a CNCF incubating framework that extends the Kubernetes API to manage external cloud infrastructure. By transforming Kubernetes clusters into universal control planes, Crossplane allows platform teams to orchestrate cloud databases, VPCs, and serverless resources using custom resources (CRDs) and declarative YAML, standardizing cloud platform automation. ##### Introduction - **(2021)** [symphony.is: Crossplane - The New Kid in Town](https://symphony.is/blog/crossplane---the-new-kid-in-town-) [AGNOSTIC CONTENT] [COMMUNITY-TOOL] β€” Provides a high-level overview of Crossplane's architectural architecture compared to traditional static provisioning tools like Terraform. Highlights the advantages of continuous reconciliation loops that prevent configuration drift and promote dynamic state enforcement across heterogeneous cloud infrastructures. -##### Platform-as-a-Service +##### Platform-as-a-service - **(2021)** [Crossplane: A Kubernetes Control Plane to Roll Your Own PaaS](https://thenewstack.io/crossplane-a-kubernetes-control-plane-to-roll-your-own-paas) [AGNOSTIC CONTENT] [COMMUNITY-TOOL] β€” Describes the strategic value proposition of leveraging Crossplane to design highly tailored, enterprise-grade internal Platform-as-a-Service (PaaS) engines. Explains how platform teams can abstract away raw cloud-provider APIs, presenting developers with simplified, customized APIs (Compositions) that ensure automated compliance and operational consistency. ##### Presentations - **(2021)** [Presentation: YAML your cloud](https://docs.google.com/presentation/d/1IZXCiQl_NUawHMvKJANCG2_LIBZseUpY-XyPjlghj9E/edit) [AGNOSTIC CONTENT] [COMMUNITY-TOOL] β€” A technical slide-deck detailing how to leverage Crossplane to declare cloud infrastructure purely using Kubernetes-native YAML. It covers custom resource definitions (CRDs), dynamic provider integration, resource composition layers, and best practices for architectural abstractions to decouple infrastructure definitions from vendor-specific formats. -##### RedHat OpenShift +##### Redhat Openshift - **(2020)** [Crossplane as an OpenShift Operator to manage and provision cloud-native services](https://blog.crossplane.io/crossplane-openshift-operator-cloud-native-services) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Documents the operational integration of Crossplane as a certified Red Hat OpenShift Operator. It highlights how Enterprise Platform Engineers can leverage OpenShift's native RBAC, security context constraints, and Operator Lifecycle Manager (OLM) to safely orchestrate multi-cloud infrastructure directly from Red Hat deployments, enabling compliant developer self-service. ##### Reference Architectures @@ -45,7 +45,7 @@ description: "Curated, AI-ranked Crossplane resources for the 2026 Cloud Native - **(2023)** [upbound/platform-ref-multi-k8s: Upbound's reference platform for multi-cloud' Kubernetes with Crossplane](https://github.com/upbound/platform-ref-multi-k8s) ⭐ 66 [YAML CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A blueprint repository illustrating standard compositions and platform-ref layouts for deploying multi-cloud Kubernetes clusters using Crossplane. Provides direct, working configurations for credential partitioning, identity federation, and modular configuration hierarchies that conform to the Upbound control plane architecture. --- -πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Devsecops](./devsecops.md) +πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [IaC](./iac.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/crunchydata.md b/v2-docs/crunchydata.md index 65b72870..75a81b69 100644 --- a/v2-docs/crunchydata.md +++ b/v2-docs/crunchydata.md @@ -13,7 +13,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p ### Python -#### Object-Relational Mapping +#### Object-relational Mapping - **(2021)** [info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Addresses the implementation limits of compound primary keys within Django ORM integration when using PostgreSQL. Explains mapping workarounds, schema-migration patterns, and clean architecture solutions. ## Architectural Foundations @@ -29,7 +29,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p ### GKE -#### PostgreSQL Operator +#### Postgresql Operator - **(2020)** [info.crunchydata.com: Deploying the PostgreSQL Operator on GKE](https://www.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible) [YAML CONTENT] [COMMUNITY-TOOL] β€” Teaches the deployment process of the Crunchy PostgreSQL Operator onto Google Kubernetes Engine (GKE) clusters using automated Ansible playbooks. Details storage class mappings and GKE-specific identity policies. ### Kubernetes Operators @@ -38,15 +38,15 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p - **(2018)** [Youtube: Crunchy PostgreSQL Operator for Kubernetes 3.4 Overview (2018)](https://www.youtube.com/watch?v=gaXlrlz7GVc) [NONE CONTENT] [COMMUNITY-TOOL] β€” Demonstration video analyzing Crunchy PostgreSQL Operator version 3.4 patterns. Focuses on dynamic scale-out configurations, primary-replica promotion mechanics, and native command-line interface (pgo CLI) structures. - **(2017)** [Youtube: Demo of Crunchy Data Postgres Operator v1.0.0 (2017)](https://www.youtube.com/watch?v=HX10WWTRiTY) [NONE CONTENT] [COMMUNITY-TOOL] β€” A historical video demonstration of the first public iteration (v1.0.0) of the Crunchy PostgreSQL Operator. Illustrates raw container deployments and early persistent volume claim configurations under primitive Kubernetes schemas. -#### Multi-Tenancy +#### Multi-tenancy - **(2020)** [thenewstack.io: Advanced Kubernetes Namespace Management with the PostgreSQL Operator 🌟](https://thenewstack.io/advanced-kubernetes-namespace-management-with-the-postgresql-operator) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyses advanced namespace orchestration patterns utilizing the Crunchy PostgreSQL Operator. Walks through configuring security boundaries and multi-tenant isolation policies across multiple database instances. -#### PostgreSQL Operator (1) +#### Postgresql Operator (1) - **(2020)** [info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](https://www.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3) [NONE CONTENT] [COMMUNITY-TOOL] β€” Release analysis profiling Crunchy PostgreSQL Operator v4.3. Highlights enhancements such as automated multi-namespace support, security context constraints, and integrated pgAdmin deployment patterns. - **(2020)** [postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟](https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086) [NONE CONTENT] [COMMUNITY-TOOL] β€” Community release documentation of Crunchy PostgreSQL Operator v4.5. Focuses on support configurations for PostgreSQL 13, pod custom annotations, and major Prometheus exporter stack upgrades. - **(2019)** [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0) [NONE CONTENT] [COMMUNITY-TOOL] β€” Archival post announcing the release of Crunchy PostgreSQL Operator v4.0. Highlights early custom resource design paradigms, scaling improvements, and the transition of core tasks toward Patroni and pgBackRest systems. -#### PostgreSQL Scaling +#### Postgresql Scaling - **(2019)** [opensource.com: Scaling PostgreSQL with Kubernetes Operators 🌟](https://opensource.com/article/19/2/scaling-postgresql-kubernetes-operators) [NONE CONTENT] [COMMUNITY-TOOL] β€” Explores the technical theory of the Kubernetes Operator pattern applied to database state management. Illustrates how operators capture advanced human tasks like database scaling, backups, and minor migrations. ### Kubernetes Storage @@ -54,7 +54,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p #### Rook Ceph - **(2021)** [info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Architectural integration review detailing the implementation of Rook Ceph storage solutions to back Crunchy PostgreSQL Operator deployments. Analyzes performance characteristics, scale configurations, and replication safety parameters. -### OpenShift +### Openshift #### High Availability @@ -62,10 +62,10 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p #### Operator Lifecycle Manager - **(2019)** [Youtube: OpenShift Meetup Tokyo #05 - Operator and Operator Lifecycle Manager on OpenShift (2019, openshift 4.1)](https://www.youtube.com/watch?v=X4vuktlK0Tg) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical deep dive from a Tokyo meetup illustrating deployment workflows with Operator Lifecycle Manager (OLM) on OpenShift 4.1. Describes package manifest curation and cross-namespace operator scheduling controls. -#### PostgreSQL Operator (2) +#### Postgresql Operator (2) - **(2020)** [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift) [SHELL CONTENT] [COMMUNITY-TOOL] β€” An identical operational reference detailing step-by-step procedures to provision PostgreSQL Operator 4.3 instances inside secure, multi-tenant OpenShift execution clusters. -### PostgreSQL +### Postgresql #### Backup and Recovery @@ -84,7 +84,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p ### Docker Swarm -#### PostgreSQL Deployment +#### Postgresql Deployment - **(2019)** [info.crunchydata.com: An Easy Recipe for Creating a PostgreSQL Cluster with Docker Swarm](https://www.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm) [YAML CONTENT] [COMMUNITY-TOOL] β€” Historical tutorial outlining containerized high-availability PostgreSQL configurations using Docker Swarm. Covers Swarm Secrets, internal routing, and environment setup paradigms. ## Data Infrastructure @@ -96,7 +96,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p - **(2021)** [blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky 8](https://www.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A duplicate guide mapping out Rocky Linux 8 operating system optimization, package registration, Kubeadm installation, and operator provisioning. It emphasizes disk partition strategies and container runtime configurations that ensure stable I/O performance (IOPS) required for heavy, production-grade stateful workloads. ### Database Operators -#### PostgreSQL (1) +#### Postgresql (1) ##### Backup and Recovery (1) @@ -112,7 +112,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p ##### Developer Experience - **(2021)** [blog.crunchydata.com: Announcing Postgres Container Apps: Easy Deploy Postgres Apps](https://www.crunchydata.com/blog/announcing-postgres-container-apps-easy-deploy-postgres-apps) [YAML CONTENT] [COMMUNITY-TOOL] β€” Introduces Postgres Container Apps, a set of templated blueprints designed to simplify database-backed service deployments on Kubernetes. Standard database integrations often suffer from environmental schema synchronization and secret-mounting failures. These starter packs align service-to-database interfaces, improving local debugging and automated delivery pipelines. -##### GitOps Implementation +##### Gitops Implementation - **(2021)** [info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes 🌟](https://www.crunchydata.com/blog/gitops-postgres-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Integrates declarative GitOps workflows (e.g., ArgoCD/Flux) with the Crunchy Postgres Operator on Kubernetes. Contrasting early manual operator deployments (Curator Insight) with modern automated synchronization loops (Live Grounding), this architecture pattern establishes highly auditable, automated database provisioning. This ensures database configuration and storage states reconcile transparently with git-defined manifests. ##### High Availability (2) @@ -121,7 +121,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p ##### Installation - **(2020)** [The PostgreSQL Operator Installer with kubectl](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/postgres-operator) [SHELL CONTENT] [LEGACY] β€” Documents installation paths for Crunchy PostgreSQL Operator v4.3.0, mapping Bash-based installations and Ansible playbooks. While highly detailed during early operator adoption (Curator Insight), these manual installation mechanisms and custom CLI commands have been deprecated in modern, helm-driven operator ecosystems (Live Grounding). It is retained only for historical system maintenance. -##### Multi-Cluster +##### Multi-cluster - **(2021)** [blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores deploying PostgreSQL clusters that span across multiple independent Kubernetes control planes. By configuring cross-cluster network routes, this design establishes highly resilient disaster recovery sites capable of handling total region outages. Live production systems frequently pair this multi-cluster layout with Service Meshes to guarantee secure cross-site database replication. ##### Packaging and CD @@ -158,9 +158,19 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p - **(2021)** [Announcing the Crunchy Data Developer Portal](https://www.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal) [NONE CONTENT] [COMMUNITY-TOOL] β€” Announces the launch of Crunchy Data's Developer Portal, serving as an educational hub for running open-source relational databases in containerized ecosystems. It aggregates reference architectures, security practices, and deployment templates. This resource helps bridge the technical gap between software developers and database administrators. - **(2021)** [Crunchy Data Developer Portal](https://www.crunchydata.com/developers) [NONE CONTENT] [COMMUNITY-TOOL] β€” Landing page of the Crunchy Data Developer Portal, providing direct access to technical documentation, integration guides, and training labs. Key modules focus on database scaling, backup retention policies, and high-availability configuration. It acts as a primary hands-on resource for teams transitioning database layers to Kubernetes. -## Database +## Database Migration -### PostgreSQL (2) +### Oracle To Postgres + +#### Data Architecture + + - **(2020)** [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [SQL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores schema migration assessments and planning parameters when shifting corporate workloads from Oracle to PostgreSQL. Compares PL/SQL compatibility concerns and procedural data processing workarounds. +#### Migration Tools + + - **(2021)** [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration) [PERL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deep architectural setup guide for the open-source ora2pg utility. Teaches migration assessment score compilation, dynamic PL/SQL function translation, and automated data copy operations. +## Databases + +### Postgresql (2) #### Data Ingestion @@ -171,6 +181,10 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p #### Database Administration (1) - **(2020)** [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Guides the deployment of pgAdmin4 web client panels alongside database clusters inside Kubernetes. Reviews network ingress definitions, volume mounts, and credential injection mechanics. + - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [SQL CONTENT] [COMMUNITY-TOOL] β€” Interactive tutorial on the utilization of native psql meta-commands to rapidly trace schema layouts, inspect index sizes, and generate database structure documentation directly via CLI commands. +#### Developer Tutorials + + - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [SQL CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Interactive educational portal offering structured developer exercises focused on core database engineering. Includes tasks on indexing optimizations, raw performance telemetry, and complex JSON data orchestration strategies in PostgreSQL. #### Enterprise Solutions - **(2026)** [crunchydata.com](https://www.crunchydata.com) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Corporate entry point for Crunchy Data, a driving force behind enterprise-hardened, fully open-source PostgreSQL. Represents a suite of production support, compliance validation patterns, and cloud-native integration tools. @@ -184,24 +198,15 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p - **(2021)** [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [SQL CONTENT] [COMMUNITY-TOOL] β€” Bridges developer workflows with DBA database troubleshooting techniques. Teaches query bottlenecks analysis, lock tracing, and execution performance optimizations using pg_stat_activity and pg_stat_statements. - **(2021)** [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads) [SQL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Advanced tuning walkthrough optimizing engine parameters for write-intensive database profiles. Guides custom values configurations for shared_buffers, max_wal_size, and write-ahead log parameters. -## Database Migration - -### Oracle to Postgres - -#### Data Architecture - - - **(2020)** [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [SQL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores schema migration assessments and planning parameters when shifting corporate workloads from Oracle to PostgreSQL. Compares PL/SQL compatibility concerns and procedural data processing workarounds. -#### Migration Tools - - - **(2021)** [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration) [PERL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deep architectural setup guide for the open-source ora2pg utility. Teaches migration assessment score compilation, dynamic PL/SQL function translation, and automated data copy operations. ## Observability -### PostgreSQL (3) +### Postgresql (3) #### Database Monitoring - **(2020)** [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes) [NONE CONTENT] [COMMUNITY-TOOL] β€” Details structural metric collection architectures for Kubernetes-hosted PostgreSQL. Describes the integration of specialized postgres_exporter containers to feed telemetry into Prometheus targets with visualized dashboard outputs. -#### Long-Term Storage + - **(2020)** [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Hands-on implementation guide for deploying a scalable monitoring architecture for PostgreSQL. Instructs on integrating postgres_exporter configurations, configuring Prometheus scrape pools, and importing Grafana analytics interfaces. +#### Long-term Storage - **(2020)** [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An introduction to using the Postgres Prometheus Adapter to store Prometheus time-series metrics. Covers performance metrics, schema structures, and remote-write configurations. ## Platform Security @@ -213,7 +218,7 @@ description: "Top Crunchydata resources for 2026, AI-ranked: crunchy-pgadmin4, p - **(2019)** [ref1](https://www.redhat.com/en/blog/understanding-service-accounts-sccs) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains OpenShift Service Accounts, Role-Based Access Control (RBAC), and Security Context Constraints (SCC). Understanding SCCs is vital when deploying complex operators that need custom security postures, such as stateful databases. This reference outlines how to grant specific system permissions safely, protecting multi-tenant clusters from security compromise. --- -πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md) +πŸ’‘ **Explore Related:** [NoSQL](./nosql.md) | [Yaml](./yaml.md) | [Databases](./databases.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/customer.md b/v2-docs/customer.md index 869fe307..92df1d9c 100644 --- a/v2-docs/customer.md +++ b/v2-docs/customer.md @@ -13,7 +13,7 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn ### Bioinformatics -#### High-Performance Computing +#### High-performance Computing - **(2022)** [==aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation Award==](https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Analyzes AstraZeneca's cloud-native molecular drug design framework, which earned an AWS Innovation Award. The architecture leverages AWS high-performance computing (HPC) and serverless batch processing to run massive, parallel virtual screenings and machine learning models. This scalable platform drastically reduces the time needed to evaluate candidate compounds, showcasing cloud infrastructure as a force multiplier in pharmaceutical research. ### DevOps and Automation @@ -46,7 +46,7 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn - **(2023)** [**hms.harvard.edu: Does AI Help or Hurt Human Radiologists’ Performance? It Depends on the Doctor**](https://hms.harvard.edu/news/does-ai-help-or-hurt-human-radiologists-performance-depends-doctor) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the human-AI interface within radiology, detailing how AI assistance does not universally improve diagnostics but depends on the doctor's specific expertise and the system's operational design. This research underscores that AI tools should not be deployed as absolute diagnostic arbiters but as contextual assistants, highlighting the need for UI/UX integration that exposes model confidence and reasoning paths. - **(2024)** [cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interview with Roberto Ardon, co-founder of Incepto Medical, framing the realistic capabilities and limitations of clinical AI deployment in European hospitals. Ardon discusses how AI should be engineered as a targeted productivity tool (e.g., reducing routine screening fatigue) rather than a replacement for human clinicians. It offers deep insights into market deployment, medical device certification, and data security hurdles. - **(2023)** [imperialbiosciencereview.wordpress.com: Redefining diagnostics: the integration of machine learning in medical imaging](https://imperialbiosciencereview.wordpress.com/2023/05/26/redefining-diagnostics-the-integration-of-machine-learning-in-medical-imaging-2) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive review of the algorithmic and pipeline mechanics behind machine learning integration in clinical imaging diagnostics. It covers key bottlenecks including image normalization, bounding-box annotations, model interpretability, and the challenge of adversarial attacks in clinical datasets. It serves as a great structural introduction to medical imaging ML architectures. -## Domain APIs +## Domain Apis ### Automotive @@ -62,13 +62,13 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn - **(2022)** [==falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging==](https://falco.org/about/case-studies/incepto-medical) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Shows how Incepto Medical leverages Falco to secure multi-tenant Kubernetes clusters processing highly-sensitive patient medical imaging. Falco detects anomalous runtime container activity, raw system calls, and unauthorized namespace access in real-time. This runtime instrumentation enables compliance with stringent medical data privacy regulations (e.g., GDPR, HIPAA) without introducing heavy performance overhead to GPU-intensive AI inference workloads. ### Container Platforms -#### Kubernetes at Scale +#### Kubernetes At Scale - **(2023)** [==infoworld.com: Why Mercedes-Benz runs on 900 Kubernetes clusters==](https://www.infoworld.com/article/2335723/why-mercedes-benz-runs-on-900-kubernetes-clusters.html) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details the architectural rationale behind Mercedes-Benz's deployment of over 900 highly-segregated Kubernetes clusters globally. To balance multi-tenancy risk, blast radius mitigation, and compliance across geographical boundaries, the engineering team opted for a fleet management model using declarative GitOps pipelines. This scale illustrates the operational viability of running numerous, small, purpose-built clusters instead of giant, complex, shared multi-tenant systems. - **(2023)** [==youtube: Keynote: 7 Years of Running Kubernetes for Mercedes-Benz - Jens Erat, Peter Mueller, Sabine Wolz==](https://www.youtube.com/watch?v=UmbjwSK9b3I) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A technical retrospective spanning seven years of operating Kubernetes clusters at Mercedes-Benz. The speakers share crucial architectural insights regarding cluster lifecycle automation, centralized telemetry, platform engineering organizational structures, and the evolution of their self-service developer platforms. It acts as an authoritative operational guide for deploying Kubernetes at enterprise scale. ### Edge Computing -#### GitOps Operations +#### Gitops Operations - **(2023)** [==thenewstack.io: How Deutsche Telekom Manages Edge Infrastructure with GitOps==](https://thenewstack.io/how-deutsche-telekom-manages-edge-infrastructure-with-gitops) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explores how Deutsche Telekom automates and manages thousands of highly-distributed edge infrastructure deployments using GitOps paradigms. By defining edge environments declaratively in Git and leveraging tools like Argo CD and Flux, they ensure consistency and zero-touch provisioning across heterogeneous telecom nodes. This architecture significantly minimizes manual field configurations and limits configuration drift. ### Open Source Software @@ -91,9 +91,14 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn ### Automotive Systems -#### Software-Defined Vehicles +#### Software-defined Vehicles - **(2023)** [xataka.com: El auge del coche elΓ©ctrico y autΓ³nomo se ha topado con otra barrera: el software. Volkswagen lo sabe bien](https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien) [SPANISH CONTENT] 🌟🌟🌟 [LEGACY] β€” Analyzes the structural and architectural software challenges faced by Volkswagen (specifically Cariad) during its transition to Electric Vehicles (EVs) and Autonomous Driving (AD). The analysis covers the friction between legacy hardware-centric development cycles and modern, unified software-defined platform architectures. It highlights how decoupled hardware/software layers are critical to avoiding catastrophic launch delays in complex distributed automotive systems. +### Data Management (1) + +#### Enterprise Migration + + - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates Williams Racing's historic reliance on Microsoft Excel for managing over 20,000 individual Formula 1 car components, and their subsequent modernization. The lack of relational integrity, collaborative concurrency, and historical audit trails in spreadsheets led to massive operational overhead and design desynchronization. This serves as a stark warning on the limits of "shadow IT" and the urgent necessity of database-backed configuration management databases (CMDBs). ### Industrial Engineering #### Hardware Integration @@ -104,7 +109,7 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn - **(2023)** [hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad de fabricaciΓ³n de sus coches elΓ©ctricos](https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html) [SPANISH CONTENT] 🌟🌟🌟 [LEGACY] β€” Examines Tesla's adaptation of W. Edwards Deming’s Total Quality Management (TQM) principles at the Shanghai Gigafactory under Tom Zhu. The article contrasts how focusing on systemic quality optimizations organically drives down production costs, refuting the legacy approach of prioritizing cost reduction at the expense of engineering refinement. This demonstrates how modern automated manufacturing lines mimic clean software deployment pipelines using feedback loops. ### Messaging Systems -#### Event-Driven Microservices +#### Event-driven Microservices - **(2023)** [==quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus==](https://quarkus.io/blog/decathlon-user-story) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Outlines Decathlon's development of VCStream, a high-throughput messaging platform built on Quarkus to optimize its global supply and value chain. Quarkus's sub-atomic, reactive execution model allowed Decathlon to dramatically reduce memory footprint and startup times compared to traditional Spring Boot setups. The architecture utilizes reactive streams and Kafka integrations to deliver real-time data synchronization at scale. ### Open Source Software (1) @@ -117,7 +122,7 @@ description: "Top Customer resources for 2026, AI-ranked: chaimeleon.eu, BMW Inn - **(2023)** [**thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects**](https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines four strategic motivations for Mercedes-Benz to sponsor open-source software. By funding critical up-stream components, the enterprise reduces technical debt, improves system security, attracts elite software engineering talent, and actively influences standard roadmaps. It provides a blueprint for enterprise open-source program offices (OSPOs) seeking to justify upstream contributions. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/databases.md b/v2-docs/databases.md index 5ba694d9..b05c2acf 100644 --- a/v2-docs/databases.md +++ b/v2-docs/databases.md @@ -35,11 +35,6 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2021)** [unifieddatascience.com: Data lake design patterns on google (GCP) cloud](https://www.unifieddatascience.com/data-lake-design-patterns-on-google-cloud) [N/A CONTENT] [COMMUNITY-TOOL] β€” Detailed reference architecture mapping design paths for deploying scalable data lakes inside Google Cloud Platform (GCP). Reviews Cloud Storage setups, BigQuery access schemas, and serverless ingestion patterns. ## Cloud Infrastructure -### FinOps - -#### Cost Optimization - - - **(2023)** [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight highlights Treblle’s architectural strategy for processing billions of API requests on AWS affordably. Live Grounding details how modern SaaS platforms leverage spot instances, API gateway caching, serverless scale-to-zero databases, and intensive performance profiling to decouple traffic volume from infrastructure costs. ### Market Trends #### Cloud Databases @@ -49,11 +44,11 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Kubernetes Operators -#### ClickHouse +#### Clickhouse - **(2024)** [==Altinity/clickhouse-operator==](https://github.com/Altinity/clickhouse-operator) ⭐ 2520 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The enterprise standard ClickHouse Operator developed by Altinity. Automates the deployment, provisioning, scaling, configuration, and monitoring of high-throughput columnar databases inside Kubernetes environments. - **(2021)** [==radondb/radondb-clickhouse-kubernetes==](https://github.com/radondb/radondb-clickhouse-kubernetes) ⭐ 86 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” RadonDB's legacy operator and integration configurations for orchestrating ClickHouse OLAP environments. Highly useful as a historic reference for custom columnar database operators. -#### MySQL +#### Mysql - **(2024)** [Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster](https://docs.percona.com/percona-operator-for-mysql/pxc/index.html) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official reference guide to deploying and managing high-availability Percona XtraDB Clusters on Kubernetes. Provides programmatic automation for zero-downtime upgrades, secure backup routines, node discovery, and automatic recovery protocols. #### Redis @@ -62,27 +57,11 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Secrets Management - **(2021)** [percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github](https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github) [YAML CONTENT] [COMMUNITY-TOOL] β€” Demonstrates security pipelines for managing MongoDB database credentials inside GitHub. Automates deployment configurations securely through GitOps, injecting secrets directly to Percona Kubernetes Operator instances. -## Cloud Native Infrastructure - -### Observability - -#### Prometheus - -##### Database Monitoring - - - **(2020)** [tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [SQL CONTENT] [COMMUNITY-TOOL] β€” A technical integration guide on monitoring ClickHouse database clusters with Prometheus and Grafana. It details how to enable ClickHouse's native Prometheus metrics exporter in config.xml, configures Prometheus to scrape ClickHouse metrics, and reviews visualization dashboards. -## Cloud-Native Design +## Cloud-native Design ### Architecture Patterns - **(2022)** [blog.yugabyte.com: Are Stored Procedures and Triggers Anti-Patterns in the Cloud Native World?](https://blog.yugabyte.com/are-stored-procedures-and-triggers-anti-patterns-in-the-cloud-native-world) [CONCEPTUAL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines stored procedures and database triggers in cloud-native microservice topologies. Warns against architectural coupling and operational performance bottlenecks, advocating for stateless application logic to preserve horizontal scalability. -## Cloud-Native Infrastructure - -### Infrastructure Provisioning - -#### Kubernetes Operators (1) - - - **(2022)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) [YAML/GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the paradigm shift of utilizing Kubernetes-native custom resource definitions (CRDs) and operators to provision external cloud resources (such as AWS ACK, GCP Config Connector, and Azure Service Operator). This declarative Infrastructure-as-Code pattern replaces external Terraform runs with continuous control loops inside the cluster. (Live Grounding: Standardizes management under unified Kubernetes control planes, resolving out-of-band drifts). ## Data Analytics ### Real-time Analytics @@ -95,34 +74,29 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Data Analytics Engine - **(2021)** [opensource.com: Make your data boss-friendly with EDA - Enterprise Data Analytics](https://opensource.com/article/21/4/visualize-data-eda) [N/A CONTENT] [COMMUNITY-TOOL] β€” A guide on employing Enterprise Data Analytics (EDA) configurations to design executive-friendly dashboards, translating complex transactional data queries into clear, actionable business telemetry visualizations. -## Data Operations +## Data On Kubernetes -### DataOps - - - **(2022)** [thenewstack.io: The Benefits and Drawbacks of DataOps in Practice](https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice) [CONCEPTUAL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Explores the practical benefits and deployment drawbacks of DataOps. Outlines continuous integration strategies for analytical workflows, database schema migration safety, automated validation testing, and orchestrating massive data pipelines. -## Data on Kubernetes - -### DBaaS - -#### Enterprise RedHat - - - **(2021)** [cloud.redhat.com: Simplifying Database Cloud Service Access](https://www.redhat.com/en/blog/simplifying-database-cloud-service-access) [COMMUNITY-TOOL] [GUIDE] β€” Details standard patterns for binding external managed cloud databases to Kubernetes workloads. Highlights the Service Binding Operator specification, simplifying secret delivery, and enforcing secure connection parameters. -#### Internal Mechanics - - - **(2021)** [percona.com: DBaaS on Kubernetes: Under the Hood 🌟](https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep-dive analysis of the architecture behind running custom, private Database-as-a-Service platforms inside a Kubernetes environment. Demonstrates automated provisioning, high availability clustering, and backup pipelines through Percona's open-source database operators. ### Data Governance #### Infrastructure - **(2022)** [thenewstack.io: What Is Data Management in the Kubernetes Age?](https://thenewstack.io/what-is-data-management-in-the-kubernetes-age) [COMMUNITY-TOOL] β€” Redefines how data management must adapt to the API-first, declarative paradigm of Kubernetes. Highlights key criteria including multi-cloud data transportability, self-healing database engines, and policy-driven backups. +### Dbaas + +#### Enterprise Redhat + + - **(2021)** [cloud.redhat.com: Simplifying Database Cloud Service Access](https://www.redhat.com/en/blog/simplifying-database-cloud-service-access) [COMMUNITY-TOOL] [GUIDE] β€” Details standard patterns for binding external managed cloud databases to Kubernetes workloads. Highlights the Service Binding Operator specification, simplifying secret delivery, and enforcing secure connection parameters. +#### Internal Mechanics + + - **(2021)** [percona.com: DBaaS on Kubernetes: Under the Hood 🌟](https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep-dive analysis of the architecture behind running custom, private Database-as-a-Service platforms inside a Kubernetes environment. Demonstrates automated provisioning, high availability clustering, and backup pipelines through Percona's open-source database operators. ### Disaster Recovery -#### Enterprise RedHat (1) +#### Enterprise Redhat (1) - **(2021)** [cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery Made Easy with Annette Clewett (Red Hat) and Andrew L'Ecuyer (Crunchy Data)](https://www.redhat.com/en/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An expert briefing on constructing bulletproof disaster recovery pipelines for PostgreSQL databases hosted inside OpenShift. Showcases multi-region replication strategies, off-site storage configurations, and seamless failovers. ### Distributed Systems -#### ShardingSphere +#### Shardingsphere - **(2022)** [infoq.com: Create Your Distributed Database on Kubernetes with Existing Monolithic Databases](https://www.infoq.com/articles/kubernetes-databases-apache-sharding-sphere) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An implementation guide for modernizing monolithic databases into highly distributed, sharded databases using Apache ShardingSphere on Kubernetes. Outlines high-performance read-write splitting, data sharding strategies, and state orchestration. ### Enterprise Databases @@ -130,7 +104,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Future Trends - **(2021)** [thenewstack.io: Kubernetes Will Revolutionize Enterprise Database Management](https://thenewstack.io/kubernetes-will-revolutionize-enterprise-database-management) [COMMUNITY-TOOL] β€” Examines the systemic shift toward automated multi-cloud database topologies managed exclusively by Kubernetes. Outlines standard enterprise savings, compliance, and rapid multi-tenant provisioning strategies. -### Kubernetes Operators (2) +### Kubernetes Operators (1) #### Standards @@ -153,7 +127,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Operations - **(2021)** [sqlshack.com: SQL Database on Kubernetes: Considerations and Best Practices 🌟](https://www.sqlshack.com/sql-database-on-kubernetes-considerations-and-best-practices) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Provides actionable guidance on running relational workloads inside container orchestration layers. Outlines patterns for configuring StateSet controllers, choosing fast storage classes, and applying anti-affinity rules to enforce cluster high availability. -#### PostgreSQL +#### Postgresql - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” Examines why PostgreSQL is standardizing on Kubernetes. Explains how the Crunchy Data PostgreSQL Operator implements high availability, automated back-ups, pgBackRest integration, and localized failovers for microservice application stacks. ### Stateful Architecture (1) @@ -167,13 +141,11 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### History - **(2021)** [thenewstack.io: Databases β€” Finally β€” Get Containerized](https://thenewstack.io/databases-finally-get-containerized) [COMMUNITY-TOOL] β€” Reviews the technological shift from simple stateless containerized microservices to orchestrating complex distributed database engines on Kubernetes using persistent storage interfaces (CSI) and local persistent volumes. -## Database +## Data Operations -### PostgreSQL (1) +### Dataops -#### Database Administration - - - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [SQL CONTENT] [COMMUNITY-TOOL] β€” Interactive tutorial on the utilization of native psql meta-commands to rapidly trace schema layouts, inspect index sizes, and generate database structure documentation directly via CLI commands. + - **(2022)** [thenewstack.io: The Benefits and Drawbacks of DataOps in Practice](https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice) [CONCEPTUAL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Explores the practical benefits and deployment drawbacks of DataOps. Outlines continuous integration strategies for analytical workflows, database schema migration safety, automated validation testing, and orchestrating massive data pipelines. ## Database and Storage Management ### Data Administration @@ -191,11 +163,6 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Engineering Essentials - **(2022)** [architecturenotes.co: Things You Should Know About Databases](https://architecturenotes.co/p/things-you-should-know-about-databases) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A high-density masterclass on database internals. Provides clear, deeply visual breakdowns of write-ahead logs (WAL), transaction isolation levels, indexing data structures (B-Trees vs LSM Trees), and database buffer pools. -### DBaaS (1) - -#### Market Trends (2) - - - **(2021)** [thenewstack.io: Database-as-a-Service: A Key Technology for Agile Growth](https://thenewstack.io/database-as-a-service-a-key-technology-for-agile-growth) [COMMUNITY-TOOL] β€” Investigates how the adoption of cloud-native DBaaS increases deployment velocity for modern, distributed engineering organizations by abstracting routine scaling and maintenance behind APIs. ### Data Storage #### Core Concepts (1) @@ -214,6 +181,11 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper #### Selection Guide - **(2021)** [towardsdatascience.com: SQL vs. NoSQL: How to Select from 12 Database Types 🌟🌟](https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106) [COMMUNITY-TOOL] β€” A high-density taxonomic guide that compares 12 distinct database variants including relational, document, key-value, graph, time-series, and ledger systems, mapping performance characteristics to concrete transactional use cases. +### Dbaas (1) + +#### Market Trends (2) + + - **(2021)** [thenewstack.io: Database-as-a-Service: A Key Technology for Agile Growth](https://thenewstack.io/database-as-a-service-a-key-technology-for-agile-growth) [COMMUNITY-TOOL] β€” Investigates how the adoption of cloud-native DBaaS increases deployment velocity for modern, distributed engineering organizations by abstracting routine scaling and maintenance behind APIs. ### Distributed Systems (1) #### Core Concepts (2) @@ -253,19 +225,12 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Migrations - **(2024)** [==SHMIG==](https://github.com/mbucc/shmig) ⭐ 474 [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A minimalist Shell-based database migration utility. Designed to remain programming-language agnostic, it manages schema evolutionary steps and structured rollbacks executing plain raw SQL scripts. -## DevOps - -### CI-CD Pipelines - -#### Fundamentals - - - **(2022)** [cloudbees.com: Key Components of a CI/CD Pipeline](https://www.cloudbees.com/blog/ci-cd-pipeline) [COMMUNITY-TOOL] β€” Breaks down core structural parts of pipeline delivery workflows. Details standard roles for source version managers, build runtimes, package registries, and staging environments. ## Distributed SQL ### APIs - **(2021)** [dev.to: REST Data Service on YugabyteDB / PostgreSQL](https://dev.to/yugabyte/rest-data-service-on-yugabytedb-postgresql-5f2h) [JAVA CONTENT] [COMMUNITY-TOOL] β€” A detailed walk-through demonstrating how to configure and deploy a high-throughput REST data microservice backed by YugabyteDB's PostgreSQL-compatible distributed SQL core. Bridges database replication and horizontally scalable API development patterns. -### CockroachDB +### Cockroachdb - **(2025)** [Cockroach](https://www.cockroachlabs.com/docs/stable/kubernetes-overview) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Official engineering design blueprint for executing CockroachDB on Kubernetes. Details multi-active master clustering, Raft consensus mechanics, anti-entropy processes, and seamless horizontal write scaling utilizing Kubernetes orchestration primitives. ## Graph Databases @@ -276,7 +241,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### ORM - **(2021)** [==SQErzo: Tiny ORM for Graph databases==](https://github.com/BBVA/sqerzo) ⭐ 35 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] β€” An experimental, lightweight ORM library for Graph databases developed by BBVA. While highly interesting for research, it exhibits low active maintenance and is kept primarily as an architectural design reference. -## In-Memory +## In-memory ### Distributed Systems (2) @@ -285,25 +250,25 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Container Orchestration -#### Data on Kubernetes (1) +#### Data On Kubernetes (1) - **(2022)** [thenewstack.io: Data on Kubernetes: The Next Frontier](https://thenewstack.io/data-on-kubernetes-the-next-frontier) [CONCEPTUAL CONTENT] [COMMUNITY-TOOL] β€” Tracks the expansion of the 'Data on Kubernetes' (DoK) movement. Highlights how native operator progress and persistent storage plugins are enabling enterprise organizations to containerize databases, stream analytics, and run ML model pipelines directly on K8s clusters. - **(2022)** [cloud.google.com: To run or not to run a database on Kubernetes - What to consider](https://cloud.google.com/blog/products/databases/to-run-or-not-to-run-a-database-on-kubernetes-what-to-consider) [CONCEPTUAL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Google Cloud's decision matrix for running database structures on Kubernetes. Compares managed SaaS vs. native GKE container deployments, outlining networking, storage IOPS, recovery, and failover topologies. - **(2018)** [threadreaderapp.com: Kelsey Hightower: "Kubernetes has made huge improvements in the ability to run stateful workloads including databases and message queues, but I still prefer not to run them on Kubernetes" 🌟](https://threadreaderapp.com/thread/963413508300812295.html) [CONCEPTUAL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Kelsey Hightower's historical analysis on running stateful databases inside Kubernetes. While operator maturity has improved significantly, the core operational warning remains relevant: separating state from compute minimizes platform complexity and failure domain blast radius. -#### GitOps +#### Gitops - **(2022)** [percona.com: MySQL on Kubernetes with GitOps 🌟](https://www.percona.com/blog/mysql-on-kubernetes-with-gitops) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Percona's technical case study on deploying MySQL clusters inside Kubernetes using GitOps pipelines. Connects ArgoCD or Flux workflows with declarative Percona Operators to automate database replication topologies. -#### Kubernetes Operators (3) +#### Kubernetes Operators (2) - **(2024)** [kubedb.com](https://kubedb.com) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical review of KubeDB, an operator platform for automating databases on Kubernetes. Highlights declarative management of clustering, scheduling backups, and schema updates across multiple database engines (PostgreSQL, MySQL, MongoDB). -#### MySQL Operators +#### Mysql Operators - **(2024)** [Moco](https://cybozu-go.github.io/moco) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Introduction to Cybozu's Moco, a highly resilient, modern Go-written MySQL operator for Kubernetes. Focuses on cluster setups, fast failover mechanics, and maintaining an extremely small operational footprint. - **(2021)** [tusacentral.com: MySQL on Kubernetes demystified](https://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes-demystified) [CONCEPTUAL CONTENT] [COMMUNITY-TOOL] β€” Demystifies MySQL container orchestration inside Kubernetes. Details local storage access, stateful set configuration, service discovery networks, and high-availability design constraints. -#### PostgreSQL HA +#### Postgresql HA - **(2023)** [devopscube.com: How to Deploy PostgreSQL Statefulset in Kubernetes With High Availability](https://devopscube.com/deploy-postgresql-statefulset) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive architectural guide to deploying a highly available PostgreSQL cluster on Kubernetes using standard StatefulSets. Covers headless services, persistent volume claims, replica configurations, and health probes. -#### PostgreSQL Operators +#### Postgresql Operators - **(2023)** [blog.flant.com: Comparing Kubernetes operators for PostgreSQL](https://palark.com/blog/comparing-kubernetes-operators-for-postgresql) [CONCEPTUAL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive comparison of major Postgres operators for Kubernetes, including Crunchy Data, Zalando, and CloudNativePG. Evaluates failover metrics, backup reliability, upgrade safety, and overall complexity. #### State Management @@ -311,15 +276,15 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2023)** [xenonstack.com: Stateful and Stateless Applications Best Practices and Advantages](https://www.xenonstack.com/insights/stateful-and-stateless-applications) [CONCEPTUAL CONTENT] [COMMUNITY-TOOL] β€” A foundational comparison of stateful vs. stateless application lifecycles. Discusses container orchestration challenges, dynamic volume provisioning, storage performance targets, and state management trends for scalable distributed networks. ### Enterprise Kubernetes -#### OpenShift Databases +#### Openshift Databases - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CONCEPTUAL CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” Red Hat's structured criteria for running stateful production databases on OpenShift. Discusses storage tier performance, native high-availability architectures, and operator patterns to ensure robust containerized database operations. -### Infrastructure as Code +### Infrastructure As Code #### Terraform Database Ops - **(2022)** [cockroachlabs.com: Automated database operations with Terraform](https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform) [HCL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates utilizing HashiCorp Terraform to automate CockroachDB configurations, database creation, user permissions, and deployment topologies. Standardizes declarative infrastructure-as-code patterns across production database deployments. -### PostgreSQL HA (1) +### Postgresql HA (1) #### Kubernetes Operations @@ -333,12 +298,12 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2025)** [==Spilo: HA PostgreSQL Clusters with Docker==](https://github.com/zalando/spilo) ⭐ 1839 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spilo is Zalando's container image bundling PostgreSQL, Patroni, pgBackRest, and WAL-E/WAL-G. Built for mission-critical production reliability, it serves as the stable, standard database core for the Zalando Postgres Operator. ## Kubernetes Workloads -### CICD Pipelines +### CICD #### Database Migrations - **(2020)** [andrewlock.net: Running database migrations when deploying to Kubernetes 🌟](https://andrewlock.net/deploying-asp-net-core-applications-to-kubernetes-part-7-running-database-migrations) [COMMUNITY-TOOL] [GUIDE] β€” A detailed deployment blueprint focusing on the execution of schema migrations within ASP.NET Core and relational databases inside Kubernetes. Critically compares using Kubernetes Jobs, Init Containers, and application bootstrap processes for migrations. -## MySQL (1) +## Mysql (1) ### Migration @@ -353,7 +318,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2021)** [freecodecamp.org: How to Get Started with PysonDB](https://www.freecodecamp.org/news/how-to-get-started-with-pysondb) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Introductory guide to PysonDB, a lightweight file-based database engine that stores schema payloads as structured JSON files. Best utilized for simple micro-application development, scripting, and testing prototypes. ## OLAP -### ClickHouse (1) +### Clickhouse (1) - **(2026)** [clickhouse.com](https://clickhouse.com) [C++ CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Main documentation site for ClickHouse, the high-performance columnar relational database engine optimized for massive real-time analytical queries (OLAP). Highlights vectorized execution paths and extreme compression. ### Kubernetes @@ -362,19 +327,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Real-time Analytics (1) - **(2025)** [Apache Druid](https://druid.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Main documentation repository for Apache Druid, a real-time analytical database optimized for sub-second ad-hoc queries over massive streaming event data volumes. Standard core utility for streaming platforms. -## Observability (1) - -### Distributed Storage - -#### VictoriaMetrics - - - **(2024)** [VictoriaMetrics](https://victoriametrics.com) [GO CONTENT] [COMMUNITY-TOOL] β€” Official site of VictoriaMetrics, an extremely fast and cost-effective TSDB solution. Widely used as a drop-in replacement for Prometheus storage owing to high compression ratios and out-of-the-box cluster scalability. -### PostgreSQL (2) - -#### Database Monitoring (1) - - - **(2020)** [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Hands-on implementation guide for deploying a scalable monitoring architecture for PostgreSQL. Instructs on integrating postgres_exporter configurations, configuring Prometheus scrape pools, and importing Grafana analytics interfaces. -## PostgreSQL (3) +## Postgresql (1) ### Alternative Paradigms @@ -388,7 +341,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Backups - **(2024)** [==orgrim/pg_back: Simple backup tool for PostgreSQL==](https://github.com/orgrim/pg_back) ⭐ 563 [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A simple CLI automation utility for backing up PostgreSQL databases. Features structured schema and data exports, customizable compression, automated backup retention sweeps, and cron-friendly integration configurations. -### Database Administration (1) +### Database Administration - **(2021)** [percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [SQL CONTENT] [COMMUNITY-TOOL] β€” Analyzes the performance impact of indexing foreign keys in PostgreSQL. Evaluates join performance, query plans, and lock contention during parent table updates to optimize schema write throughput. ### Database Architecture (1) @@ -400,7 +353,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Extensions - **(2024)** [==percona/pg_stat_monitor==](https://github.com/percona/pg_stat_monitor) ⭐ 581 [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Percona's advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan analysis, and granular resource utilization metrics. -### Fundamentals (1) +### Fundamentals - **(2021)** [towardsdatascience.com: Practical Introduction to PostgreSQL](https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e) [SQL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Introductory guide to PostgreSQL. Covers basic architecture, core relational operations, basic optimization, and index configurations, providing a clean onboarding path for engineers. ### Kubernetes (1) @@ -425,7 +378,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### System Tuning - **(2021)** [percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL](https://www.percona.com/blog/out-of-memory-killer-or-savior) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” System-level guide on adjusting Linux Out-Of-Memory (OOM) Killer settings for PostgreSQL. Details kernel parameters and systemd overrides to prevent the OS from terminating core database services during memory spikes. -### TypeORM Integration +### Typeorm Integration - **(2021)** [wanago.io: Creating views with PostgreSQL](https://wanago.io/2021/12/06/views-postgresql-typeorm) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” A pragmatic tutorial outlining standard practices for creating database views inside PostgreSQL using Node.js and TypeORM. Demonstrates schema definitions, migration integrations, and abstract query isolation techniques to separate persistence concerns from application business logic. ## Query Languages @@ -444,17 +397,17 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper ### Database Drivers - **(2020)** [thenewstack.io: Maria DB Gets Reactive with a Non-Blocking Connector for Java](https://thenewstack.io/maria-db-gets-reactive-with-a-non-blocking-connector-for-java) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores MariaDB's reactive Java driver. Details how non-blocking I/O operations and asynchronous connections improve database throughput in highly concurrent microservice runtimes. -### Git-for-Data +### Git-for-data - **(2026)** [==github.com/dolthub/dolt==](https://github.com/dolthub/dolt) ⭐ 23422 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data management pipelines. ### Local Development (1) - **(2022)** [thenewstack.io: Deploy MySQL and phpMyAdmin with Docker](https://thenewstack.io/deploy-mysql-and-phpmyadmin-with-docker) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Practical tutorial for setting up local developer environments with Docker Compose. Pairs a standard MySQL instance with phpMyAdmin for rapid schema prototyping and database visualization. -### MySQL Features +### Mysql Features - **(2023)** [blog.eduguru.in: mysql create index on table](https://blog.eduguru.in/mysql-2/mysql-create-index-on-table) [SQL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Detailed guide on index creation mechanics inside MySQL. Focuses on planning, key-length constraints, B-tree index structures, and avoiding table lock scenarios during schema operations. - **(2021)** [vladmihalcea.com: MySQL JSON_TABLE – Map a JSON object to a relational database table](https://vladmihalcea.com/mysql-json-table) [SQL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deconstructs MySQL's JSON_TABLE function, mapping unstructured JSON documents directly into tabular SQL formats. Explores query execution performance, index optimization options, and hybrid schemaless architectural patterns inside traditional relational systems. -### MySQL Optimization +### Mysql Optimization - **(2021)** [percona.com: MySQL 101: Parameters to Tune for MySQL Performance](https://www.percona.com/blog/mysql-101-parameters-to-tune-for-mysql-performance) [SQL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Percona's MySQL tuning guide focusing on key memory and I/O parameters. Explains optimizing parameters like innodb_buffer_pool_size, max_connections, and thread cache limits to handle massive query volumes. ## SQL @@ -508,10 +461,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2023)** [geeksforgeeks.org: Best Practices for SQL Query Optimization](https://www.geeksforgeeks.org/sql/best-practices-for-sql-query-optimizations) [SQL CONTENT] [COMMUNITY-TOOL] β€” Architectural guide outlining core strategies for relational query optimization. Highlights planning optimization via EXPLAIN plans, index selection logic, partition tuning, and the avoidance of common performance-draining database queries. ## SQL Server -### Backup Administration - - - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates native PowerShell script templates to automate Microsoft SQL Server backups. Offers a valuable guide for planning traditional database state transitions into hybrid Kubernetes clusters. -### DevOps (1) +### DevOps - **(2022)** [devblogs.microsoft.com: DevOps for Azure SQL 🌟](https://devblogs.microsoft.com/azure-sql/devops-for-azure-sql) [CONCEPTUAL CONTENT] [COMMUNITY-TOOL] β€” Practical DevOps pipeline patterns for Azure SQL. Outlines dynamic deployment workflows using GitHub Actions and Azure DevOps to coordinate declarative state synchronizations matching app changes. ### Enterprise Deployment @@ -539,7 +489,7 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2024)** [==DATA-DOG/go-sqlmock==](https://github.com/DATA-DOG/go-sqlmock) ⭐ 6554 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly adopted SQL mock library for Golang designed to mock standard database/sql/driver behaviors. Facilitates robust database interaction testing without spinning up active infrastructure engines. ## Storage and Data -### Data on Kubernetes (2) +### Data On Kubernetes (2) #### Industry Research @@ -551,27 +501,17 @@ description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Oper - **(2021)** [informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?](https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-) [COMMUNITY-TOOL] β€” Examines the benefits and execution risks of incorporating schema migrations and database state configurations into CI/CD pipelines. Discusses tools like Liquibase and Flyway to version-control structural changes alongside software deployments. This integration reduces deployment mismatches and prevents manual database drift. ### Database Operators -#### Crunchy PostgreSQL +#### Crunchy Postgresql - **(2023)** [Crunchy Data PostgreSQL Operator](https://nubenetes.com/crunchydata/) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms. -## System Architecture - -### Data Management - -#### Enterprise Migration - - - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates Williams Racing's historic reliance on Microsoft Excel for managing over 20,000 individual Formula 1 car components, and their subsequent modernization. The lack of relational integrity, collaborative concurrency, and historical audit trails in spreadsheets led to massive operational overhead and design desynchronization. This serves as a stark warning on the limits of "shadow IT" and the urgent necessity of database-backed configuration management databases (CMDBs). -## Time-Series +## Time-series ### Architecture (1) - **(2021)** [thenewstack.io: You Don’t Need a Blockchain, You Need a Time-Series Database](https://thenewstack.io/you-dont-need-a-blockchain-you-need-a-time-series-database) [N/A CONTENT] [COMMUNITY-TOOL] β€” An analytical architectural article arguing against the systemic misuse of blockchain technologies for transactional audit logging. Demonstrates that time-series databases provide equivalent historic immutability, superior indexing speed, and scalable writes. -### VictoriaMetrics (1) - - - **(2024)** [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” Technical feature overview covering VictoriaMetrics and VictoriaLogs updates, focusing on dynamic retention strategies, ingestion enhancements, storage footprint reduction, and custom query language performance. --- -πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Crunchydata](./crunchydata.md) +πŸ’‘ **Explore Related:** [NoSQL](./nosql.md) | [Yaml](./yaml.md) | [Crunchydata](./crunchydata.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/demos.md b/v2-docs/demos.md index 2a6e6c70..603acac2 100644 --- a/v2-docs/demos.md +++ b/v2-docs/demos.md @@ -1,5 +1,5 @@ --- -description: "Top Demos resources for 2026, AI-ranked: SdkMan, OpenShift AI Examples and more β€” curated Cloud Native tools, guides and references." +description: "Top Demos resources for 2026, AI-ranked: Developer Sandbox, SdkMan and more β€” curated Cloud Native tools, guides and references." --- # DevOps Demos. Boilerplates/Samples, Tutorials and Screencasts @@ -13,21 +13,21 @@ description: "Top Demos resources for 2026, AI-ranked: SdkMan, OpenShift AI Exam - [trstringer.com: Deploy to AKS Using a Managed Identity from a GitHub Actions' Self-Hosted Runner 🌟](https://trstringer.com/deploy-to-aks-from-github-actions-self-hosted) [COMMUNITY-TOOL] -## AI and Machine Learning Enterprise AI Keynote Summaries +## AI And Machine Learning Enterprise AI Keynote Summaries - **(2026)** [**Catch up on 12 major I/O 2026 moments**](https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” Curator Insight: This video index serves as an essential summary of Google's major infrastructure and platform updates for developers tracking 2026 architectural trends. Live Grounding: The 12 segments cover core product releasesβ€”including Gemini Spark agents and Gemini 3.5 Flashβ€”providing high-density, accessible references to support cloud platform strategic decisions. -## AI and Machine Learning Multimodal Models Gemini Ecosystem +## AI And Machine Learning Multimodal Models Gemini Ecosystem - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: These benchmark videos establish reference performance capabilities for Google's latest multimodal models in complex real-time environments. Live Grounding: The 9 distinct demos present low-latency, real-world execution of Gemini Omni and 3.5 Flash, emphasizing rapid voice-to-video reasoning, contextual search, and high-density API call efficiency. ## Application Architecture -### Event-Driven +### Event-driven -#### GraphQL +#### Graphql - **(2021)** [hasura.io: A Simple, Realtime, Event Driven Architecture with QR Codes](https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” Demonstrates the construction of a real-time QR generation microservice using Hasura's instant GraphQL engine and PostgreSQL event triggers. Illustrates stateless serverless handlers reacting to database write mutations in real-time. ## Application Delivery @@ -37,9 +37,9 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Red Hat Fuse - **(2021)** [developers.redhat.com: Message broker integration made simple with Red Hat Fuse](https://developers.redhat.com/blog/2021/01/08/message-broker-integration-made-simple-with-red-hat-fuse) [JAVA CONTENT] [LEGACY] β€” Explores enterprise application integration patterns (EIP) utilizing Red Hat Fuse. Translates message formats, routes real-time data pipelines, and interfaces legacy middleware brokers with modern cluster queues. -### CICD Pipelines +### CICD -#### Multi-Cluster Deployments +#### Multi-cluster Deployments - **(2020)** [alesnosek.com: CI/CD Pipeline Spanning Multiple OpenShift Clusters (jenkins & tekton)](https://alesnosek.com/blog/2020/06/30/ci-slash-cd-pipeline-spanning-multiple-openshift-clusters) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes the architecture of CI/CD pipelines running across multiple isolated OpenShift environments. Contrasts Jenkins and Tekton setups, proposing patterns for safe environment transition and credential management. #### Tekton Pipelines @@ -62,7 +62,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Docker - **(2021)** [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example) [DOCKERFILE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Practical walkthrough demonstrating how to construct secure, optimized, and multi-staged Dockerfiles. Discusses layer caching optimizations, base-image selection (e.g., Alpine vs. Debian), and security isolation options. (Live Grounding: Standard foundational knowledge that remains critical for building minimal, vulnerable-free runtime containers). -#### Self-Hosted Apps +#### Self-hosted Apps - **(2024)** [Mautic](https://github.com/mautic/docker-mautic) [DOCKERFILE/SHELL CONTENT] [LEGACY] β€” Official Docker container setups for deploying Mautic, an open-source marketing automation platform, covering multi-container composition, persistent volumes, and database link configurations. (Live Grounding: A great example of migrating legacy monolithic PHP/MySQL stacks into structured OCI container configurations). ### Database Schema Management @@ -89,24 +89,27 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2020)** [Migration Toolkit for Applications: Getting Started](https://developers.redhat.com/products/mta/getting-started) [JAVA CONTENT] [LEGACY] β€” Guides teams in utilizing Red Hat’s Migration Toolkit for Applications (MTA) to analyze legacy Java frameworks for cloud compatibility. Identifies proprietary dependencies and reports on modernization pathways. - **(2020)** [Migration Toolkit for Applications Demo - June 2020](https://www.youtube.com/watch?v=mRCz6Jl0Ds8&feature=youtu.be) [COMMUNITY-TOOL] β€” A video walkthrough showcasing the analysis, automated code scanning, and structural reporting metrics generated by the Migration Toolkit for Applications to expedite migration tasks. -### GitOps +#### Multi-cluster Strategy + - **(2021)** [openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Investigates strategies for migrating active application states and resource structures between hybrid and multi-cloud OpenShift clusters without losing critical metadata or transaction continuity. +### Gitops + +#### Kam CLI + + - **(2021)** [developers.redhat.com: Bootstrap GitOps with Red Hat OpenShift Pipelines and kam CLI](https://developers.redhat.com/articles/2021/07/21/bootstrap-gitops-red-hat-openshift-pipelines-and-kam-cli) [SHELL CONTENT] [COMMUNITY-TOOL] β€” Illustrates how to bootstrap secure GitOps setups on OpenShift using the GitOps Application Manager (kam) CLI. Standardizes repository structures to align application delivery pipelines with GitOps models. #### Microservices Showcase - **(2020)** [rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red' Hat Runtimes demo](https://github.com/rromannissen/rhoar-microservices-demo) [JAVA / YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A demonstration repository featuring GitOps patterns for microservices configured with Red Hat Runtimes. Illustrates safe promotion processes and environment configuration syncing using Argo CD. -#### Multi-Cluster Deployments (1) +#### Multi-cluster Deployments (1) - **(2020)** [openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management](https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines unified continuous delivery architecture matching OpenShift Pipelines (Tekton) with Advanced Cluster Management (ACM). Explains how to integrate CI workflows with multi-cluster governance rules. - **(2020)** [openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management to Deploy on Multiple Clusters 🌟](https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Comprehensive architectural guide for deploying multi-cluster applications using OpenShift Pipelines (Tekton) and Advanced Cluster Management (ACM). Provides deep configuration plans to coordinate releases across hybrid environments. -#### Multi-Tenancy +#### Multi-tenancy - **(2023)** [==cloud-native-toolkit/multi-tenancy-gitops 🌟==](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) ⭐ 120 [YAML / SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A production-grade toolkit mapping GitOps and Argo CD architectures onto multi-tenant Kubernetes clusters. Outlines secure separation patterns, namespace isolations, and policy sync mechanisms for scaling environments. -#### kam CLI +### Java On Kubernetes - - **(2021)** [developers.redhat.com: Bootstrap GitOps with Red Hat OpenShift Pipelines and kam CLI](https://developers.redhat.com/articles/2021/07/21/bootstrap-gitops-red-hat-openshift-pipelines-and-kam-cli) [SHELL CONTENT] [COMMUNITY-TOOL] β€” Illustrates how to bootstrap secure GitOps setups on OpenShift using the GitOps Application Manager (kam) CLI. Standardizes repository structures to align application delivery pipelines with GitOps models. -### Java on Kubernetes - -#### Eclipse JKube Tools +#### Eclipse Jkube Tools - **(2021)** [youtube: Deploy your Java applications to the Cloud using Eclipse JKube (petclinic) 🌟](https://www.youtube.com/watch?v=vgIwRX4LXfU) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Visual demonstration deploying the classic Spring Petclinic Java web application using Eclipse JKube. Walks through target setups, Maven goals, and seamless image creation directly on Kubernetes. ### Load Balancing @@ -124,7 +127,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Universal Base Image - **(2021)** [developers.redhat.com: Build lean Java containers with the new Red Hat Universal Base Images OpenJDK runtime images 🌟](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime) [DOCKERFILE CONTENT] [COMMUNITY-TOOL] β€” Analyzes how to compile slim Java runtime layers using Red Hat Universal Base Images (UBI) OpenJDK templates. Emphasizes security compliance, footprint reduction, and performance optimizations for enterprise microservice platforms. -### Cloud-Native Java +### Cloud-native Java #### Advanced Microservices @@ -144,7 +147,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [youtube: No YAML! Kubernetes done the easy way | DevNation Tech Talk](https://www.youtube.com/watch?v=jBDmX85IjLM&ab_channel=RedHatDeveloper) [N/A CONTENT] [COMMUNITY-TOOL] β€” A DevNation Tech Talk analyzing methods to abstract, simplify, or completely bypass manual YAML creation on Kubernetes. Reviews developer-friendly frameworks that translate code-based configurations directly into running containers. ### Enterprise Java Platforms -#### JBoss Foundations +#### Jboss Foundations - **(2021)** [redhat.com: Getting started with JBoss](https://www.redhat.com/en/blog/getting-started-jboss) [JAVA CONTENT] [COMMUNITY-TOOL] β€” A historical and architectural overview of JBoss, designed for enterprise Java architects. Explains how JBoss evolved from a heavyweight application server to modular setups optimized for modern virtual machines and enterprise containers. ### Java @@ -166,7 +169,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Spring Boot - **(2021)** [MapIt](https://github.com/siamaksade/mapit-spring) [JAVA CONTENT] [COMMUNITY-TOOL] β€” MapIt is an interactive Spring Boot microservice designed to demonstrate cloud-native design principles on OpenShift. Showcases routing, Horizontal Pod Autoscaling (HPA), and config management using platform resources. -### NodeJS +### Nodejs #### Deployment Tooling @@ -186,7 +189,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [digitalocean.com: How To Deploy a Scalable and Secure Django Application with Kubernetes](https://www.digitalocean.com/community/tutorials/how-to-deploy-a-scalable-and-secure-django-application-with-kubernetes) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A definitive deployment manual demonstrating how to host, scale, and secure Python Django applications using Kubernetes. Explores decoupling static assets to object storage, wrapping backend gunicorn runtimes, orchestrating connection-pooled PostgreSQL services, and utilizing Secrets for environmental configuration safety. ### Reference Templates -#### OpenShift 4.8 +#### Openshift 4.8 - **(2021)** [developers.redhat.com: New application samples in Red Hat OpenShift 4.8](https://developers.redhat.com/articles/2021/10/01/new-application-samples-red-hat-openshift-48) [N/A CONTENT] [COMMUNITY-TOOL] β€” Introduces new application developer templates launched in OpenShift 4.8. Explains how developers can instantly import, test, and containerize various languages directly within the OpenShift developer GUI console. ### Runtimes and CMS @@ -196,12 +199,12 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [developers.redhat.com: Containerize and deploy Strapi CMS applications on Kubernetes and Red Hat OpenShift](https://developers.redhat.com/blog/2021/04/09/containerize-and-deploy-strapi-applications-on-kubernetes-and-red-hat-openshift) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” Focuses on containerizing and deploying Strapi CMS onto OpenShift. Addresses key development procedures, including environment variable injection, database routing, and mounting persistent directories for media assets. ### Serverless Java +#### Grpc Communication + + - **(2023)** [piotrminkowski.com: Introduction to gRPC with Quarkus](https://piotrminkowski.com/2023/09/15/introduction-to-grpc-with-quarkus) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Explores the integration of low-latency gRPC services inside Quarkus. Demonstrates schema-first API creation via Protocol Buffers, building high-performance non-blocking streaming services, and optimizing binary communication interfaces for modern microservices. #### Quarkus Integration - **(2020)** [Develop and test a Quarkus client on Red Hat CodeReady Containers with Red Hat Data Grid 8.0](https://developers.redhat.com/blog/2020/06/19/develop-and-test-a-quarkus-client-on-red-hat-codeready-containers-with-red-hat-data-grid-8-0) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Guides developers through testing a lightweight Quarkus application against Red Hat Data Grid (Infinispan) on Red Hat CodeReady Containers (now OpenShift Local). Emphasizes rapid developer iteration loops, memory minimization, and high-performance transactional caching. -#### gRPC Communication - - - **(2023)** [piotrminkowski.com: Introduction to gRPC with Quarkus](https://piotrminkowski.com/2023/09/15/introduction-to-grpc-with-quarkus) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Explores the integration of low-latency gRPC services inside Quarkus. Demonstrates schema-first API creation via Protocol Buffers, building high-performance non-blocking streaming services, and optimizing binary communication interfaces for modern microservices. ### Tutorials #### Developer Demos @@ -211,17 +214,17 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### Containerization Tools -#### Move2Kube +#### Move2kube - **(2023)** [Move2Kube](https://move2kube.konveyor.io) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on Move2Kube, a command-line utility within the Konveyor toolset designed to automate migration pathways. It analyzes configuration files from source environments (such as Docker Compose or Cloud Foundry) and auto-generates platform-ready Kubernetes manifests, Helm charts, and custom Tekton pipelines. ## Application Modernization ### Integration Frameworks -#### OpenShift and Camel +#### Openshift and Camel - **(2021)** [developers.redhat.com: Modernizing applications with Apache Camel, JavaScript, and Red Hat OpenShift](https://developers.redhat.com/articles/2021/07/26/modernizing-applications-apache-camel-javascript-and-red-hat-openshift) [JAVASCRIPT CONTENT] [LEGACY] β€” Examines legacy integration strategies and modern microservices orchestration utilizing Apache Camel K (native integrations) coupled with Node.js/JavaScript on Red Hat OpenShift. Discusses enterprise integration patterns (EIPs) within modern container systems. -### Spring to Quarkus +### Spring To Quarkus #### Framework Migration @@ -233,104 +236,14 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Demo Systems - **(2021)** [hbollon/k8s-voting-app-aws](https://github.com/hbollon/k8s-voting-app-aws) ⭐ 34 [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Reference multi-tier microservice architecture demonstrating AWS integration. Contains a polyglot microservice arrangement with Redis caches, PostgreSQL transactional engines, and reactive frontend layers structured for EKS deployments. -## Artificial Intelligence and LLMs +## Artificial Intelligence and Llms ### Prompt Engineering #### Developer Productivity - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance). -## CI-CD - -### Azure - -#### GitHub Actions - - - **(2020)** [youtube: Deploy Docker image to Kubernetes Cluster | CI-CD for Azure Kubernetes Service | Mohamed Radwan - DevOps](https://www.youtube.com/watch?v=4DUhc0MjdUc&feature=youtu.be&ab_channel=MohamedRadwan-DevOps) [YAML CONTENT] [COMMUNITY-TOOL] β€” Video guide demonstrating a comprehensive CI/CD pipeline targeting Azure Kubernetes Service (AKS). Illustrates direct code integration, automatic container build pipelines inside GitHub Actions, security scanning, container registration inside ACR, and deployment using native Kubernetes manifests. -### Azure AKS - -#### GitHub Actions (1) - - - **(2021)** [trstringer.com: Deploy to AKS from GitHub Actions 🌟](https://trstringer.com/deploy-to-aks-from-github-actions) [YAML CONTENT] [COMMUNITY-TOOL] β€” A precise deployment guide detailing continuous integration and deployment to AKS from GitHub Actions. Explores how to leverage secure Azure Service Principals and Federated Credentials (OIDC) to safely authenticate and update container workloads. -### Java (1) - -#### Automated Workflows - - - **(2020)** [CI/CD for Kubernetes through a Spring Boot example (Banzai Cloud CI/CD)](https://teletype.in/@sravancynixit/CcwqFANxY) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Continuous Integration and Deployment guide utilizing Banzai Cloud automation pipelines for Spring Boot applications. Illustrates container building, secure credential handling, configuration injects, and blue-green application promotion tactics on Kubernetes. -### Platform-as-a-Service - -#### OpenShift - - - **(2018)** [stackoverflow: How to define BuildConfig object with Jenkins and openshift](https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift) [ADVANCED LEVEL] 🌟 [LEGACY] β€” Curator Insight addresses automated OpenShift build pipelines. Live Grounding details the precise YAML and Jenkins pipeline syntax needed to safely trigger BuildConfig objects from external CI nodes. It remains highly relevant for legacy Jenkins-to-OpenShift integrations. -## CICD - -### GitLab CI - -#### Pipeline Design - - - **(2022)** [about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel, or out of order](https://about.gitlab.com/blog/basics-of-gitlab-ci-updated) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Technical guide focused on configuring GitLab CI for advanced pipelines. Outlines steps to transition from basic sequential stages to highly optimized workflows utilizing Direct Acyclic Graphs (DAGs) and dynamic parallel task configurations. -### GitOps (1) - -#### GitLab Agent - - - **(2022)** [about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster](https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step documentation detailing the setup of the GitLab Agent for Kubernetes. Provides secure pull-based GitOps workflows, ensuring real-time configuration sync and immediate cluster telemetry reporting to the GitLab enterprise console. -### Jenkins - -#### Jenkins Pipeline Training - - - **(2020)** [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [GROOVY CONTENT] [GUIDE] [LEGACY] β€” A training curriculum on writing robust continuous integration and continuous deployment scripts in Jenkins using declarative Groovy DSL syntax. Regarded as legacy compared to contemporary container-native declarative engine configurations. -#### Parallel Pipelines - - - **(2021)** [Using Jenkins Pipeline parallel stages to build Maven project with different JDKs](https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-maven-project-with-different-jdks) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical guide illustrating how to build a Maven project against multiple JDKs simultaneously using Jenkins parallel stages. Live Grounding highlights its architectural utility for modern engineering, ensuring system backward-compatibility and multi-runtime reliability during pipeline validation. -#### SDKMAN - -##### Docker Integration - - - **(2021)** [**Using SDKMAN! as a docker image for Jenkins Pipeline - a step by step guide 🌟**](https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeline-a-step-by-step-guide) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This tutorial explains how to use SDKMAN! inside a Docker container within a Jenkins Declarative Pipeline to build Java projects using different compiler versions. Live Grounding highlights its architectural value, eliminating the need to maintain distinct runner VMs or complex custom Dockerfiles for each target JDK configuration. -## CICD and DevOps - -### Enterprise Jenkins - -#### OpenShift Integration - - - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [DOCKERFILE CONTENT] [COMMUNITY-TOOL] β€” Technical deep-dive for enterprise platform engineers building custom, secure Jenkins master images for OpenShift 4. Outlines Red Hat universal base images (UBI) optimization and policy-compliant plugin packaging. - - **(2020)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Guide on utilizing Jenkins Blue Ocean inside Red Hat OpenShift to build visual representations of continuous integration pipelines. Integrates OpenShift buildconfigs with user-friendly visualization panels. - - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Public demonstration repository providing configured manifests for launching Jenkins Blue Ocean on OpenShift clusters. Acts as a blueprint for visualizing pipeline stages in Red Hat environments. -## CICD Infrastructure - -### Build and Packaging - -#### Custom Packager - - - **(2025)** [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) ⭐ 87 [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Duplicate citation verification for the Custom WAR Packager. Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations. -### Configuration as Code - -#### Job Generation - - - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) ⭐ 2790 [GROOVY CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational setup manual detailing how to bootstrap a primary seed job inside configuration-as-code files. This enables the controller to dynamically generate all subsequent projects automatically on initial server launch. -### Plugin Management - -#### CLI Tooling - - - **(2025)** [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) ⭐ 460 [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks. -## CICD Pipeline - -### Automation Ecosystems - -#### Jenkins and Nexus - - - **(2019)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) [N/A CONTENT] [COMMUNITY-TOOL] β€” Illustrates a full CD pipeline design combining Jenkins automation pipelines, Sonatype Nexus artifact caching, and the Cloudogu developer platform ecosystem. It discusses how to decouple build outputs, secure package verification, and trigger orchestrations. It demonstrates how standardizing on artifact-centric builds minimizes drift in multi-environment configurations. -## CICD Pipeline Architecture - -### Pipeline Testing - -#### Local Execution - - - **(2025)** [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes. -#### Unit Testing - - - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) ⭐ 1585 [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The standard community pipeline testing toolkit. Simplifies verifying multi-step pipeline syntax, credential queries, and shared libraries within local mock environments, accelerating delivery validation times. -## CICD Pipelines (1) +## CICD (1) ### Automated Cloud Deployments @@ -350,28 +263,172 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Ephemeral K3s Cluster - **(2022)** [debianmaster/actions-k3s](https://github.com/debianmaster/actions-k3s) ⭐ 109 [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight community action creating custom, ephemerally provisioned K3s Kubernetes instances directly within GitHub Actions runtime runner VMs. Extremely valuable for running end-to-end integration tests on fully functional clusters. -#### Pytest and GitHub Actions +#### Pytest and Github Actions - **(2022)** [linkedin: Test Automation - How To Build a CI/CD Pipeline Using Pytest and GitHub Actions](https://www.linkedin.com/pulse/test-automation-how-build-cicd-pipeline-using-pytest-nir-tal) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Demonstrates how to build automated validation checkpoints within GitHub Actions. Outlines the orchestration of Python-based Pytest test suites triggered on repository push, focusing on reliable quality gates and test reporting pipelines. +### Automation Ecosystems + +#### Jenkins and Nexus + + - **(2019)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) [N/A CONTENT] [COMMUNITY-TOOL] β€” Illustrates a full CD pipeline design combining Jenkins automation pipelines, Sonatype Nexus artifact caching, and the Cloudogu developer platform ecosystem. It discusses how to decouple build outputs, secure package verification, and trigger orchestrations. It demonstrates how standardizing on artifact-centric builds minimizes drift in multi-environment configurations. +### Azure + +#### Github Actions + + - **(2020)** [youtube: Deploy Docker image to Kubernetes Cluster | CI-CD for Azure Kubernetes Service | Mohamed Radwan - DevOps](https://www.youtube.com/watch?v=4DUhc0MjdUc&feature=youtu.be&ab_channel=MohamedRadwan-DevOps) [YAML CONTENT] [COMMUNITY-TOOL] β€” Video guide demonstrating a comprehensive CI/CD pipeline targeting Azure Kubernetes Service (AKS). Illustrates direct code integration, automatic container build pipelines inside GitHub Actions, security scanning, container registration inside ACR, and deployment using native Kubernetes manifests. +### Azure AKS + +#### Github Actions (1) + + - **(2021)** [trstringer.com: Deploy to AKS from GitHub Actions 🌟](https://trstringer.com/deploy-to-aks-from-github-actions) [YAML CONTENT] [COMMUNITY-TOOL] β€” A precise deployment guide detailing continuous integration and deployment to AKS from GitHub Actions. Explores how to leverage secure Azure Service Principals and Federated Credentials (OIDC) to safely authenticate and update container workloads. ### Azure DevOps Solutions -#### GitHub Actions Integration +#### Github Actions Integration - **(2023)** [docs.microsoft.com: Build and deploy applications to Azure by using GitHub Actions 🌟](https://learn.microsoft.com/en-us/training/modules/github-actions-cd) [YAML CONTENT] [COMMUNITY-TOOL] β€” The canonical Microsoft Learning Module establishing standard pipelines for Azure. Outlines the design of multi-environment workflows, secrets isolation, security scanning, and deployment mechanisms targeting AKS and web workloads. +### Build and Packaging + +#### Custom Packager + + - **(2025)** [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) ⭐ 87 [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Duplicate citation verification for the Custom WAR Packager. Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations. +### Concourse CI + + - **(2020)** [thoughtworks.com: Modernizing your build pipelines with **Concourse CI** 🌟](https://www.thoughtworks.com/es-es/insights/blog) [YAML CONTENT] [ADVANCED LEVEL] [LEGACY] β€” Analyzes the migration patterns from Jenkins or legacy orchestrators to Concourse CI, highlighting Concourse's declarative, stateless, container-first pipeline design. (Live Grounding: Concourse CI, though revolutionary for its resource-based declarative architecture, has largely been superseded in 2026 by GitOps controllers like Argo CD and cloud-native pipeline runners like GitHub Actions). +### Configuration As Code + +#### Job Generation + + - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) ⭐ 2790 [GROOVY CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational setup manual detailing how to bootstrap a primary seed job inside configuration-as-code files. This enables the controller to dynamically generate all subsequent projects automatically on initial server launch. +### Configuration Management + +#### Ansible + + - **(2021)** [redhat.com: Build a lab in 36 seconds with Ansible](https://www.redhat.com/en/blog/build-VM-fast-ansible) [YAML CONTENT] [COMMUNITY-TOOL] β€” Highlights the extreme velocity benefits of programmatic infrastructure by spinning up a full VM-based training lab environment inside of 36 seconds using Ansible automation. (Live Grounding: Shows how standardized playbooks reduce system bootstrap overhead to near zero). +#### Ansible Galaxy + + - **(2025)** [galaxy.ansible.com/ansible/product_demos 🌟](https://galaxy.ansible.com/ansible/product_demos) [YAML CONTENT] [COMMUNITY-TOOL] β€” The official catalog of production-ready Ansible product demos hosted on Ansible Galaxy. Contains modular roles and collections designed to streamline enterprise cloud deployments. (Live Grounding: Serves as a vital asset directory for platform engineering teams utilizing Ansible Automation Platform). +#### Ansible Tower + + - **(2023)** [Red Hat Ansible Tower - Workshop and Demo](https://github.com/network-automation/toolkit) ⭐ 127 [YAML/PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” A specialized automation toolkit for Red Hat Ansible Tower/AWX focused on network architectures. Emphasizes role-based access controls, standardized workflow templates, and central log telemetry. (Live Grounding: Highlights critical patterns for bringing deterministic software-defined networking concepts to legacy environments). +#### Ansible Workshops + + - **(2025)** [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos) [YAML CONTENT] [COMMUNITY-TOOL] β€” Official Red Hat Ansible workshops repository, highlighting hands-on scenarios for cloud provisioning, configuration management, network automation, and security playbooks. (Live Grounding: Serves as the authoritative source for enterprise teams to upskill in Ansible Automation Platform strategies). ### Data Engineering #### Automated Data Pipelines - **(2022)** [codeproject.com: Making a Simple Data Pipeline Part 4: CI/CD with GitHub Actions](https://www.codeproject.com/Articles/5320647/Making-a-Simple-Data-Pipeline-Part-4-CI-CD-with-Gi) [YAML CONTENT] [COMMUNITY-TOOL] β€” Explains how to wrap custom automated validation loops around analytical data collection platforms. Focuses on orchestrating deployments, executing scheduled task checks, and validating ingestion schemas using GitHub Actions workflows. +### Developer Platforms (1) + +#### CICD (2) + + - **(2021)** [shipa.io: A Developer focused CI/CD pipeline for Kubernetes](https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines designing application-centric CI/CD pipelines that leverage developer platform layers to remove raw Kubernetes configuration friction. (Live Grounding: Highlights the evolving landscape of platform engineering where developers focus on code deliverables while security/infrastructure is handled declaratively by platforms). +### Gitlab CI + +#### Pipeline Design + + - **(2022)** [about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel, or out of order](https://about.gitlab.com/blog/basics-of-gitlab-ci-updated) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Technical guide focused on configuring GitLab CI for advanced pipelines. Outlines steps to transition from basic sequential stages to highly optimized workflows utilizing Direct Acyclic Graphs (DAGs) and dynamic parallel task configurations. +### Gitops (1) + +#### Gitlab Agent + + - **(2022)** [about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster](https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step documentation detailing the setup of the GitLab Agent for Kubernetes. Provides secure pull-based GitOps workflows, ensuring real-time configuration sync and immediate cluster telemetry reporting to the GitLab enterprise console. +### Gitops and Declarative Git + +#### Ansible and Helm + + - **(2020)** [opensource.com: Build a Kubernetes Minecraft server with Ansible's Helm modules](https://opensource.com/article/20/10/kubernetes-minecraft-ansible) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates utilizing Ansible's native Helm modules to declare and manage deployments within a Kubernetes cluster, illustrated by spinning up a stateful Minecraft server instance. (Live Grounding: Highlights the cross-functional utility of leveraging Ansible playbooks to drive Kubernetes native packaging models). +### Java (1) + +#### Automated Workflows + + - **(2020)** [CI/CD for Kubernetes through a Spring Boot example (Banzai Cloud CI/CD)](https://teletype.in/@sravancynixit/CcwqFANxY) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Continuous Integration and Deployment guide utilizing Banzai Cloud automation pipelines for Spring Boot applications. Illustrates container building, secure credential handling, configuration injects, and blue-green application promotion tactics on Kubernetes. +### Jenkins + +#### Jenkins Pipeline Training + + - **(2020)** [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [GROOVY CONTENT] [GUIDE] [LEGACY] β€” A training curriculum on writing robust continuous integration and continuous deployment scripts in Jenkins using declarative Groovy DSL syntax. Regarded as legacy compared to contemporary container-native declarative engine configurations. +#### Parallel Pipelines + + - **(2021)** [Using Jenkins Pipeline parallel stages to build Maven project with different JDKs](https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-maven-project-with-different-jdks) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A technical guide illustrating how to build a Maven project against multiple JDKs simultaneously using Jenkins parallel stages. Live Grounding highlights its architectural utility for modern engineering, ensuring system backward-compatibility and multi-runtime reliability during pipeline validation. +#### SDKMAN + +##### Docker Integration + + - **(2021)** [**Using SDKMAN! as a docker image for Jenkins Pipeline - a step by step guide 🌟**](https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeline-a-step-by-step-guide) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This tutorial explains how to use SDKMAN! inside a Docker container within a Jenkins Declarative Pipeline to build Java projects using different compiler versions. Live Grounding highlights its architectural value, eliminating the need to maintain distinct runner VMs or complex custom Dockerfiles for each target JDK configuration. +### Pipeline Testing + +#### Local Execution + + - **(2025)** [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes. +#### Unit Testing + + - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) ⭐ 1585 [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The standard community pipeline testing toolkit. Simplifies verifying multi-step pipeline syntax, credential queries, and shared libraries within local mock environments, accelerating delivery validation times. +### Platform-as-a-service + +#### Openshift + + - **(2018)** [stackoverflow: How to define BuildConfig object with Jenkins and openshift](https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift) [ADVANCED LEVEL] 🌟 [LEGACY] β€” Curator Insight addresses automated OpenShift build pipelines. Live Grounding details the precise YAML and Jenkins pipeline syntax needed to safely trigger BuildConfig objects from external CI nodes. It remains highly relevant for legacy Jenkins-to-OpenShift integrations. +### Plugin Management + +#### CLI Tooling + + - **(2025)** [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) ⭐ 460 [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks. ### Security and Compliance -#### DevSecOps Integration +#### Devsecops Integration - **(2022)** [judebantony.github.io: DevSecOps with GitHub Action and SaaS Tools](https://judebantony.github.io/cicd-github-action-example) [YAML CONTENT] [COMMUNITY-TOOL] β€” Details a practical approach to modern DevSecOps pipeline construction. Highlights step-by-step additions of static application security testing (SAST), software composition analysis (SCA), and secrets auditing inside automated GitHub Actions runs. -#### GitHub Actions Security +#### Github Actions Security - **(2023)** [github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions' Monitor and Advisor actions](https://github.com/GitHubSecurityLab/actions-permissions) ⭐ 369 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A pivotal security action from GitHub Security Lab designed to automatically audit, advise, and enforce least-privilege token policies in GitHub Actions workflows. Minimizes risks from repository injection and credential leaks. -## Cloud IoT +## CICD and DevOps + +### AWS EKS + +#### Codepipeline + + - **(2024)** [stacksimplify.com: DevOps with AWS CodePipeline on AWS EKS](https://docs.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Thorough technical learning guide configuring CI/CD pipelines targeting AWS EKS. Integrates AWS native tools like CodeCommit, CodeBuild, and CodePipeline with modern container orchestration standards. +### AWS Infrastructure + +#### DevOps Guides + + - **(2025)** [==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) ⭐ 2420 [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive learning curriculum covering real-world cloud operations on AWS. Hands-on modules include terraforming network segments, setting up pipelines, security scanning, and establishing resilient monitoring. +### Azure DevOps + +#### Build Automation (1) + + - **(2024)** [lambdatest.com: How To Build a CI/CD Pipeline In Azure DevOps ?](https://www.testmuai.com/blog/build-ci-cd-pipeline-in-azure-devops) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Step-by-step introduction guide detailing how to construct and validate pipelines within Azure DevOps Services. Addresses multi-stage environments, secure service connection creation, and automated test suite execution. +#### Infrastructure Governance + + - **(2022)** [Azure DevOps Demo Generator is now open source](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [C# CONTENT] [COMMUNITY-TOOL] β€” Announcement highlighting the open-sourcing of the Azure DevOps Demo Generator engine. Allows infrastructure teams to package, distribute, and automatically spin up fully populated Azure DevOps project spaces. +#### Onboarding Engine + + - **(2024)** [Get started creating and populating demo Azure DevOps Services projects](https://learn.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?view=azure-devops) [MARKDOWN CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official Microsoft learning guide outlining the usage patterns of the Demo Generator v2 platform. Focuses on setting up pre-populated source code repos, agile work boards, and deployment pipelines. +#### YAML Pipelines + + - **(2024)** [docs.microsoft.com: Create a build pipeline with Azure Pipelines](https://learn.microsoft.com/en-gb/azure/devops/pipelines/build/ci-build-git?view=azure-devops) [MARKDOWN CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official Microsoft learning path focusing on declaring Azure Pipelines build logic using YAML configurations. Covers caching mechanisms, parallel task execution strategies, and code analysis plugin integrations. +### Continuous Delivery + +#### Docker Images + + - **(2020)** [ref 1](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [DOCKERFILE CONTENT] [LEGACY] β€” A legacy Docker Hub image combining PetClinic deployment artifacts with Spinnaker and Jenkins orchestration capabilities. Serves as a historical artifact of early multi-cloud continuous delivery pipelines built on top of traditional JVM monoliths. +### Enterprise Jenkins + +#### Openshift Integration + + - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [DOCKERFILE CONTENT] [COMMUNITY-TOOL] β€” Technical deep-dive for enterprise platform engineers building custom, secure Jenkins master images for OpenShift 4. Outlines Red Hat universal base images (UBI) optimization and policy-compliant plugin packaging. + - **(2020)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Guide on utilizing Jenkins Blue Ocean inside Red Hat OpenShift to build visual representations of continuous integration pipelines. Integrates OpenShift buildconfigs with user-friendly visualization panels. + - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Public demonstration repository providing configured manifests for launching Jenkins Blue Ocean on OpenShift clusters. Acts as a blueprint for visualizing pipeline stages in Red Hat environments. +### Jenkins (1) + +#### Kubernetes Agents + + - **(2021)** [pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images 🌟](https://pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive technical guide exploring the orchestration of Jenkins agents inside Kubernetes. Illustrates how to dynamically provision agent pods to build and push Docker images using secure mechanisms like Kaniko or Docker-in-Docker (DinD). +#### Pipeline-as-code + + - **(2017)** [github.com/kohsuke/petclinic Jenkinsfile](https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” A historical Jenkinsfile configuration by Kohsuke Kawaguchi showcasing early Declarative Pipeline patterns for Java projects. Illustrates stage definitions, testing cycles, and artifact archival within a self-hosted Jenkins master node environment. +## Cloud Iot ### Digital Twins @@ -408,9 +465,9 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### Enterprise Messaging -#### Kafka on Kubernetes +#### Kafka On Kubernetes -##### APIs and Gateways +##### Apis and Gateways - **(2020)** [HTTP-based Kafka messaging with Red Hat AMQ Streams](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams) [JAVA CONTENT] [COMMUNITY-TOOL] β€” This guide covers the deployment and operational use of the Strimzi Kafka Bridge within Red Hat AMQ Streams. It exposes an HTTP-based REST API to Kafka, enabling lightweight web clients and non-native applications to produce and consume messages without importing complex Kafka client SDKs. Highlights include API request schemas, JSON payload configuration, and HTTP/Kafka translation semantics. ### Observability and Testing @@ -420,7 +477,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2024)** [**stefanprodan/podinfo**](https://github.com/stefanprodan/podinfo) ⭐ 5917 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A premium go-to microservice web application written in Go, specifically designed to showcase best practices in Kubernetes deployment, health checking, instrumentation (Prometheus/Jaeger), and progressive delivery validation (such as Flagger/Istio canary releases). ## Cloud Native Platforms -### Red Hat OpenShift +### Red Hat Openshift #### Automation Grading @@ -437,7 +494,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2019)** [github.com/deweya/OpenShift-Jenkins-Lab](https://github.com/deweya/OpenShift-Jenkins-Lab) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Curator Insight identifies this repository as a sandbox lab configuration for teaching Jenkins deployment patterns inside OpenShift clusters. Live Grounding confirms it provides hands-on instructions for configuring webhooks and build triggers. It serves as a structural blueprint for configuring self-contained pipeline demonstrations. #### Local Development (2) -##### CodeReady Containers +##### Codeready Containers - **(2021)** [Red Hat CodeReady Containers (Minishift equivalent for OpenShift 4.2 or newer) - step-by-step demo guides](https://github.com/marcredhat/crcdemos) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight positions this project as a step-by-step demo guide for Red Hat CodeReady Containers (CRC), representing the modern equivalent of local Minishift. Live Grounding reveals CRC is an essential local development environment simulating multi-node OpenShift setups. The demos illustrate localized microservice deployment and validation before pushing to enterprise stages. ## Cloud Platform @@ -454,12 +511,12 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Workshops (1) - **(2018)** [blog.openshift.com: AWS and red hat quickstart workshop](https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Historical workshop manual detailing early CloudFormation blueprints for hosting OpenShift instances on AWS. Replaced entirely by contemporary ROSA (Red Hat OpenShift Service on AWS) implementations. -### AWS EKS +### AWS EKS (1) #### Foundational - **(2021)** [aws.amazon.com: Deploy a kubernetes application](https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html) [YAML CONTENT] [COMMUNITY-TOOL] β€” Official AWS documentation presenting core application deployment workflows on Amazon EKS. Walks through basic VPC considerations, creating standard manifests, exposing application services, and utilizing classic dynamic volume provisioning. -#### GitOps Tooling +#### Gitops Tooling - **(2021)** [aws blogs: Git Push to Deploy Your App on EKS](https://aws.amazon.com/blogs/opensource/git-push-deploy-app-eks-gitkube) [GO CONTENT] [COMMUNITY-TOOL] β€” Explains the deployment of Gitkube on AWS Elastic Kubernetes Service (EKS) for git-push deployment mechanics. Historically useful for early rapid prototyping loops, though in 2026 this pattern is largely superseded by enterprise GitOps frameworks like Flux or ArgoCD. #### Provisioning @@ -480,7 +537,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### OIDC Providers - **(2022)** [dev.to/aws-builders: From Scratch: OIDC Providers](https://dev.to/aws-builders/from-scratch-oidc-providers-252d) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines the configuration of OpenID Connect (OIDC) providers to establish a trust relationship between multi-cloud workloads and AWS IAM. Discusses keyless authentication paradigms and JSON Web Token (JWT) validation without requiring long-lived access keys. -## Cloud-Native Application Development +## Cloud-native Application Development ### Go Development @@ -492,7 +549,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Reference Implementations - **(2021)** [todaywasawesome/oss-apps: OSS Applications](https://github.com/todaywasawesome/oss-apps) [YAML/HELM CONTENT] [COMMUNITY-TOOL] β€” A collection of production-ready, open-source application stack blueprints formatted for modern container and cloud platform environments. (Live Grounding: Serves as a reference baseline for application engineers evaluating functional cloud-native topologies). -## Cloud-Native Applications +## Cloud-native Applications ### Java Microservices @@ -509,7 +566,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2025)** [==Spring PetClinic Microservices==](https://github.com/spring-petclinic/spring-petclinic-microservices) ⭐ 2136 [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to showcase resilient distributed patterns. - **(2020)** [Distributed version of Spring Petclinic built with Spring Cloud 🌟](https://github.com/odedia/spring-petclinic-microservices) ⭐ 2 [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A community-maintained fork of the distributed Spring PetClinic codebase focusing on alternative Spring Cloud configurations. Provides a lean reference for configuring multi-module Gradle/Maven setups for local microservice debugging. -## Cloud-Native Infrastructure +## Cloud-native Infrastructure ### Kubernetes Core @@ -540,13 +597,20 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [github.com/eon01/kubernetes-workshop](https://github.com/eon01/kubernetes-workshop) [YAML CONTENT] [COMMUNITY-TOOL] β€” Hands-on introductory workshop materials covering fundamental Kubernetes concepts, including Pods, Services, Deployments, and ingress controller definitions. (Live Grounding: Solid reference for classroom-based learning or self-paced platform orchestration upskilling). - **(2020)** [Kubernetes workshop in a box](https://archive.kabisa.nl/tech/k8s-workshop-in-a-box) [YAML CONTENT] [LEGACY] β€” An archival portal hosting a self-contained, offline-capable 'Kubernetes Workshop in a Box.' Designed to run interactive tutorials without reliable internet connections. (Live Grounding: While some container tooling patterns are archived, the offline structure is a highly referenced model for local development isolation). -## Cloud-Native Java (1) +## Cloud-native Java (1) +### Build Tools + +#### Eclipse Jkube + +##### Developer Workflow + + - **(2020)** [developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) 🌟🌟🌟 [COMMUNITY-TOOL] β€” This article demonstrates outer-loop developer workflows utilizing Eclipse JKube to deploy Java applications straight to running Kubernetes clusters. Live Grounding illustrates how JKube's design empowers local development cycles by bypassing manual YAML writing, instead building and pushing directly via standard IDE integrations and build loops. ### Runtimes -#### JBoss EAP +#### Jboss EAP -##### MicroProfile +##### Microprofile - **(2020)** [developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion pack 1.0 (JBoss EAP XP) released](https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The release announcement for Red Hat JBoss EAP Expansion Pack (XP) 1.0, enabling support for MicroProfile specifications on top of enterprise application servers. Live Grounding indicates JBoss EAP XP has become a core element for Red Hat customers modernization strategies, providing a bridge between traditional and cloud-native application patterns. ## Container Orchestration @@ -563,7 +627,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### AWS ECS -#### JFrog Artifactory +#### Jfrog Artifactory - **(2020)** [jfrog.com: 5 Steps to Hosting Your Application on Amazon Cloud Container Service](https://jfrog.com/blog/5-steps-to-hosting-your-application-on-amazon-cloud-container-service) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Discusses the fundamentals of deploying containerized applications into Amazon Elastic Container Service (ECS). Emphasizes secure image registry integration using JFrog Artifactory as a secure staging area. ### Docker (1) @@ -594,16 +658,9 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### Azure Data Factory -#### CICD Pipelines (2) +#### CICD (3) - **(2021)** [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 1](https://travelrasik.com/category/asia) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Multi-part technical walk-through detailing automated deployment patterns for Azure Data Factory (ADF) pipelines. Highlights ARM template generation, parameterization strategies, and continuous integration workflows via Azure DevOps. -## Data Science - -### Tooling - -#### Data Wrangling - - - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight outlines VS Code's visual data preparation extension. Live Grounding shows that Data Wrangler bridges the visual gap in exploratory data analysis (EDA), generating reproducible Python code in Pandas and Polars dialects directly inside Jupyter environments. ## Data Storage ### Databases @@ -615,19 +672,27 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### Stateful Workloads -#### PostgreSQL +#### Postgresql - **(2020)** [Deploying PostgreSQL in MiniShift/OpenShift 3](https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift) [SHELL CONTENT] [COMMUNITY-TOOL] β€” Guides users through deploying PostgreSQL on Minishift/OpenShift 3, highlighting standard volume mounting processes. Due to the deprecation of both OpenShift 3 and Minishift, modern applications utilize OpenShift Local and PostgreSQL Operator frameworks. +### Storage Infrastructure + +#### Persistent Volumes + + - **(2020)** [developers.redhat.com: Persistent storage in action: Understanding Red Hat OpenShift’s persistent volume framework 🌟](https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deep-dives into Red Hat OpenShift's persistent volume (PV) framework, focusing on the Container Storage Interface (CSI). Explains dynamic storage allocation, access modes, and how to safely secure transaction-heavy datastores. ## DevOps -### CICD (1) +### CICD (4) -#### GitHub Actions (2) +#### Github Actions (2) - **(2021)** [thomasthornton.cloud: If, elseif or else in GitHub Actions](https://thomasthornton.cloud/if-elseif-or-else-in-github-actions) [YAML CONTENT] [COMMUNITY-TOOL] β€” This architectural guide details the execution of complex conditional routing syntax (if-elif-else) within GitHub Actions workflows. It highlights the evaluation patterns of workflow-level expressions, env-context variables, and pipeline optimization mechanics. -### CICD Platforms +#### Gitlab Integration -#### Jenkins (1) +##### Kubernetes Native Setup + + - **(2020)** [piotrminkowski.com: GitLab CI/CD on Kubernetes](https://piotrminkowski.com/2020/10/19/gitlab-ci-cd-on-kubernetes) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight features this comprehensive guide for establishing GitLab CI/CD pipelines running directly inside Kubernetes. Live Grounding reveals GitLab's Kubernetes runners are incredibly popular due to their low overhead and high-density container scheduling. It represents an excellent alternative architecture to Jenkins. +#### Jenkins (2) ##### Azure DevOps Integration @@ -636,7 +701,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2020)** [liatrio.com: building with docker using jenkins pipelines](https://www.liatrio.ai/resources/blog) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight highlights the methodologies for assembling and building container images from within a Jenkins declarative pipeline execution block. Live Grounding indicates that using modern agent strategies (such as Kaniko or podman) has superseded dind (Docker in Docker) configurations to secure enterprise clusters. This post offers foundational Docker container pipeline strategies. - **(2018)** [github.com/arun-gupta/docker-jenkins-pipeline: Docker + Java + Jenkins Pipeline](https://github.com/arun-gupta/docker-jenkins-pipeline) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Curator Insight structures this repository around running Docker-integrated Java application compilation inside Jenkins Pipelines. Live Grounding shows that mounting the Docker socket inside Jenkins agents remains a common albeit security-sensitive approach. It serves as a historical and practical reference for building containerized Java workloads using declarative pipelines. -##### GitHub Integration +##### Github Integration - **(2020)** [towardsdatascience.com: Create your first CI/CD pipeline with Jenkins and GitHub](https://towardsdatascience.com/create-your-first-ci-cd-pipeline-with-jenkins-and-github-6aefe21c9240) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight identifies this article as a starter guide for constructing initial CI/CD pipelines bridging GitHub with a Jenkins instance. Live Grounding indicates it relies on standard webhook configurations and SSH deployment keys. This resource serves as an educational baseline for engineers learning automated testing integration. ##### Modular Pipeline Library @@ -648,19 +713,12 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ##### Spring Petclinic Pipeline - **(2020)** [deors/deors-demos-petclinic jenkinsfile](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Curator Insight details a functional Jenkinsfile built specifically to build and compile the Spring Petclinic application. Live Grounding illustrates how multi-stage Docker builds can be integrated cleanly within a declarative Jenkins template to produce production-ready container images. It is a highly practical execution reference. -### Cloud Native CICD - -#### GitLab Integration - -##### Kubernetes Native Setup - - - **(2020)** [piotrminkowski.com: GitLab CI/CD on Kubernetes](https://piotrminkowski.com/2020/10/19/gitlab-ci-cd-on-kubernetes) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight features this comprehensive guide for establishing GitLab CI/CD pipelines running directly inside Kubernetes. Live Grounding reveals GitLab's Kubernetes runners are incredibly popular due to their low overhead and high-density container scheduling. It represents an excellent alternative architecture to Jenkins. #### Jenkins X ##### AWS EKS Integration - **(2021)** [Modernize Your CI/CD Pipeline Using Jenkins X with Amazon EKS](https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight shares an AWS APN blog focusing on modernizing pipelines using Jenkins X with Amazon EKS. Live Grounding clarifies that Jenkins X differs entirely from classic Jenkins, utilizing Tekton, GitOps, and Kubernetes-native configurations under the hood. It acts as an instructional benchmark for organizations moving toward declarative development environments. -### Continuous Delivery +### Continuous Delivery (1) #### Infrastructure Provisioning @@ -669,6 +727,9 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [amazon.com: Declarative provisioning of AWS resources with Spinnaker and Crossplane](https://aws.amazon.com/blogs/opensource/declarative-provisioning-of-aws-resources-with-spinnaker-and-crossplane) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight showcases the declarative provisioning of AWS infrastructure using Spinnaker unified with Crossplane. Live Grounding shows that combining Crossplane's Kubernetes Control Plane model with Spinnaker's application pipelines represents an advanced platform engineering paradigm. This enables application developers to spin up dependencies dynamically without custom script hooks. #### Spinnaker Setup +##### Git Integration + + - **(2022)** [armory.io: Git Pull Support in Spinnaker](https://www.harness.io/products/continuous-delivery) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight addresses configuring Git pull trigger functionality inside Spinnaker. Live Grounding confirms that enabling automated repository monitoring allows Spinnaker to initiate targeted application pipelines immediately upon commit detection. This establishes the prerequisite feedback loop necessary for true continuous delivery. ##### Kubernetes Deployment Models - **(2020)** [wardviaene/advanced-kubernetes-course/spinnaker 🌟](https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight points to a companion repository for an advanced Kubernetes Spinnaker course. Live Grounding emphasizes its utility in demonstrating advanced deployment strategies (such as blue-green and canary analysis) directly inside Kubernetes clusters using Spinnaker's pipeline GUI. It remains a reliable hands-on learning lab. @@ -684,9 +745,9 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### SDKMAN (1) - **(2026)** [==SdkMan==](https://sdkman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The homepage for SDKMAN!, a command-line tool designed to manage parallel versions of multiple Software Development Kits, with a strong focus on the JVM ecosystem. Live Grounding confirms it as the definitive tool for local environments, facilitating zero-friction switches between different Java, Maven, Gradle, and Scala runtimes. -### Infrastructure as Code +### Infrastructure As Code -#### Jenkins Configuration as Code +#### Jenkins Configuration As Code ##### Docker Hook Scripts @@ -695,14 +756,14 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [Jenkins Configuration as Code on Kubernetes 🌟](https://github.com/nubenetes/jenkins-CasC-kubernetes-demo) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight highlights this Nubenetes demo as a primary method for running JCasC on Kubernetes. Live Grounding confirms its effectiveness in eradicating persistent storage drift by configuring dynamic build agents via YAML definitions. This serves as an outstanding baseline architecture for cloud-native Jenkins execution environments. - **(2020)** [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight points to this resource for implementing Jenkins Configuration as Code on Kubernetes. Live Grounding shows that by mapping JCasC YAML onto Kubernetes ConfigMaps, administrators can fully decouple configuration state from ephemeral container lifecycles. This practice mitigates drift and enables rapid restoration in disaster recovery scenarios. -#### Jenkins JobDSL +#### Jenkins Jobdsl ##### Freestyle Migration - **(2020)** [Meetup event: From Freestyle jobs to Pipeline, with JobDSL](https://www.meetup.com/jenkins-online-meetup/events/270600737) [GROOVY CONTENT] [LEGACY] β€” Curator Insight hosts a comprehensive migration strategy moving legacy manual Freestyle jobs to programmatic JobDSL configurations. Live Grounding indicates that transitioning to JobDSL represents a crucial step toward fully declarative pipelines. The repository outlines reproducible seed jobs that dynamically provision child pipelines with minimal manual intervention. ### Kubernetes Integration -#### AWS EKS (1) +#### AWS EKS (2) ##### Jenkins Pipelines (1) @@ -711,7 +772,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Metrics Collection -##### Grafana InfluxDB Integration +##### Grafana Influxdb Integration - **(2020)** [Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟](https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb) [SPANISH CONTENT] [DOCUMENTATION] [LEGACY] β€” Curator Insight details a pipeline monitoring design pattern utilizing InfluxDB and Grafana to visualize Jenkins build metrics and durations. Live Grounding highlights that rendering historical telemetry is crucial for detecting performance regressions in CI/CD runner pools. While OpenTelemetry is standardizing in 2026, the legacy InfluxDB exporter remains heavily deployed. ### Pipeline Execution Engine @@ -721,45 +782,9 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ##### Continuation Passing Style - **(2021)** [==Continuation Passing Style (CPS)==](https://github.com/cloudbees/groovy-cps) ⭐ 95 [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely. -## DevOps and CICD +##### Jobdsl API Reference -### AWS EKS (2) - -#### CodePipeline - - - **(2024)** [stacksimplify.com: DevOps with AWS CodePipeline on AWS EKS](https://docs.stacksimplify.com/aws-eks/aws-devops-eks/learn-to-master-devops-on-aws-eks-using-aws-codecommit-codebuild-codepipeline) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Thorough technical learning guide configuring CI/CD pipelines targeting AWS EKS. Integrates AWS native tools like CodeCommit, CodeBuild, and CodePipeline with modern container orchestration standards. -### AWS Infrastructure - -#### DevOps Guides - - - **(2025)** [==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) ⭐ 2420 [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive learning curriculum covering real-world cloud operations on AWS. Hands-on modules include terraforming network segments, setting up pipelines, security scanning, and establishing resilient monitoring. -### Azure DevOps - -#### Build Automation (1) - - - **(2024)** [lambdatest.com: How To Build a CI/CD Pipeline In Azure DevOps ?](https://www.testmuai.com/blog/build-ci-cd-pipeline-in-azure-devops) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Step-by-step introduction guide detailing how to construct and validate pipelines within Azure DevOps Services. Addresses multi-stage environments, secure service connection creation, and automated test suite execution. -#### Infrastructure Governance - - - **(2022)** [Azure DevOps Demo Generator is now open source](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [C# CONTENT] [COMMUNITY-TOOL] β€” Announcement highlighting the open-sourcing of the Azure DevOps Demo Generator engine. Allows infrastructure teams to package, distribute, and automatically spin up fully populated Azure DevOps project spaces. -#### Onboarding Engine - - - **(2024)** [Get started creating and populating demo Azure DevOps Services projects](https://learn.microsoft.com/en-us/azure/devops/demo-gen/use-demo-generator-v2?view=azure-devops) [MARKDOWN CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official Microsoft learning guide outlining the usage patterns of the Demo Generator v2 platform. Focuses on setting up pre-populated source code repos, agile work boards, and deployment pipelines. -#### YAML Pipelines - - - **(2024)** [docs.microsoft.com: Create a build pipeline with Azure Pipelines](https://learn.microsoft.com/en-gb/azure/devops/pipelines/build/ci-build-git?view=azure-devops) [MARKDOWN CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official Microsoft learning path focusing on declaring Azure Pipelines build logic using YAML configurations. Covers caching mechanisms, parallel task execution strategies, and code analysis plugin integrations. -### Continuous Delivery (1) - -#### Docker Images - - - **(2020)** [ref 1](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [DOCKERFILE CONTENT] [LEGACY] β€” A legacy Docker Hub image combining PetClinic deployment artifacts with Spinnaker and Jenkins orchestration capabilities. Serves as a historical artifact of early multi-cloud continuous delivery pipelines built on top of traditional JVM monoliths. -### Jenkins (2) - -#### Kubernetes Agents - - - **(2021)** [pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images 🌟](https://pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive technical guide exploring the orchestration of Jenkins agents inside Kubernetes. Illustrates how to dynamically provision agent pods to build and push Docker images using secure mechanisms like Kaniko or Docker-in-Docker (DinD). -#### Pipeline-as-Code - - - **(2017)** [github.com/kohsuke/petclinic Jenkinsfile](https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” A historical Jenkinsfile configuration by Kohsuke Kawaguchi showcasing early Declarative Pipeline patterns for Java projects. Illustrates stage definitions, testing cycles, and artifact archival within a self-hosted Jenkins master node environment. + - **(2022)** [Defines a Groovy CPS DSL definition: pipelineJob definition cps script](https://jenkinsci.github.io/job-dsl-plugin) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight presents an aggregative documentation path detailing Groovy CPS execution layouts, pipeline migrations, and auxiliary utility plugins. Live Grounding asserts that despite modern cloud-native shifts, these JobDSL APIs and diagnostic tools (like the Plugin Installation Manager) form the backbone of highly reliable enterprise environments. It provides essential guidelines for maintaining complex pipelines. ## DevOps and Platform Engineering ### Infrastructure Automation @@ -789,54 +814,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### No Code Movement - **(2020)** [==github.com/kelseyhightower/nocode==](https://github.com/kelseyhightower/nocode) ⭐ 65387 [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kelsey Hightower's legendary satirical repository highlighting that the best way to write secure, bug-free, and highly maintainable software is by writing 'no code' at all. Highly popular and philosophically beloved in the cloud-native ecosystem. -## DevSecOps and Automation - -### End-to-End Pipelines - -#### Multi-Version Deployments - - - **(2023)** [mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions) [GROOVY CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Documents an end-to-end DevSecOps execution path deploying two independent versions of a Tetris application. Coordinates Terraform for EKS infrastructure creation, Jenkins for CI builds, security scanning, and Argo CD for final GitOps delivery. -### Jenkins-based CI-CD - -#### AWS and Jenkins - - - **(2020)** [bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Outlines constructing a complete continuous integration pipeline using Bitbucket, Jenkins, and AWS EKS. Covers maven compilation, Docker Hub image pushes, and automated rolling deployments on target host nodes. - - **(2020)** [aws.amazon.com: Integrating Jenkins with AWS CodeArtifact to publish and consume Python artifacts](https://aws.amazon.com/blogs/devops/using-jenkins-with-codeartifact) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Demonstrates how to authenticate Jenkins runner nodes securely with AWS CodeArtifact. Focuses on resolving and publishing Python artifact packages safely through automated build lifecycles. -#### Jenkins Architecture - - - **(2021)** [==cloudogu/jenkinsfiles 🌟🌟🌟==](https://github.com/cloudogu/jenkinsfiles) ⭐ 299 [GROOVY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive repository of production-ready Jenkinsfiles designed for modern enterprise software lifecycles. Offers reusable build scripts, container integration routines, and test suite automation loops. - - **(2021)** [devopscube.com: How to Setup Jenkins Build Agents on Kubernetes Cluster 🌟](https://devopscube.com/jenkins-build-agents-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Provides an architectural step-by-step setup of self-scaling Jenkins Build Agents using the Kubernetes Jenkins plugin. Configures persistent volumes and resource constraints for ephemeral executors. - - **(2020)** [piotrminkowski.com: Continuous Integration with Jenkins on Kubernetes 🌟](https://piotrminkowski.com/2020/11/10/continuous-integration-with-jenkins-on-kubernetes) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Details executing dynamically provisioned Jenkins agent pods inside a target Kubernetes cluster. Explores mounting credentials, executing parallel pipeline workloads, and cleanup phases to optimize compute budgets. -#### Jenkins Basics - - - **(2021)** [simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Basic tutorial outlining CI/CD life cycles, illustrating how continuous deployment patterns differ from continuous delivery, and implementing simple pipelines using standard Jenkins components. -#### Jenkins Shared Libraries - - - **(2020)** [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo) [GROOVY CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Reference repository demonstrating the architectural setup of reusable Jenkins Shared Libraries. Emphasizes centralizing redundant tasks (like Slack messaging and build wrappers) to keep multi-repo setups clean. -#### Mobile Workflows - - - **(2021)** [youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline](https://www.youtube.com/watch?v=KgH0QzMHXLs) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” A foundational project walk-through deploying compiled Android APK binaries to Visual Studio App Center via automated Jenkins runner jobs. Discusses signing profiles and deployment triggers. -## DevSecOps and IDEs - -### Eclipse Che - -#### Cloud IDE Templates - - - **(2024)** [github.com/che-samples](https://github.com/che-samples) [YAML CONTENT] [COMMUNITY-TOOL] β€” Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code. -### Google Cloud Code - -#### Developer Experience - - - **(2024)** [==github.com/GoogleCloudPlatform/cloud-code-samples 🌟==](https://github.com/GoogleCloudPlatform/cloud-code-samples) ⭐ 437 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE). -#### Enterprise Templates - - - **(2021)** [cloud.google.com: Follow your org’s app dev best practices with Cloud Code custom samples 🌟](https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Focuses on establishing unified developer standards using Cloud Code. Outlines mechanisms for setting up private template repositories to govern cloud application scaffolding across large software organizations. -### Quality Assurance - -#### Azure Cloud Testing - - - **(2024)** [==github.com/microsoft: Contoso Traders - Cloud testing tools demo app==](https://github.com/microsoft/contosotraders-cloudtesting) ⭐ 168 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, multi-platform microservices demonstration application showcasing Azure cloud testing solutions. Features Playwright end-to-end tests, load testing scenarios, and automated regression validations. -## Developer Experience (1) +## Developer Experience ### Inner Loop Development @@ -855,6 +833,54 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Local Development (3) - **(2020)** [aalmiray/q-cli](https://github.com/aalmiray/q-cli) ⭐ 11 [JAVA CONTENT] 🌟 [COMMUNITY-TOOL] β€” An early community command-line interface helper for bootstrapping and managing Quarkus projects. While the official Quarkus CLI eventually integrated these capabilities, this repository represents a pivotal step in Quarkus DX history. +## Devsecops and Automation + +### CICD (5) + +#### AWS and Jenkins + + - **(2020)** [bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Outlines constructing a complete continuous integration pipeline using Bitbucket, Jenkins, and AWS EKS. Covers maven compilation, Docker Hub image pushes, and automated rolling deployments on target host nodes. + - **(2020)** [aws.amazon.com: Integrating Jenkins with AWS CodeArtifact to publish and consume Python artifacts](https://aws.amazon.com/blogs/devops/using-jenkins-with-codeartifact) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Demonstrates how to authenticate Jenkins runner nodes securely with AWS CodeArtifact. Focuses on resolving and publishing Python artifact packages safely through automated build lifecycles. +#### Jenkins Architecture + + - **(2021)** [==cloudogu/jenkinsfiles 🌟🌟🌟==](https://github.com/cloudogu/jenkinsfiles) ⭐ 299 [GROOVY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive repository of production-ready Jenkinsfiles designed for modern enterprise software lifecycles. Offers reusable build scripts, container integration routines, and test suite automation loops. + - **(2021)** [devopscube.com: How to Setup Jenkins Build Agents on Kubernetes Cluster 🌟](https://devopscube.com/jenkins-build-agents-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Provides an architectural step-by-step setup of self-scaling Jenkins Build Agents using the Kubernetes Jenkins plugin. Configures persistent volumes and resource constraints for ephemeral executors. + - **(2020)** [piotrminkowski.com: Continuous Integration with Jenkins on Kubernetes 🌟](https://piotrminkowski.com/2020/11/10/continuous-integration-with-jenkins-on-kubernetes) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Details executing dynamically provisioned Jenkins agent pods inside a target Kubernetes cluster. Explores mounting credentials, executing parallel pipeline workloads, and cleanup phases to optimize compute budgets. +#### Jenkins Basics + + - **(2022)** [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Detailed entry-level guide to understanding Jenkins Declarative versus Scripted Pipeline syntax. Explains basic pipeline constructs including stages, agents, post-execution tasks, and environment variable manipulation. + - **(2021)** [simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Basic tutorial outlining CI/CD life cycles, illustrating how continuous deployment patterns differ from continuous delivery, and implementing simple pipelines using standard Jenkins components. +#### Jenkins Shared Libraries + + - **(2020)** [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo) [GROOVY CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Reference repository demonstrating the architectural setup of reusable Jenkins Shared Libraries. Emphasizes centralizing redundant tasks (like Slack messaging and build wrappers) to keep multi-repo setups clean. +#### Mobile Workflows + + - **(2021)** [youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline](https://www.youtube.com/watch?v=KgH0QzMHXLs) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” A foundational project walk-through deploying compiled Android APK binaries to Visual Studio App Center via automated Jenkins runner jobs. Discusses signing profiles and deployment triggers. +### End-to-end Pipelines + +#### Multi-version Deployments + + - **(2023)** [mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions) [GROOVY CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Documents an end-to-end DevSecOps execution path deploying two independent versions of a Tetris application. Coordinates Terraform for EKS infrastructure creation, Jenkins for CI builds, security scanning, and Argo CD for final GitOps delivery. +## Devsecops and Ides + +### Eclipse Che + +#### Cloud IDE Templates + + - **(2024)** [github.com/che-samples](https://github.com/che-samples) [YAML CONTENT] [COMMUNITY-TOOL] β€” Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code. +### Google Cloud Code + +#### Developer Experience (1) + + - **(2024)** [==github.com/GoogleCloudPlatform/cloud-code-samples 🌟==](https://github.com/GoogleCloudPlatform/cloud-code-samples) ⭐ 437 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE). +#### Enterprise Templates + + - **(2021)** [cloud.google.com: Follow your org’s app dev best practices with Cloud Code custom samples 🌟](https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Focuses on establishing unified developer standards using Cloud Code. Outlines mechanisms for setting up private template repositories to govern cloud application scaffolding across large software organizations. +### Quality Assurance + +#### Azure Cloud Testing + + - **(2024)** [==github.com/microsoft: Contoso Traders - Cloud testing tools demo app==](https://github.com/microsoft/contosotraders-cloudtesting) ⭐ 168 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, multi-platform microservices demonstration application showcasing Azure cloud testing solutions. Features Playwright end-to-end tests, load testing scenarios, and automated regression validations. ## Enterprise Architecture ### Business Process Management @@ -869,26 +895,26 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Azure Blob Storage - **(2021)** [blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using REST API – Part 1](https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-storage-using-rest-api) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Step-by-step guide illustrating SAP Cloud Integration connectivity to Azure Blob Storage via REST APIs. Outlines security header formulation, token acquisition flows, and early payload transformations. -## Event-Driven Architectures +## Event-driven Architectures ### Go and CQRS -#### gRPC Microservices +#### Grpc Microservices - **(2021)** [dev.to: Go, Kafka and gRPC clean architecture CQRS microservices with Jaeger tracing](https://dev.to/aleksk1ng/go-kafka-and-grpc-clean-architecture-cqrs-microservices-with-jaeger-tracing-45bj) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Implements high-throughput event sourcing and CQRS patterns in Go using gRPC, Apache Kafka, and PostgreSQL. Demonstrates how clean architecture and domain-driven design structure scalable systems, while integrating Jaeger for end-to-end distributed transaction tracing. ### Observability and Diagnostics -#### Kafka at Scale +#### Kafka At Scale - **(2022)** [codeopinion.com: Troubleshooting Kafka with 2000 Microservices](https://codeopinion.com/troubleshooting-kafka-with-2000-microservices) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A heavy-duty post-mortem and diagnostics reference analyzing event-driven topologies operating thousands of microservices. Addresses cluster starvation, schema registration bottlenecks, consumer lag detection, and the architectural overhead of massive multi-tenancy. ### Realtime Streams -#### FastAPI and Ably +#### Fastapi and Ably - **(2022)** [ably.com: Building a realtime ticket booking solution with Kafka, FastAPI, and Ably](https://ably.com/blog/realtime-ticket-booking-solution-kafka-fastapi-ably) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Addresses transactional concurrency in reservation systems using Apache Kafka as an event broker, FastAPI for API management, and Ably for realtime WebSocket client updates. Solves standard problems like race conditions and high-throughput inventory allocation. ### Serverless Java (1) -#### Quarkus with Kafka +#### Quarkus With Kafka - **(2021)** [piomin/sample-quarkus-serverless-kafka](https://github.com/piomin/sample-quarkus-serverless-kafka) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A reference implementation of reactive serverless pipelines using Quarkus, Knative, and Apache Kafka. Illustrates sub-second cold starts, reactive stream processing (using SmallRye Reactive Messaging), and optimized containerization tailored for Kubernetes native eventing. ## Extensibility @@ -898,36 +924,36 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### JVM Configurations - **(2020)** [nfrankel/jvm-controller](https://github.com/nfrankel/jvm-controller) [KOTLIN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Demonstrates building a custom Java Virtual Machine (JVM) admission controller. Programmatically dynamically intercepts Pod specifications inside a validating or mutating webhook to inject appropriate runtime flags (such as JVM memory heap ergonomics) aligned with CPU and RAM resource limits. -### Event-Driven (1) +### Event-driven (1) #### Webhooks - **(2021)** [webhooks.app](https://webhooks.app) [GO CONTENT] [COMMUNITY-TOOL] β€” Utility software engineered to facilitate fast interception, logging, inspection, and local validation of webhooks. Proves useful when debugging live Kubernetes Mutating Webhook Admission Controllers or debugging automated external event triggers. -## GitOps (2) +## Gitops (2) ### Continuous Deployment -#### Flux v2 +#### Flux V2 - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) ⭐ 1268 [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The canonical Flux v2 reference architecture. Provides production-tested blueprints for structuring multi-environment repositories, configuring Kustomize hierarchies, packaging Helm releases, and enforcing namespace isolation patterns. -### OpenShift (1) +### Openshift (1) #### Enterprise Dev - **(2021)** [youtube: GitOps Guide to the Galaxy (Ep 12): Flux On OpenShift](https://www.youtube.com/watch?v=W_rcYPZkhFg&ab_channel=RedHat) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Video guide examining GitOps operations using Flux v2 inside Red Hat OpenShift. Discusses enterprise concerns such as overcoming strict Security Context Constraints (SCC) and integrating with corporate OAuth configurations. -## GitOps and Declarative Git +## Gitops and Declarative Git (1) -### Developer Platforms (1) +### Developer Platforms (2) -#### GitHub Actions (3) +#### Github Actions (3) - **(2021)** [shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa](https://shipa.io/gitops) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Explores combining the ease of GitHub Actions workflows with Shipa's application management plane to implement secure GitOps pipelines. (Live Grounding: Proves early efforts in platform engineering to bridge continuous integration directly into abstract application runtimes). -### Enterprise GitOps +### Enterprise Gitops #### Anthos - **(2022)** [youtube.com: Cloud Native GitOps with Anthos and JFrog Artifactory](https://www.youtube.com/watch?v=HSjm6-ACmWQ&ab_channel=JFrog) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A collaborative session displaying how Anthos Config Management dynamically orchestrates multi-cluster topologies in tandem with JFrog Artifactory as a secure, enterprise container registry. (Live Grounding: Portrays the classic zero-trust artifact distribution pattern used in modern multi-cloud platform deployments). -### GitOps Tools +### Gitops Tools #### Flux and Helm @@ -936,7 +962,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### Platform Comparisons -#### OpenShift vs Kubernetes +#### Openshift Vs Kubernetes - **(2021)** [developer.ibm.com: Example exercises to differentiate OpenShift and Kubernetes](https://developer.ibm.com/tutorials/examples-differentiate-openshift-kubernetes) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step practical guide comparing vanilla Kubernetes to enterprise OpenShift platforms. Illustrates differences in router configs, Security Context Constraints (SCCs), build mechanisms, and deployment strategies. ### Policy Enforcement (1) @@ -948,22 +974,22 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### Anthos (1) -#### Multi-Cluster Mesh +#### Multi-cluster Mesh - **(2022)** [Tutorial: Connect Amazon EKS and Azure AKS Clusters with Google Anthos](https://thenewstack.io/tutorial-connect-amazon-eks-and-azure-aks-clusters-with-google-anthos) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Multi-cloud tutorial explaining cluster federation workflows using Google Anthos. Coordinates the management, communication policies, and service mesh definitions across Amazon EKS and Microsoft Azure AKS clusters. -### OpenShift (2) +### Openshift (2) #### Developer Workspaces - **(2024)** [OpenShift.io Samples 🌟🌟](https://workspaces.openshift.com) [YAML CONTENT] [COMMUNITY-TOOL] β€” Enterprise cloud developer templates optimized for Red Hat OpenShift Workspaces (Eclipse Che). Facilitates the rapid provisioning of secure, IDE-integrated environments for compiling and deploying cloud-native workloads. ## Hybrid Cloud Solutions -### Multi-Cloud Architectures +### Multi-cloud Architectures -#### Anthos with EKS +#### Anthos With EKS - **(2020)** [Tutorial: Deploy Anthos Apps from GCP Marketplace into Amazon EKS Cluster](https://thenewstack.io/tutorial-deploy-anthos-apps-from-gcp-marketplace-into-amazon-eks-cluster) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates cross-cloud portability by deploying Google Cloud Marketplace containerized applications directly into Amazon EKS clusters via Anthos. Discusses multi-cloud identity mappings, ingress controller configurations, and registration procedures required to bridge GCP's service ecosystem into AWS workloads. -### Multi-Cluster GitOps +### Multi-cluster Gitops #### Anthos Config Management @@ -994,7 +1020,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [kruyt.org: Running a mailserver in Kubernetes](https://kruyt.org/running-a-mailserver-in-kubernetes) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Practical deployment architectural guide detailing the orchestration of high-availability mail servers on Kubernetes. Analyzes the complexities of handling persistent storage for mail stores (via PV/PVC), dynamic IMAP/SMTP routing setups, and the crucial network security protocols (DKIM, SPF, DMARC) required to maintain high IP reputation inside cloud infrastructures. ## Infrastructure and DevOps -### CI-CD Concepts +### CICD (6) #### Jenkins Tutorials @@ -1024,19 +1050,19 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Grafana and ACM - **(2021)** [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [JSON CONTENT] [COMMUNITY-TOOL] β€” Guides readers in customizing Multi-Cluster Grafana Dashboards under ACM. Centralizes metric aggregation pipelines and tailors performance panels across heterogeneous cluster landscapes. -#### OpenShift ServiceMesh +#### Openshift Servicemesh - **(2021)** [Monitoring Services like an SRE in OpenShift ServiceMesh](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Unpacks Site Reliability Engineering (SRE) monitoring patterns using OpenShift Service Mesh. Synthesizes Istio, Kiali, and Prometheus telemetry to isolate performance bottlenecks and measure Golden Signals. ## Infrastructure and Platform ### Autoscaling -#### Event-Driven Scaling +#### Event-driven Scaling - **(2021)** [tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA 🌟](https://tomd.xyz/kubernetes-event-driven-keda) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Demonstrates how to run Apache Camel integration microservices on Kubernetes, leveraging KEDA to dynamically scale Camel routes based on incoming message rates. Synthesizes enterprise integration patterns (EIP) with modern cloud-native autoscaling. -## Infrastructure as Code (1) +## Infrastructure As Code (1) -### AI-Assisted IaC +### Ai-assisted IaC #### AKS and ACR Deployments @@ -1046,9 +1072,9 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Infrastructure Blueprints - **(2021)** [StarpTech/k-andy](https://github.com/StarpTech/k-andy) ⭐ 157 [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A consolidated project featuring curated Kubernetes deployment manifests and Helm configurations. Highlights patterns for bootstrapping monitoring stacks, storage drivers, and load-balancer integration with localized container configurations. -### OpenShift Virtualization +### Openshift Virtualization -#### GitOps VMs +#### Gitops VMs - **(2021)** [cloud.redhat.com: Virtual Machines as Code with OpenShift GitOps and OpenShift Virtualization](https://www.redhat.com/en/blog/virtual-machines-as-code-with-openshift-gitops-and-openshift-virtualization) [YAML CONTENT] [ADVANCED LEVEL] [LEGACY] β€” Details running legacy virtual machines side-by-side with containers using OpenShift Virtualization. Outlines declarative patterns for orchestrating VM lifecycles through GitOps practices using Argo CD. ### Serverless Deployment @@ -1100,32 +1126,6 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Learning Platforms - **(2022)** [terraform.collabnix.com](https://collabnix.github.io/terraform) [HCL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A collaborative, multi-step reference hub designed to systematically introduce DevOps engineers to Terraform. Covers declarative state files, modular organization, provider configurations, and deployment strategies across multiple hyper-scale cloud providers. -## Infrastructure as Code and CI-CD - -### Configuration Management - -#### Ansible - - - **(2021)** [redhat.com: Build a lab in 36 seconds with Ansible](https://www.redhat.com/en/blog/build-VM-fast-ansible) [YAML CONTENT] [COMMUNITY-TOOL] β€” Highlights the extreme velocity benefits of programmatic infrastructure by spinning up a full VM-based training lab environment inside of 36 seconds using Ansible automation. (Live Grounding: Shows how standardized playbooks reduce system bootstrap overhead to near zero). -#### Ansible Galaxy - - - **(2025)** [galaxy.ansible.com/ansible/product_demos 🌟](https://galaxy.ansible.com/ansible/product_demos) [YAML CONTENT] [COMMUNITY-TOOL] β€” The official catalog of production-ready Ansible product demos hosted on Ansible Galaxy. Contains modular roles and collections designed to streamline enterprise cloud deployments. (Live Grounding: Serves as a vital asset directory for platform engineering teams utilizing Ansible Automation Platform). -#### Ansible Tower - - - **(2023)** [Red Hat Ansible Tower - Workshop and Demo](https://github.com/network-automation/toolkit) ⭐ 127 [YAML/PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” A specialized automation toolkit for Red Hat Ansible Tower/AWX focused on network architectures. Emphasizes role-based access controls, standardized workflow templates, and central log telemetry. (Live Grounding: Highlights critical patterns for bringing deterministic software-defined networking concepts to legacy environments). -#### Ansible Workshops - - - **(2025)** [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos) [YAML CONTENT] [COMMUNITY-TOOL] β€” Official Red Hat Ansible workshops repository, highlighting hands-on scenarios for cloud provisioning, configuration management, network automation, and security playbooks. (Live Grounding: Serves as the authoritative source for enterprise teams to upskill in Ansible Automation Platform strategies). -### Developer Platforms (2) - -#### CI-CD Pipelines - - - **(2021)** [shipa.io: A Developer focused CI/CD pipeline for Kubernetes](https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines designing application-centric CI/CD pipelines that leverage developer platform layers to remove raw Kubernetes configuration friction. (Live Grounding: Highlights the evolving landscape of platform engineering where developers focus on code deliverables while security/infrastructure is handled declaratively by platforms). -### GitOps and Declarative Git (1) - -#### Ansible and Helm - - - **(2020)** [opensource.com: Build a Kubernetes Minecraft server with Ansible's Helm modules](https://opensource.com/article/20/10/kubernetes-minecraft-ansible) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates utilizing Ansible's native Helm modules to declare and manage deployments within a Kubernetes cluster, illustrated by spinning up a stateful Minecraft server instance. (Live Grounding: Highlights the cross-functional utility of leveraging Ansible playbooks to drive Kubernetes native packaging models). ## Java Cloud Native ### Spring Cloud (1) @@ -1152,7 +1152,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Minishift - **(2020)** [opensource.com: Set up Minishift and run Jenkins on Linux](https://opensource.com/article/20/11/minishift-linux) [SHELL CONTENT] [LEGACY] β€” Step-by-step guide outlining how to install Minishift on Linux and run a Jenkins instance inside it. This provides baseline knowledge of legacy platforms, but modern architectures should use OpenShift Local. -### Red Hat OpenShift Local +### Red Hat Openshift Local #### Installation @@ -1163,6 +1163,11 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2020)** [schabell.org: CodeReady Containers - Building a Cloud-Native Human Resources Process](https://www.schabell.org/2020/10/codeready-containers-building-cloud-native-hr-process.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” Details local development of a cloud-native Human Resources workflow using CodeReady Containers. Explains process containerization concepts on single-node platforms, though modern flows favor OpenShift Local frameworks. ## Networking +### Ebpf + +#### Calico + + - **(2022)** [thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane](https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane) [YAML CONTENT] [ADVANCED LEVEL] [LEGACY] β€” Technical review examining performance and resource footprint improvements when deploying Calico's eBPF data plane inside lightweight K3s environments. Demonstrates significant CPU overhead reductions compared to legacy iptables architectures. ### Ingress #### Nginx @@ -1173,11 +1178,6 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Recipes - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) ⭐ 6144 [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source repository for reusable NetworkPolicy templates. Provides validated configuration files to handle common cloud-native security patterns. -### eBPF - -#### Calico - - - **(2022)** [thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane](https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane) [YAML CONTENT] [ADVANCED LEVEL] [LEGACY] β€” Technical review examining performance and resource footprint improvements when deploying Calico's eBPF data plane inside lightweight K3s environments. Demonstrates significant CPU overhead reductions compared to legacy iptables architectures. ## Observability (1) ### Microservices Telemetry @@ -1190,7 +1190,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Message Brokers - **(2020)** [piotrminkowski.com: RabbitMQ Monitoring on Kubernetes](https://piotrminkowski.com/2020/09/29/rabbitmq-monitoring-on-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Technical tutorial focused on architecting a comprehensive RabbitMQ monitoring pipeline within Kubernetes. Illustrates how to configure Prometheus Operator's custom resources, register dedicated ServiceMonitors, and implement rich Grafana dashboard systems to observe telemetry metrics such as message rates, consumer connections, and disk storage alerts. -### OpenTelemetry +### Opentelemetry #### Governance @@ -1229,7 +1229,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟](https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Delineates critical security configurations and hardening guidelines for Rancher Kubernetes Engine (RKE) deployments. Explores secure etcd database clustering, role-based access control policies, TLS configuration, and master node network isolation. ## Platform Architecture -### CICD (2) +### CICD (7) #### Legacy Jenkins @@ -1251,27 +1251,12 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Red Hat Ecosystem - **(2025)** [==Portfolio Architecture WorkShops 🌟==](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive architectural workshops presenting verified blueprints for complex hybrid cloud systems, retail edge strategies, and AI/ML model deployment operations. It serves as a highly detailed blueprint catalog for modern enterprise architects. -### CICD Platforms (1) - -#### Azure DevOps (1) - - - **(2021)** [thomasthornton.cloud: A DevOps journey using Azure DevOps](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [YAML CONTENT] [CASE STUDY] [COMMUNITY-TOOL] β€” A comprehensive retrospective detailing the strategic transition and ongoing journey of adopting Azure DevOps for enterprise platform engineering. The guide explores centralizing pipeline definitions, managing environment gates, optimizing agent pools, and leveraging built-in boards and repositories. It highlights pragmatic challenges and structural lessons learned during real-world migrations to cloud-native delivery workflows. -### Custom Controller Patterns - -#### Kubernetes Operators - - - **(2020)** [developers.redhat.com: β€˜Hello, World’ tutorial with Kubernetes Operators](https://developers.redhat.com/blog/2020/08/21/hello-world-tutorial-with-kubernetes-operators) [GO CONTENT] [COMMUNITY-TOOL] β€” Outlines basic concepts of the Operator SDK to develop a "Hello World" Kubernetes custom controller. Focuses on reconciliation loop structures, Custom Resource Definition (CRD) setups, and deployment strategies. -### Enterprise Kubernetes - -#### OpenShift (3) - - - **(2025)** [rcarrata.com](https://rcarrata.com) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Roberto CarratalΓ‘'s technical blog features deep architectural explorations of OpenShift and enterprise Kubernetes setups. It is packed with real-world scenarios covering OAuth integrations, ingress routing configurations, and security hardeners. -### GitOps and CI-CD +### CICD (8) #### AWS and Argo CD - **(2023)** [mrcloudbook.com: GitOps: Deploying Tetris on EKS Using ArgoCD](https://mrcloudbook.com/gitops-deploying-tetris-on-eks-using-argocd) [YAML CONTENT] [COMMUNITY-TOOL] β€” A simplified tutorial mapping out the migration from manual deployments to automated GitOps workflows on AWS EKS using Argo CD. Focuses on setting up repositories, IAM credentials, and declarative reconciliations. -#### Argo CD and OpenShift Pipelines +#### Argo CD and Openshift Pipelines - **(2021)** [piotrminkowski.com: Kubernetes CI/CD with Tekton and ArgoCD 🌟](https://piotrminkowski.com/2021/08/05/kubernetes-ci-cd-with-tekton-and-argocd) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Guides the reader through building a Kubernetes-native CI/CD pipeline using Tekton for compiling, testing, and containerizing Java applications, combined with Argo CD for declarative GitOps delivery. - **(2020)** [developers.redhat.com: From code to production with OpenShift Pipelines and Argo CD](https://developers.redhat.com/blog/2020/09/10/from-code-to-production-with-openshift-pipelines-and-argo-cd) [YAML CONTENT] [COMMUNITY-TOOL] β€” Analyzes the deployment pipeline workflow integrating OpenShift Pipelines (based on Tekton) with Argo CD for declarative GitOps continuous delivery. The architecture promotes safe transitions from code repositories to production clusters via containerized build stages and automated resource reconciliation. @@ -1279,13 +1264,16 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2021)** [opensource.com: Get started with Argo CD 🌟](https://opensource.com/article/21/8/argo-cd) [YAML CONTENT] [COMMUNITY-TOOL] β€” An introduction to core GitOps architectures using Argo CD. Outlines basic mechanics of reconciliation, syncing Helm charts, and navigating the GUI to verify actual and desired cluster states match. - **(2020)** [vzilla.co.uk: GitOps - Getting started with ArgoCD](https://vzilla.co.uk/vzilla-blog/gitops-getting-started-with-argocd) [YAML CONTENT] [COMMUNITY-TOOL] β€” Presents an introductory guide to GitOps patterns using Argo CD on Kubernetes. Details installation steps, sync policies, and repo registration to facilitate baseline understanding of Git-declared state control. +#### Azure DevOps (1) + + - **(2021)** [thomasthornton.cloud: A DevOps journey using Azure DevOps](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [YAML CONTENT] [CASE STUDY] [COMMUNITY-TOOL] β€” A comprehensive retrospective detailing the strategic transition and ongoing journey of adopting Azure DevOps for enterprise platform engineering. The guide explores centralizing pipeline definitions, managing environment gates, optimizing agent pools, and leveraging built-in boards and repositories. It highlights pragmatic challenges and structural lessons learned during real-world migrations to cloud-native delivery workflows. #### Configuration Rollouts - **(2021)** [codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts 🌟🌟](https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts) [YAML CONTENT] [COMMUNITY-TOOL] β€” Resolves the issue of non-rolling updates for Kubernetes ConfigMaps. Leverages Kustomize hash generation alongside Argo CD to trigger rolling updates across associated deployments upon configuration changes. -#### GitLab Integration (1) +#### Gitlab Integration (1) - **(2021)** [openshift.com: Building GitLab Pipelines on OpenShift](https://www.redhat.com/en/blog/building-openshift-pipelines-with-gitlab) [YAML CONTENT] [COMMUNITY-TOOL] β€” Details configuring GitLab CI runners inside an OpenShift environment to native execution. Addresses cluster authentication, caching mechanisms, and security contexts when executing pipeline scripts inside restricted Pod environments. -#### Multi-Cluster GitOps (1) +#### Multi-cluster Gitops (1) - **(2021)** [infracloud.io: Multicluster GitOps with ArgoCD](https://www.infracloud.io/blogs/multicluster-gitops-argocd) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines architectural choices for orchestrating multi-cluster GitOps setups with Argo CD, focusing on hub-and-spoke topologies versus decentralized controls to manage cluster-level dependencies. - **(2020)** [developers.redhat.com: Introduction to Tekton and Argo CD for multicluster development](https://developers.redhat.com/blog/2020/09/03/introduction-to-tekton-and-argo-cd-for-multicluster-development) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains the synergy between Tekton tasks and Argo CD to drive multi-cluster continuous delivery. Defines the boundaries where Tekton controls cloud-native container builds while Argo CD manages drift resolution across remote target clusters. @@ -1295,16 +1283,36 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Tool Assessment - **(2020)** [youtube: Exploring The Cloud-native Kubernetes CI/CD Pipeline Tool Landscape](https://www.youtube.com/watch?v=5XWwjyikWMQ&feature=emb_logo&ab_channel=Konveyor) [COMMUNITY-TOOL] β€” A comprehensive landscape review of cloud-native CI/CD tooling, mapping out the evolution of Jenkins, Tekton, Argo, and Flux. Provides architectural guidelines for selecting pipeline engines based on scalability and declarative execution goals. -### GitOps and Deployment +### Custom Controller Patterns + +#### Kubernetes Operators + + - **(2020)** [developers.redhat.com: β€˜Hello, World’ tutorial with Kubernetes Operators](https://developers.redhat.com/blog/2020/08/21/hello-world-tutorial-with-kubernetes-operators) [GO CONTENT] [COMMUNITY-TOOL] β€” Outlines basic concepts of the Operator SDK to develop a "Hello World" Kubernetes custom controller. Focuses on reconciliation loop structures, Custom Resource Definition (CRD) setups, and deployment strategies. +### Developer Experience (2) + +#### Red Hat Ecosystem (1) + + - **(2026)** [==Developer Sandbox==](https://developers.redhat.com/developer-sandbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developers, letting them deploy containers instantly. In 2026, it is the standard starting sandbox for assessing OpenShift APIs. +### Enterprise Kubernetes + +#### Openshift (3) + + - **(2025)** [rcarrata.com](https://rcarrata.com) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Roberto CarratalΓ‘'s technical blog features deep architectural explorations of OpenShift and enterprise Kubernetes setups. It is packed with real-world scenarios covering OAuth integrations, ingress routing configurations, and security hardeners. +### Gitops and Deployment #### Flux Ecosystem - **(2020)** [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” An early step-by-step tutorial outlining GitOps workflows with original Flux tools. Offers historical context but must be updated to Flux v2 and the modern GitOps Toolkit conventions. ### Machine Learning Operations -#### OpenShift AI +#### Openshift AI - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) ⭐ 25 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community collection of machine learning workflows and notebooks deployed on Red Hat OpenShift AI. Details deployment pipelines for distributed training, model serving, and GPU resource slicing. +### Security and Compliance (1) + +#### Public Sector + + - **(2026)** [**redhatgov.io**](https://redhatgov.io) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Specialized platform engineering portal with focused guides on locking down OpenShift infrastructure to meet strict military, intelligence, and federal government security benchmarks (DISA STIG, FIPS, NIST). A mandatory reference for architects building air-gapped, zero-trust container setups. ## Public Cloud Providers ### AWS (1) @@ -1369,14 +1377,14 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2022)** [gitlab.com/redhatdemocentral: Healthcare](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc) [ASCIIDOC CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A highly specialized reference architecture covering the integration of healthcare workflows, real-time messaging, and patient record databases on OpenShift. Explains how to reconcile strict data compliance directives (HL7/FHIR) with highly-scalable container orchestrations. ### Interactive Learning -#### OpenShift Labs +#### Openshift Labs - **(2023)** [github.com/openshift-labs 🌟](https://github.com/openshift-labs) [GO / YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An official repository that runs web-accessible, sandbox-styled instructional courses for OpenShift. Guides engineers through Operator lifecycle development, security tuning, and multi-tenant networking setups. ## Resource Portal ### Video Tutorials -#### Cloud PoC +#### Cloud Poc - **(2023)** [cloud quick POCs](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ) [N/A CONTENT] [COMMUNITY-TOOL] β€” A compiled collection of video tutorials and rapid proofs-of-concept demonstrating containerization, multi-tier cloud networking, and infrastructure provisioning patterns across AWS, Azure, and Google Cloud Platform. ## Security (2) @@ -1391,7 +1399,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Hacking Labs - **(2024)** [**The Kubernetes Goat**](https://github.com/madhuakula/kubernetes-goat) ⭐ 5674 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The premier interactive security training platform containing an intentionally vulnerable Kubernetes cluster. Designed as an educational sandbox to demonstrate real-world cluster vulnerabilities, RBAC privilege escalations, metadata exposure, and container breakout exploits. -## Security and Compliance (1) +## Security and Compliance (2) ### Cloud Security Assessments @@ -1402,12 +1410,12 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ### Identity and Access -#### OpenShift GitOps +#### Openshift Gitops - **(2021)** [openshift.com: SSO Integration for the OpenShift GitOps Operator](https://www.redhat.com/en/blog/sso-integration-for-the-openshift-gitops-operator) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores integrating single sign-on (SSO) systems like Keycloak or Red Hat SSO with the OpenShift GitOps (Argo CD) operator. Facilitates role-based access control (RBAC) mappings for secure enterprise deployments. ### Platform Security -#### GitOps Security +#### Gitops Security - **(2021)** [developers.redhat.com: Managing GitOps control planes for secure GitOps practices 🌟](https://developers.redhat.com/articles/2021/08/03/managing-gitops-control-planes-secure-gitops-practices) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Discusses access control models, repository structure strategies, and network isolation policies to harden GitOps control planes. Assures that malicious code or human errors are contained safely within individual tenant boundaries. #### Resource Integrity @@ -1443,7 +1451,7 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o - **(2024)** [==aws-samples/serverless-java-frameworks-samples: Lambda demo with common' Java application frameworks 🌟==](https://github.com/aws-samples/serverless-java-frameworks-samples) ⭐ 159 [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides deep-dive comparison and code samples for building serverless workloads with Java on AWS Lambda. Evaluates cold-start strategies, optimization techniques, and framework comparisons like Spring Cloud Function, Micronaut, and Quarkus. ### AWS Serverless -#### Cloud-Native Demo +#### Cloud-native Demo - **(2020)** [github.com/unitypark/aws-serverless-demos](https://github.com/unitypark/aws-serverless-demos) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” A playground containing several serverless infrastructure designs compiled via AWS CDK. Serves as reference implementations for combining DynamoDB, API Gateway, and Lambda. ### Knative @@ -1461,14 +1469,14 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o #### Local Development (5) - **(2021)** [learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube 🌟](https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes) [HCL CONTENT] [COMMUNITY-TOOL] β€” A practical HashiCorp tutorial teaching how to bootstrap and configure Consul Service Mesh inside Minikube. Details transparent proxy routing, catalog synchronization rules, and enforcing secure service-to-service cryptographic identities. -### GitOps (3) +### Gitops (3) #### Progressive Delivery - **(2023)** [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio) ⭐ 668 [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An advanced progressive delivery architectural recipe integrating Flux v2, Flagger, and Istio. Automates metric-driven canary releases, utilizing real-time Prometheus statistics to roll back failing application revisions with minimal user impact. ### Istio -#### Hands-On +#### Hands-on - **(2020)** [blog.alexellis.io: A bit of Istio before tea-time](https://blog.alexellis.io/a-bit-of-istio-before-tea-time) [YAML CONTENT] [COMMUNITY-TOOL] β€” Accelerated developer tutorial detailing local installations and practical evaluations of the Istio service mesh. Covers microservice configuration injections, sidecar integrations, and foundational egress traffic testing in simple configurations. ## Software Development @@ -1484,21 +1492,14 @@ Live Grounding: The 9 distinct demos present low-latency, real-world execution o ##### Spring Petclinic Red Hat - **(2020)** [github.com/redhat-developer-demos/spring-petclinic 🌟](https://github.com/redhat-developer-demos/spring-petclinic) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Curator Insight maps out Red Hat's customized developer demo fork of the Spring Petclinic project. Live Grounding indicates this version is heavily optimized for OpenShift deployments, featuring native integration with OpenShift build configs and Kubernetes secrets. It is ideal for illustrating red-hat native cloud development workflows. -## Software Development No-Code Vibe Coding +## Software Development No-code Vibe Coding - **(2026)** [**Take our I/O 2026 quiz, vibe coded in Google AI Studio**](https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz) [EN CONTENT] 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] β€” Curator Insight: This demonstration exemplifies the 'vibe coding' trend, shifting software creation from semantic syntax coding to iterative, natural-language dialogs with LLMs. Live Grounding: Built by a non-technical editor, the interactive application showcases Google AI Studio's Antigravity coding agent, allowing rapid prototyping and direct deployment of simple web elements through prompt engineering. -## Software Engineering (1) - -### Application Scaffolding - -#### Boilerplate Tools - - - **(2021)** [Ambassador Edge Stack. K8S Initializer (scaffolding tool) 🌟](https://blackbird.a8r.io) [GO CONTENT] [COMMUNITY-TOOL] β€” The Ambassador K8s Initializer helps engineers bootstrap cloud-native applications with ready-made Kubernetes configurations. It simplifies ingress setup, routing rules, and observability hooks by generating tailored declarative manifests. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Kubernetes](./kubernetes.md) | [Other Awesome Lists](./other-awesome-lists.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/devel-sites.md b/v2-docs/devel-sites.md index 963cdd15..9b70d96b 100644 --- a/v2-docs/devel-sites.md +++ b/v2-docs/devel-sites.md @@ -16,21 +16,35 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G #### General Reference - [dzone.com: Software Engineering Best Practices That High-Performing Teams' Follow](https://dzone.com/articles/software-engineering-best-practices-that-high-perf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Software Engineering Best Practices That High-Performing Teams' Follow== in the Kubernetes Tools ecosystem. -## Backend-as-a-Service +## Artificial Intelligence + +### Developer Agents + +#### Amazon Q + + - **(2026)** [Amazon CodeWhisperer](https://aws.amazon.com/q/developer) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon Q Developer (formerly CodeWhisperer) is AWS's flagship generative AI-assisted programming agent. It generates real-time, context-aware code suggestions while performing security scanning and structural code upgrades. Live grounding demonstrates its evolution into a highly secure, enterprise-compliant workspace tool with advanced reference tracking mechanisms. +## Backend-as-a-service ### Google Cloud -#### BaaS Platform +#### Baas Platform - **(2026)** [firebase.google.com](https://firebase.google.com) [NONE CONTENT] [COMMUNITY-TOOL] β€” Google's premium Backend-as-a-Service platform. Features real-time JSON databases, managed authentication, and serverless compute triggers optimized for client applications and lightweight microservices. -### PostgreSQL +### Postgresql -#### BaaS Platform (1) +#### Baas Platform (1) - **(2026)** [supabase.com](https://supabase.com) [TYPESCRIPT/ELIXIR CONTENT] [COMMUNITY-TOOL] β€” The premier open-source Firebase alternative. Leverages production-ready PostgreSQL with real-time sync networks, integrated authentication engines, and automated REST/GraphQL APIs, highly compatible with cloud-native container workloads. #### Database Tooling - **(2022)** [blog.logrocket.com: Working with Supabase Studio](https://blog.logrocket.com/working-supabase-studio) [SQL/TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” A practical exploration of Supabase Studio, an embedded database UI. Shows how to configure relational tables, manage Row-Level Security (RLS) configurations, and run SQL commands without leaving the platform UI. +## CICD and DevOps + +### Automated Code Review + +#### Amazon Codeguru + + - **(2026)** [Amazon CodeGuru Reviewer](https://aws.amazon.com/codeguru/profiler) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon CodeGuru Reviewer is an AI-driven security and performance analysis service built to find hard-to-detect defects within CI/CD pipelines. It identifies security vulnerabilities, synchronization issues, and resource leaks. In 2026, it offers refined cloud-native optimization suggestions tailored to AWS service dependencies and serverless execution environments. ## Career ### Industry Trends @@ -51,27 +65,6 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G #### Desktop Clients - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) ⭐ 5146 [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead. -## DevOps and CICD - -### Automated Code Review - -#### Amazon CodeGuru - - - **(2026)** [Amazon CodeGuru Reviewer](https://aws.amazon.com/codeguru/profiler) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon CodeGuru Reviewer is an AI-driven security and performance analysis service built to find hard-to-detect defects within CI/CD pipelines. It identifies security vulnerabilities, synchronization issues, and resource leaks. In 2026, it offers refined cloud-native optimization suggestions tailored to AWS service dependencies and serverless execution environments. -## DevOps Automation and Modern Systems Engineering - -### Software Engineering Principles - -#### Developer Cognitive Load - - - **(2022)** [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses the rising developer cognitive load induced by the sprawl of cloud-native configurations, tooling, and infrastructure details. Argues for developer-centric abstractions and internal developer platforms (IDPs) to insulate application developers from cloud complexity and boost velocity. -## Developer Productivity - -### Integrated Development Environments - -#### Rust - - - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Comparative review evaluating IntelliJ Rust versus VSCode + rust-analyzer. Analyzes memory footprint, compilation speed feedback loops, macro expansion accuracy, and integrated debugger performance. ## Developer Tooling ### CLI Frameworks @@ -89,9 +82,9 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G #### DDEV Guides - **(2022)** [opensource.com: 16 reasons DDEV will be your new favorite web development environment](https://opensource.com/article/22/12/ddev) [COMMUNITY-TOOL] β€” This foundational guide details DDEV's architecture and outlines several core operational reasons to adopt it for local developer environments. The resource highlights zero-config SSL, automated multisite networking, and seamless cross-platform orchestration. It acts as a clear migration roadmap from customized Docker Compose layouts to a standardized, team-wide orchestration abstraction layer. -## Future of Engineering +## Future Of Engineering -### AI-Assisted Development +### Ai-assisted Development #### Devin AI @@ -105,7 +98,7 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G - **(2021)** [developers.redhat.com: Red Hat Software Collections 3.8 and Red Hat Developer Toolset 11 now generally available](https://developers.redhat.com/articles/2021/11/15/red-hat-software-collections-38-and-red-hat-developer-toolset-11-now-generally) [C/C++ CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Release summary detailing Red Hat Software Collections 3.8 and Developer Toolset 11. Explains runtime lifecycle considerations, package availability, and GCC version upgrades for building enterprise software on RHEL platforms. ## Software Engineering -### AI-Assisted Development (1) +### Ai-assisted Development (1) #### Copilot Ecosystem @@ -125,7 +118,7 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G #### Refactoring - **(2026)** [refactoring.guru: Design Patterns](https://refactoring.guru/design-patterns) [MULTI-LANGUAGE CONTENT] [COMMUNITY-TOOL] β€” An exceptional digital guide outlining classical Creational, Structural, and Behavioral software design patterns. Provides clean, production-ready code examples in Go, Python, Java, and TypeScript alongside practical refactoring advice. -### Developer Productivity (1) +### Developer Productivity #### Learning Paths (1) @@ -159,12 +152,12 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G #### Learning Paths (3) - **(2022)** [freecodecamp.org: How to Start Learning to Code – Handbook for Beginners](https://www.freecodecamp.org/news/learn-coding-for-everyone-handbook) [NONE CONTENT] [COMMUNITY-TOOL] β€” A foundational software engineering handbook designed to quickly familiarize beginner programmers with the UNIX command line, version control operations (Git), and basic application code structures. -#### Object-Oriented Programming +#### Object-oriented Programming - **(2021)** [dev.to: 5 Books and Courses to Learn Object Oriented Programming in Depth](https://dev.to/javinpaul/5-books-and-courses-to-learn-object-oriented-programming-in-depth-4kff) [JAVA/C++ CONTENT] [COMMUNITY-TOOL] β€” Reviews five industry-standard courses and manuals targeting deep Object-Oriented Programming (OOP) architectures, clean design principles (SOLID), and enterprise domain-driven modeling patterns. ### Languages (1) -#### Cloud-Native Programming +#### Cloud-native Programming - **(2021)** [infoq.com: Ballerina for Full-Stack Developers: A Guide to Creating Backend APIs](https://www.infoq.com/articles/ballerina-fullstack-rest-api) [BALLERINA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical evaluation of Ballerina as an open-source programming language specifically designed for backend microservice integration. Focuses on native support for HTTP/2, gRPC, and JSON data transformations. ### Methodology @@ -174,7 +167,7 @@ description: "Top Devel Sites resources for 2026, AI-ranked: Build Your Own X, G - **(2021)** [dev.to: A Better Way To Code: Documentation Driven Development](https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem) [NONE CONTENT] [COMMUNITY-TOOL] β€” Introduces Documentation Driven Development (DDD). Explains how specifying schemas, system boundaries, and API interfaces in documentation before coding leads to cleaner microservice separation. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/developerportals.md b/v2-docs/developerportals.md index 87fb7701..4b02296d 100644 --- a/v2-docs/developerportals.md +++ b/v2-docs/developerportals.md @@ -16,7 +16,7 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve #### Android Ecosystem - **(2026)** [==developer.android.com==](https://developer.android.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions, modern networking protocols, and securing client-to-backend API integrations. -#### iOS Ecosystem +#### Ios Ecosystem - **(2026)** [==developer.apple.com==](https://developer.apple.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Apple's developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations with microservices and remote API architectures under strict security criteria. ## Architectural Foundations @@ -100,26 +100,12 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve - **(2021)** [Layering domains and microservices using API Gateways](https://kislayverma.com/software-architecture/layering-domains-and-microservices-using-api-gateways) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes architectural design patterns for structuring enterprise APIs by layering domain services behind a unified API Gateway layer. Discusses decoupling strategies, cross-cutting concerns (auth, rate-limiting), and how to avoid anti-patterns when decomposing monoliths into distributed microservice topologies. ## Developer Experience -### AI-Assisted Coding +### Ai-assisted Coding #### Claude Code - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. Live Grounding: Explores advanced CLI-driven agent workflows, highlighting configuration optimizations, shell integration strategies, and secure execution configurations in local and remote environments. -## Developer Platforms - -### Documentation - -#### GitHub Wiki - - - **(2022)** [What is a GitHub Wiki and How Do You Use it?](https://www.freecodecamp.org/news/what-is-github-wiki-and-how-do-you-use-it) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Detailed guide on utilizing GitHub Wikis for repository documentation. It describes markdown editing, sidebar customization, and managing wiki repositories locally as standard Git remotes. -### Git Repositories - -#### GitHub - -##### Open Source - - - **(2022)** [GitHub for Beginners: Getting Started with OSS Contributions](https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-oss-contributions) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Practical handbook introducing developers to open-source software (OSS) contribution workflows on GitHub. Explains fork-and-pull-request models, issue triage, branch hygiene, and code review communication norms. -## Domain APIs +## Domain Apis ### Automotive @@ -158,7 +144,7 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve #### Open Banking - **(2026)** [openbankingtracker.com](https://www.openbankingtracker.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized tracking directory detailing open banking regulations, standards, APIs, and market readiness metrics globally. It acts as an architectural ledger monitoring PSD2 implementation and global banking API catalog availability. -### IoT +### Iot #### Smart Cities @@ -221,9 +207,9 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve - **(2024)** [piotrminkowski.com: Getting Started with Backstage](https://piotrminkowski.com/2024/06/13/getting-started-with-backstage) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive technical guide to bootstrapping Backstage, configuring the software catalog, and writing custom templates. The resource outlines practical steps to integrate local tooling with the developer portal, enabling swift adoption of self-service developer templates. ## Software Engineering -### AI-Assisted Development +### Ai-assisted Development -#### GitHub Copilot +#### Github Copilot - **(2026)** [Best Practices for Using GitHub Copilot](https://docs.github.com/en/copilot/get-started/best-practices) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output. ### Programming Paradigms @@ -233,7 +219,7 @@ description: "Top Developerportals resources for 2026, AI-ranked: Backstage Deve - **(2023)** [github.com/readme/guides: Functional Programming 101](https://github.com/readme/guides/functional-programming-basics) [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide exploring core tenets of the functional programming paradigm, such as immutability, pure functions, and referential transparency. Synthesizes practical benefits of adopting these concepts in modern application development to minimize side effects, simplify testing, and boost concurrent performance. --- -πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) +πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/devops-tools.md b/v2-docs/devops-tools.md index f528b489..6e27f662 100644 --- a/v2-docs/devops-tools.md +++ b/v2-docs/devops-tools.md @@ -1,5 +1,5 @@ --- -description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templates, ASDF and more β€” curated Cloud Native tools, guides and references." +description: "Top DevOps Tools resources for 2026, AI-ranked: Awesome Sysadmin, Claude Code Templates and more β€” curated Cloud Native tools, guides and references." --- # DevOps Tools aka Toolchain @@ -9,13 +9,6 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa !!! info "Architectural Context" Detailed reference for DevOps Tools aka Toolchain in the context of Architectural Foundations. -## AI and Platform Engineering - -### AI Assistants - -#### Developer Productivity - - - **(2025)** [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga) [COMMUNITY-TOOL] β€” General availability announcement detailing Copilot's integration into the GitHub Actions run logs. Empowers engineers to ask AI to interpret errors, trace failures, and propose immediate pipeline repair steps. ## AI Engineering ### Agentic Frameworks @@ -23,7 +16,7 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa #### Developer Experience - **(2025)** [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Kiro is a testing and engineering framework designed to bring traditional software disciplineβ€”such as regression testing, linting, and sandbox executingβ€”to LLM agents and multi-agent workflows. It establishes strict validation steps to ensure agent behaviors remain deterministic, secure, and aligned with standard corporate software engineering guidelines. -## CICD Pipelines +## CICD ### AI and Automation @@ -46,9 +39,9 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) ⭐ 3546 [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes. ## Deployment and Delivery -### CICD and Delivery +### CICD (1) -#### Developer Productivity (1) +#### Developer Productivity - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550 [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs. #### Enterprise Tooling @@ -66,7 +59,7 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa #### Foundational Primer - **(2020)** [reviewnprep.com: DevOps Tool Primer: Docker, Kubernetes, Ansible](https://reviewnprep.com/blog/devops-tool-comparison-docker-vs-kubernetes-vs-ansible) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An educational primer clarifying the exact boundaries of container runtimes, declarative state orchestrators, and agentless configuration engines. Serves as a useful roadmap for platform engineers designing highly reproducible multi-cloud infrastructures. -### Event-Driven Automation +### Event-driven Automation #### Workflows @@ -102,6 +95,9 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) ⭐ 28036 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Claude Code Templates is an extensive community library containing structured system designs, context guidelines, and prompt schemas optimized for Anthropic's Claude Code and CLI. It helps teams configure context-aware coding agents that integrate smoothly into microservice development cycles. ### Developer Knowledge +#### Cheat Sheets + + - **(2025)** [**QuickRef.ME - Quick Reference Cheat Sheets**](https://quickref.me/index.html) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles. #### Curation Repositories - **(2021)** [devops.com: 11 Open Source DevOps Tools We Love For 2021](https://devops.com/11-open-source-devops-tools-we-love-for-2021) [N/A CONTENT] [COMMUNITY-TOOL] β€” This evaluation spotlights eleven critical open-source DevOps projects covering areas like monitoring, infrastructure automation, container workflows, and CI/CD frameworks. It presents real-world architectural trade-offs, helping teams evaluate modern platform engineering toolchains. @@ -112,7 +108,7 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa #### Resources - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) ⭐ 34277 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs. -## Infrastructure as Code +## Infrastructure As Code ### Development Environments @@ -123,7 +119,7 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa ### Platform Engineering (1) -#### AppOps and GitOps +#### Appops and Gitops - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations. ## Kubernetes Tools @@ -139,21 +135,16 @@ description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templa #### Docker Compose - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) ⭐ 2560 [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies. -### Version Management - -#### Multi-Language Runtimes - - - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment drift across development machines and CI runners via a robust plugin-driven architecture. ## Observability ### UI Clients -#### Multi-Cluster +#### Multi-cluster - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) ⭐ 311 [C# CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/devops.md b/v2-docs/devops.md index 1ecdc8b2..f8193d16 100644 --- a/v2-docs/devops.md +++ b/v2-docs/devops.md @@ -13,13 +13,19 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - [thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and' APIs](https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis) [COMMUNITY-TOOL] +## AI and Agents + +### Environments + +#### Cloud Agents + + - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analysis of building custom sandboxes and isolated development runtimes for LLM-based autonomous cloud agents. Discusses secure API mocking, resource isolation, and state rollbacks. ## Architectural Foundations ### Kubernetes Tools #### General Reference - - **(None)** [](https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem. - [guru99.com: DevOps Lifecycle: Different Phases Explained with Examples 🌟](https://www.guru99.com/devops-lifecycle.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: DevOps Lifecycle: Different Phases Explained with Examples 🌟 in the Kubernetes Tools ecosystem. - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==DZone: Defining Day-2 Operations== in the Kubernetes Tools ecosystem. - [devopslearners.com](https://devopslearners.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com in the Kubernetes Tools ecosystem. @@ -31,11 +37,12 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - [itproportal.com: Stop messing up with CI/CD vs. DevOps and learn the difference' finally](https://www.itproportal.com/features/stop-messing-up-with-cicd-vs-devops-and-learn-the-difference-finally) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itproportal.com: Stop messing up with CI/CD vs. DevOps and learn the difference' finally in the Kubernetes Tools ecosystem. - [dzone.com: What Is APIOps? How to Be Successful at It](https://dzone.com/articles/what-is-apiops-and-how-to-be-successful-at-apiops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: What Is APIOps? How to Be Successful at It in the Kubernetes Tools ecosystem. - [dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs](https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs in the Kubernetes Tools ecosystem. + - **(None)** [](https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem. ## Architecture ### Patterns -#### Twelve-Factor App +#### Twelve-factor App - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide) [COMMUNITY-TOOL] [GUIDE] β€” Revisits the classic 12-Factor app principles through a modern cloud-native lens. Analyzes how declarations like declarative formats, clean environment parity, and port binding apply to contemporary container networks. ## Automation @@ -45,7 +52,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### MCP Server - **(2026)** [Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation](https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details the stable release of Azure MCP (Model Context Protocol) Server 2.0, enabling secure, self-hosted agentic automation workflows. It provides architectural patterns for running local AI agents with direct, API-driven access to Azure resource management, optimizing operational automation via language model integrations. -### NoOps Evolution +### Noops Evolution - **(2020)** [How to get from DevOps to NoOps: 5 steps](https://enterprisersproject.com/article/2020/3/how-get-devops-noops-5-steps) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Proposes a five-step path toward fully abstracted, frictionless environments (NoOps). Argues that standard automation must evolve into self-healing platforms that hide low-level operations from microservice developers. ## Automation and Orchestration @@ -55,13 +62,25 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Reference Architectures - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) ⭐ 9787 [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-standard GitHub repository containing configuration blueprints for Jeff Geerling's 'Ansible for DevOps'. Serves as a primary reference for deploying Kubernetes clusters and microservices. -## CICD Pipelines +## CICD ### Security #### Network Access Control - **(2024)** [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official update outlining changes in public IP routing paths for Azure DevOps hosted agents. Crucial information for maintaining zero-trust firewall configurations. +## CICD and DevOps + +### Infrastructure As Code + +#### Orchestration Platforms + + - **(2026)** [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece) [NONE CONTENT] [COMMUNITY-TOOL] β€” Addresses operational scale limits when managing state files and workflow dependencies manually. Argues for unified infrastructure orchestration planes that handle secrets distribution and pipeline synchronization systematically. +### Roadmaps + +#### Career Path + + - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability. ## Career and Interview Preparation ### Interview Prep @@ -90,7 +109,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Ops Dynamics - **(2022)** [infoworld.com: How multicloud changes devops](https://www.infoworld.com/article/2337920/how-multicloud-changes-devops.html) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details how a multicloud strategy alters deployment topologies, configuration management, and network boundaries. Curator analysis details the heavy challenges of multi-cloud storage, compliance parity, and operational overhead. Live architectural blueprints in 2026 demonstrate that leveraging cloud-agnostic abstractions like Kubernetes and unified IaC structures is crucial to mitigate lock-in without exploding team budgets. -### NoOps and Serverless +### Noops and Serverless #### Overview @@ -102,6 +121,11 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2022)** [searchitoperations.techtarget.com: Tips and tools to achieve a serverless DevOps workflow](https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the fundamental paradigm shifts involved in building DevOps pipelines for abstracted serverless runtimes. The author breaks down the unique testing, cold-start optimization, and automated IAM policies required for ephemeral compute. Live architecture designs indicate that employing native CI tools combined with frameworks like AWS SAM or Serverless Framework is key to maintaining deployment reliability at scale. ## Cloud Infrastructure +### AWS Ecosystem + +#### Cloud Services + + - **(2026)** [AWS DevOps 🌟](https://aws.amazon.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in. ### Automation (1) #### Developer Workflows @@ -110,7 +134,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Glossary - **(2022)** [redhat.com: Red Hat automation glossary 🌟](https://www.redhat.com/en/blog/red-hat-automation-glossary) [COMMUNITY-TOOL] β€” Provides a comprehensive terminology reference mapping modern DevOps, configuration management, and automation jargon. Offers clear, enterprise-aligned definitions for terms like CI/CD, IaC, GitOps, and orchestration engines. -#### SysAdmin Practices +#### Sysadmin Practices - **(2021)** [redhat.com: Tales from the field: A system administrator's guide to IT automation](https://www.redhat.com/en/blog/it-automation-book) [COMMUNITY-TOOL] β€” Examines transition stages from traditional system administration scripting to unified declarative automation models. Uses real-world enterprise scenarios to show how to build configuration environments using tools like Ansible. ### Enterprise Containers @@ -118,9 +142,23 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Strategy - **(2021)** [contino.io: How to Make Enterprise Container Strategies That Last (Part One)](https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one) [NONE CONTENT] [COMMUNITY-TOOL] β€” An enterprise-focused strategic guide detailing how to design durable container adoption initiatives. It emphasizes aligning developer enablement with platform engineering teams, setting up proper governance models, and establishing realistic operational metrics, ensuring organization-wide Kubernetes migrations don't stall due to cultural friction. +### GCP Ecosystem + +#### CICD (1) + + - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [YAML CONTENT] [COMMUNITY-TOOL] β€” Google Cloud's serverless continuous integration and continuous delivery platform, enabling high-performance builds across multiple languages. The curator highlights its deep integration with GKE and secure Docker artifact pipelines. Live telemetry confirms that Cloud Build is highly effective for cost-sensitive scaling operations due to its pay-as-you-go billing model. +#### DevOps Frameworks + + - **(2026)** [cloud.google.com: DevOps](https://cloud.google.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Google Cloud's primary DevOps hub, anchoring its research around DORA (DevOps Research and Assessment) and native cloud capabilities like Cloud Build and GKE. Curator reviews emphasize high-velocity software delivery architectures. Modern GCP engineering patterns rely on these principles to deploy secure, distributed, and containerized architectures on Google Cloud Platform. +#### Developer Tools + + - **(2026)** [Cloud Developer Tools](https://cloud.google.com/products/tools) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A comprehensive directory of Google Cloud developer tools, spanning Cloud Shell, Artifact Registry, and Cloud Code extensions. The curator highlights its streamline-driven integration with local IDE environments. Live platform development metrics show these tools dramatically reduce local setup time for developers building serverless applications or microservices targeted at GCP. +#### IDE Integrations + + - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A powerful suite of IDE plugins (VS Code, IntelliJ) designed to accelerate development of cloud-native systems on GCP. Curator highlights focus on debugging Kubernetes clusters directly from local workstations. Live engineering teams use Cloud Code to minimize the gap between local code changes and GCP deployment environments, driving faster development feedback loops. ### Network Infrastructure -#### NetDevOps +#### Netdevops - **(2023)** [devops.com: The Rise of NetDevOps and CI/CD Pipeline Solutions](https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details the integration of DevOps practices into physical and software-defined network engineering (NetDevOps). The author explains how manual CLI configurations are replaced by declarative pipelines and GitOps repositories. Live network architecture relies on these methodologies to continuously test, validate, and push configuration changes to production switches and core SD-WAN structures. ### Serverless @@ -132,14 +170,14 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co ### Kubernetes Orchestration -#### DevOps-as-a-Service +#### Devops-as-a-service - **(2021)** [containerjournal.com: Best of 2021 – Kubernetes Enables DevOps-as-a-Service (DaaS)](https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores how Kubernetes functions as the underlying engine to enable flexible, on-demand DevOps-as-a-Service platforms. Curator reviews focus on dynamic build runner scaling and containerized API scheduling. Live cloud-native operations show that employing Kubernetes controllers allows organizations to build resilient, auto-scaling internal developer platforms that automatically manage their own underlying build workloads. ## Cloud Providers ### AWS -#### CICD and Security +#### CICD (2) - **(2019)** [cloudtweaks.com: DevOps - Secure and Scalable CI/CD Pipeline with AWS](https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural guide detailing how to build highly secure, scalable CI/CD pipelines natively on AWS using CodePipeline, CodeBuild, and IAM roles. Discusses security integrations such as static analysis and automated vulnerability scanning at the ingest phase. ## Containerization @@ -159,7 +197,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2020)** [Corporate culture complicates Kubernetes and container collaboration 🌟](https://www.zdnet.com/article/corporate-culture-complicates-kubernetes-and-container-collaboration) [N/A CONTENT] 🌟🌟 [LEGACY] β€” Explains how legacy organizational divisions obstruct Kubernetes deployments. Points out the importance of breaking down departmental silos to exploit container multi-tenancy correctly. ## Continuous Delivery -### CICD Pipeline Design +### CICD (3) - **(2020)** [learnsteps.com: DevOps Interview Question: How will you set up a CI/CD pipeline? 🌟](https://www.learnsteps.com/devops-interview-question-how-will-you-set-up-a-ci-cd-pipeline) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical architectural blueprint of modern pipeline assembly: testing validations, container building, canary promotions, and rollbacks. Essential resource for production architecture preparation. ### Database Delivery @@ -168,6 +206,9 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co ### Release Strategies - **(2020)** [cloudacademy.com: Blog / DevOpsDevOps: Why Is It Important to Decouple Deployment From Release?](https://platform.qa.com/login) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Architectural analysis of separating physical code deployment from logical user release. Examines the use of feature flag systems and proxy-level traffic management to perform risk-free production promotions. +### Security Policy + + - **(2020)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines corporate initiatives aimed at embedding security validations and automated pipeline compliance directly within Jenkins-based and unified enterprise orchestration systems. ## Culture (1) ### Career Development @@ -180,6 +221,9 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co ### Collaboration Systems - **(2020)** [thenewstack.io: DevOps World: DevOps Moves to Resilient Collaboration](https://thenewstack.io/post-pandemic-devops-moves-to-resilient-collaboration) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Evaluates the rise of highly collaborative virtual frameworks in platform operations. Details how telemetry sharing stabilizes distributed team response performance. +### Distributed Teams + + - **(2020)** [opensource.com: 10 tips for maintaining a DevOps mindset for distributed teams](https://opensource.com/article/20/6/devops-mindset) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Pragmatic guide focused on remote engineering operations. Details how telemetry alignment, shared ChatOps structures, and open system registries prevent development drift in distributed organizations. ### Enterprise Transformation - **(2021)** [deloitte.com: Culture change, not tech, is the secret to DevOps success (podcast) 🌟](https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” This discussion shifts the industry focus away from simple tooling loops to prioritize organizational psychology as the true engine of DevOps performance. Highlights the minimization of structural silos as a core technical enabler. @@ -205,22 +249,17 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Data Integration - **(2024)** [seekwell](https://www.seekwell.io) [N/A CONTENT] [COMMUNITY-TOOL] β€” SeekWell is a data operations platform that bridges the gap between raw SQL databases and business applications (such as Google Sheets, Slack, and Salesforce) by automating continuous data synchronization. The curator highlights its simple query-to-push pipeline. Live data operations show that utilizing such tools accelerates data analytics feedback loops without requiring massive, complex ETL pipelines. -#### Data-as-Code +#### Data-as-code - **(2021)** [thenewstack.io: The Coming Era of Data as Code 🌟](https://thenewstack.io/the-coming-era-of-data-as-code) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents the 'Data as Code' philosophy, where datasets are treated with the same version control, testing, and continuous delivery disciplines as application source code. The author argues that data pipelines must have rigorous validation tests before execution. Live enterprise analytics frameworks validate this trend, showing that treating data declaratively is essential for stable, reproducible machine learning and analytical pipelines. - **(2021)** [arrikto.com: What is Data as Code 🌟](https://www.arrikto.com/blog/what-is-data-as-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” Outlines the foundational architectural pillars of Data as Code, focusing on git-like versioning for datasets, isolated staging environments, and immutable data storage snapshots. Curator points map this to reproducible machine learning pipelines. Live operational telemetry shows these patterns are key to preventing data drift and ensuring compliance with regulatory data auditing guidelines. -## DevOps and CICD +## Deployment and Delivery -### Infrastructure as Code +### CICD (4) -#### Orchestration Platforms +#### Self-hosted Runners - - **(2026)** [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece) [NONE CONTENT] [COMMUNITY-TOOL] β€” Addresses operational scale limits when managing state files and workflow dependencies manually. Argues for unified infrastructure orchestration planes that handle secrets distribution and pipeline synchronization systematically. -### Roadmaps - -#### Career Path - - - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability. + - **(2025)** [Buildbot](https://buildbot.net) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A Python-based framework designed for continuous integration testing. Although largely surpassed by Kubernetes-native engines, Buildbot remains a robust, highly extensible platform for complex, non-standard compilation requirements. ## DevOps and Learning Resources ### Video Courses @@ -254,7 +293,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Cloud Integrations - **(2022)** [umbrellainfocare.com: Cloud and DevOps are Made for Each Other](https://www.umbrellainfocare.com/blogs/cloud-and-devops-are-made-for-each-other) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Explores the symbiotic ecosystem formed when cloud services utilize modern continuous deployment pipelines. Live Grounding: Explains how virtualization and elastic cloud sizing provide the underlying infrastructure that continuous software testing demands. -#### Multi-Cloud +#### Multi-cloud - **(2023)** [devops.com: Home Β» Blogs Β» A DevOps Reset for a Multi-Cloud World](https://devops.com/a-devops-reset-for-a-multi-cloud-world) [EN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight: Explores multi-cloud complexities and the adjustments needed in cloud configuration. Live Grounding: Outlines abstract orchestration strategies using tools like Terraform and Kubernetes to bypass cloud-provider lock-in. ### Leadership (1) @@ -271,10 +310,10 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2025)** [redhat.com: Understanding DevOps](https://www.redhat.com/en/topics/devops) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Groundwork explanation of continuous integration, collaboration, and platform metrics from Red Hat. Live Grounding: Acts as an industry standard explanation, connecting automated pipelines, team collaboration, and shared responsibility with real-world infrastructure delivery models. - **(2025)** [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops) [ES CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Core DevOps theory resource tailored specifically for Spanish-speaking IT markets. Live Grounding: Translates essential continuous integration, infrastructure as code, and site reliability paradigms for local development environments and multi-national technical teams. -#### SRE vs SysAdmin +#### SRE Vs Sysadmin - **(2022)** [linkedin.com/pulse: Is DevOps just system administration repackaged?](https://www.linkedin.com/pulse/devops-just-system-administration-repackaged-gianluca-mascolo) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Addresses the common misconception that DevOps is merely rebranded system administration. Live Grounding: Distinguishes DevOps through its focus on programmatic infrastructure, developer empowerment, and shared deployment stewardship. -#### SaaS DevOps +#### Saas DevOps - **(2023)** [salesforceben.com: 5 DevOps Concepts You Need to Know](https://www.salesforceben.com/5-devops-concepts-you-need-to-know) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Explores primary DevOps paradigms customized for enterprise-level SaaS environments. Live Grounding: Highlights specialized CI/CD patterns required for custom cloud SaaS platforms, bringing automated testing and sandbox versioning to enterprise systems. #### Shifting Left Risks @@ -322,7 +361,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2023)** [devops.com: Why MTTR is a Vital Metric for DevOps Teams](https://devops.com/why-mttr-is-a-vital-metric-for-devops-teams) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Details how MTTR influences business outcome reliability and pipeline maturity. Live Grounding: Details how real-time logging, distributed tracing, and incident response runbooks directly improve telemetry metrics inside microservices deployments. ## DevOps and SRE -### CICD Pipelines (1) +### CICD (5) #### Architecture (1) @@ -332,7 +371,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2023)** [youtube playlist: DevOps - SonarQube, Artifactory, JFrog, Jenkins, Maven, etc 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akoYTAboxT1AbHlPmrvRYYZ) [N/A CONTENT] [COMMUNITY-TOOL] β€” A highly structured educational video playlist demonstrating the end-to-end integration of essential enterprise tools including SonarQube, JFrog Artifactory, Jenkins, and Maven. Curator insights praise the step-by-step installation guides. Live architectural operations confirm this collection as an excellent, hands-on pipeline-construction reference for intermediate engineers aiming to master security scanning and artifact management. ### Cloud Migration -#### DevOps-as-a-Service (1) +#### Devops-as-a-service (1) - **(2021)** [DevOps as a Service: Migrating Your Entire DevOps Stack to the Cloud](https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the-cloud) [N/A CONTENT] [COMMUNITY-TOOL] β€” Analyzes the business and architectural trade-offs of migrating an organization's entire internal build and testing infrastructure to SaaS-based DevOps-as-a-Service offerings. The curator details the comparison between maintaining self-hosted Jenkins clusters versus subscribing to cloud platforms. Live platform standards prove that modern SaaS solutions dramatically decrease internal maintenance overhead while enhancing security auditing compliance. ### Culture and Organizations @@ -402,7 +441,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2023)** [informationweek.com: What's Holding DevOps Back?](https://www.informationweek.com/software-services/what-s-holding-devops-back-) 🌟🌟🌟 [LEGACY] β€” Diagnostic deep dive into the common bottlenecks holding legacy organizations back from true DevOps adoption. Identifies organizational silos, tool fatigue, lack of training, and legacy governance frameworks as persistent pain points. ### Platform Engineering -#### PlatformOps +#### Platformops - **(2024)** [**blog.postman.com: What Is PlatformOps?**](https://blog.postman.com/what-is-platformops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastically reduce cognitive load for developers. ### Professional Development (2) @@ -477,7 +516,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2021)** [dev.to: DevOps Is Not Automation](https://dev.to/run-x/devops-is-not-automation-2amo) [COMMUNITY-TOOL] β€” Reframes DevOps by showing that automation is just an enabling tool. Argues that true performance depends on strong feedback loops, continuous learning, and close cooperation between development and operations. ### Documentation -#### Docs-as-Code +#### Docs-as-code - **(2021)** [opensource.com: A DevOps guide to documentation](https://opensource.com/article/21/3/devops-documentation) [COMMUNITY-TOOL] β€” Deconstructs the 'Docs-as-Code' paradigm, incorporating documentation tasks into active developer Git workflows. Outlines utilizing Markdown, static-site generators, programmatic link check validation, and pipeline-level artifact documentation deployments. ### Executive Strategy @@ -496,7 +535,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2021)** [dev.to: DEV-OPS](https://dev.to/attaullahshafiq10/dev-ops-59dm) [COMMUNITY-TOOL] β€” A detailed overview of DevOps as a shared culture and process. Explains how merging requirements, coding, automated testing, and infrastructure management within unified teams improves software delivery speed and quality. ### Industry Trends -#### DevSecOps +#### Devsecops - **(2021)** [devops.com: 7 Trends Influencing DevOps and DevSecOps Adoption](https://devops.com/7-trends-influencing-devops-and-devsecops-adoption) [COMMUNITY-TOOL] β€” Evaluates strategic industry movements toward DevSecOps patterns, automated compliance gates, and GitOps-driven workflows. Explains modern paradigms for shifting security left by integrating static application security testing (SAST) and software composition analysis (SCA) directly into declarative build stages. #### Market Evolution @@ -507,7 +546,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2021)** [thenewstack.io: DevOps at the Crossroads: The Future of Software Delivery](https://thenewstack.io/devops-at-the-crossroads-the-future-of-software-delivery) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines the future of software delivery, highlighting platforms that reduce developer friction. Discusses using Kubernetes operators, declarative configurations, and AI-assisted deployment systems to handle hybrid-cloud setups. ### Metrics and Assessment -#### CICD Metrics +#### CICD (6) - **(2021)** [bmc.com: DevOps Metrics for Optimizing CI/CD Pipelines](https://www.bmc.com/blogs/devops-ci-cd-metrics) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An in-depth guide on tracking and analyzing CI/CD metrics to optimize performance. Focuses on identifying pipeline bottlenecks, measuring build and deployment speeds, and tracking success rates to improve team efficiency. #### Operational Excellence @@ -531,7 +570,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2021)** [infoq.com: DevOps is Not Enough for Scaling and Evolving Tech-Driven Organizations: a Q&A with Eduardo da Silva](https://www.infoq.com/articles/devops-not-enough-scaling-tech-driven-organizations) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Q&A explaining why typical DevOps silo designs fail to sustain growth at scale. Promotes platform engineering strategies that focus on lowering cognitive developer load through specialized Internal Developer Platforms (IDPs) and defined team boundaries. ### Programming Languages -#### Infrastructure-as-Code +#### Infrastructure-as-code - **(2021)** [devops.com: Languages and DevOps: Recommendations](https://devops.com/languages-and-devops-recommendations) [COMMUNITY-TOOL] β€” Compares performance profiles and use cases for key automation languages including Go, Python, Bash, and Rust. Assists platform teams in choosing tools based on raw compilation speed, runtime memory overhead, and library support. ### Software Lifecycle Models @@ -554,30 +593,33 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2021)** [freecodecamp.org: DevOps Engineering Course for Beginners](https://www.freecodecamp.org/news/devops-engineering-course-for-beginners) [COMMUNITY-TOOL] β€” A complete introductory course covering core Linux system tasks, Docker container images, simple Jenkins CI/CD pipeline builds, and cloud service basics needed to build modern software systems. ### Vendor Integration -#### SaaS Operations +#### Saas Operations - **(2021)** [infoq.com: How External IT Providers Can Adopt DevOps Practices 🌟](https://www.infoq.com/news/2021/08/external-IT-providers-devops) [COMMUNITY-TOOL] β€” Analyzes how to integrate third-party providers with internal delivery pipelines. Covers using standardized APIs, establishing clear service level agreements (SLAs), and sharing observability metrics to maintain high reliability across vendors. -## DevSecOps and IDEs +## Development Workflow + +### Podcasts + + - **(2024)** [bikeshed.fm: The Bike Shed](https://bikeshed.thoughtbot.com) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A developer-focused podcast analyzing code health, automated testing frameworks, and dependency updates. Offers practical strategies on handling deployment scaling issues and code design patterns. +## Devsecops and Ides ### Google Cloud Code #### Developer Experience (1) - **(2024)** [==github.com/GoogleCloudPlatform/cloud-code-samples 🌟==](https://github.com/GoogleCloudPlatform/cloud-code-samples) ⭐ 437 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curated templates and setup workflows targeting GCP's Cloud Code extension. Helps developers structure containerized services locally before auto-deploying to Google Kubernetes Engine (GKE). -## Development Workflow - -### Podcasts - - - **(2024)** [bikeshed.fm: The Bike Shed](https://bikeshed.thoughtbot.com) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A developer-focused podcast analyzing code health, automated testing frameworks, and dependency updates. Offers practical strategies on handling deployment scaling issues and code design patterns. ## Education ### Syllabus - **(2022)** [github.com/paragpallavsingh/90DaysOfDevOps: 90DaysOfDevOps Challenge](https://github.com/paragpallavsingh/90DaysOfDevOps) ⭐ 11 [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A highly practical 90-day learning path targeting foundational DevOps principles. Step-by-step tasks systematically introduce participants to continuous delivery pipelines, basic automation scripting, and system telemetry. - **(2020)** [DevOps for beginners: Where to start learning and focusing](https://enterprisersproject.com/article/2020/6/devops-beginners-where-start) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Strategic advice for system engineers starting in the field. Argues for focusing deeply on operational telemetry, version management, and continuous delivery pipelines rather than specific cloud vendor tools. +### Training Courses + + - **(2023)** [Techworld with Nana: Learn DevOps topics easily](https://www.techworld-with-nana.com) [N/A CONTENT] [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” A premier technical curriculum focused on infrastructure automation, container mechanics, and deployment pipelines. Successfully bridges the gap between raw system administration and cloud native deployment methodologies. ## Enterprise Agile -### SAFe Framework +### Safe Framework - **(2020)** [scaledagileframework.com: DevOps 🌟🌟](https://www.scaledagileframework.com/devops) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines the CALMR execution framework nested inside enterprise-scale agile models. Identifies methods to link strategic planning layers with automated continuous integration loops. ## Enterprise Systems @@ -587,7 +629,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### DevOps Implementation - **(2021)** [blogs.sap.com: A Practical Guide to DevOps for SAP ERP](https://blogs.sap.com/2021/12/13/a-practical-guide-to-devops-for-sap-erp) [N/A CONTENT] [ADVANCED LEVEL] [LEGACY] β€” Delivers a pragmatic manual on integrating modern DevOps paradigms, continuous integration pipelines, and automated testing frameworks into highly rigid SAP ERP environments. The curator explains the complexity of managing SAP transports and ABAP code structures. Live enterprise IT strategies prove that breaking down these legacy transport processes is essential for agile corporate transformations. -## FinOps and Cloud Cost +## Finops and Cloud Cost ### AWS Optimization @@ -599,7 +641,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co ### Enterprise Architecture - **(2020)** [BBVA - DevOps: quΓ© es y cΓ³mo mejorar los procesos gracias a esta estrategia](https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia) [SPANISH CONTENT] 🌟 [COMMUNITY-TOOL] β€” An enterprise-level study outlining how financial organizations deploy automated compliance pipelines to accelerate delivery velocities safely under strict regulatory frameworks. -### Guide +### Guides - **(2020)** [github.blog: What is DevOps? A guide to common methods and misconceptions 🌟](https://github.blog/enterprise-software/devops/devops-definition) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A baseline GitHub handbook defining core system release terminology. Discusses the transition to GitOps, continuous build validations, and post-deployment observability loops. ### Introduction (1) @@ -614,7 +656,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Entra ID -##### Infrastructure as Code (1) +##### Infrastructure As Code (1) - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) ⭐ 866 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential open-source PowerShell tool designed to export entire Microsoft Entra ID tenant configurations to local JSON files. In 2026, EntraExporter is widely used by security and architecture teams to establish configuration baselines, detect drift, and archive tenant states for compliance audits. ## Industry Metrics @@ -642,7 +684,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Education (1) - **(2022)** [**github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟**](https://github.com/DevOps-Projects-Ideas/DevOps-Books) ⭐ 682 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly curated reference repository cataloging essential DevOps literature spanning container orchestration, continuous delivery pipelines, and cloud systems engineering. Serves as a reliable technical roadmap for systems architects seeking deep-dive foundational concepts. -### Infrastructure as Code (2) +### Infrastructure As Code (2) #### Automation (3) @@ -652,14 +694,14 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2022)** [thenewstack.io: Cloud Drift Detection: How to Resolve Out-of-State Changes](https://thenewstack.io/cloud-drift-detection-how-to-resolve-out-of-state-changes) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” An analytical guide on auditing actual cloud environment states against declarative IaC templates. Details the recovery mechanics necessary to align divergent environments programmatically. ### Security (2) -#### Infrastructure as Code (3) +#### Infrastructure As Code (3) - **(2023)** [thenewstack.io: How Drift Detection and IaC Help Maintain a Secure Infrastructure](https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infrastructure) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Details how continuous drift monitoring acts as a primary security perimeter control. Validating resource declarations against cloud runtimes prevents bad actors from executing persistence actions via untracked configuration edits. -## Infrastructure as Code (4) +## Infrastructure As Code (4) -### CICD and Delivery +### CICD (7) -#### Self-Hosted Runners +#### Self-hosted Runners (1) - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A collection of Cloud Posse Terraform modules designed to automate secure, dynamically autoscaling self-hosted GitHub Actions runners inside AWS networks, optimization execution speed while keeping compute costs minimal. ### IaC Fundamentals @@ -672,6 +714,16 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Entra ID Integration - **(2024)** [Terraform: Get User Principal Name (UPN) of User Running Deployment without Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions) [HCL CONTENT] [COMMUNITY-TOOL] β€” A focused technical workaround detailing how to dynamically capture the current executing User Principal Name (UPN) inside Terraform scripts without relying on wide Microsoft Entra ID read access. +## Kubernetes (1) + +### Troubleshooting + +#### Guides (1) + + - **(2023)** [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd) [COMMUNITY-TOOL] β€” A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times. +#### Playbooks + + - **(2023)** [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions) [COMMUNITY-TOOL] β€” This compilation details ten authentic, highly technical outage scenarios encountered in production Kubernetes clusters, complete with step-by-step diagnostic paths and resolutions. It covers complex issues like DNS resolution failure, certificate expiration, and stateful volume mounting locks. The practical nature of these scenarios makes this an invaluable resource for active operations teams. ## Management ### Observability @@ -696,12 +748,12 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Architecture Alignment - **(2021)** [softwebsolutions.com: DevOps and Microservices – Creating change together](https://www.softwebsolutions.com/resources/devops-and-microservices) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes structural alignments required between microservices application architectures and parallel release pipelines. Addresses service boundaries, localized API contract testing, localized datastore migrations, and routing topologies using modern service mesh protocols. -### DevSecOps (1) +### Devsecops (1) #### Cloud Native Security - **(2021)** [thenewstack.io: Microservices Transformed DevOps β€” Why Security Is Next](https://thenewstack.io/microservices-transformed-devops-why-security-is-next) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes how microservices require new approaches to security. Details how traditional perimeter defense must be replaced with zero-trust architectures, service mesh encryption, and continuous pipeline security scans. -### Event-Driven +### Event-driven #### Application Delivery (1) @@ -713,16 +765,9 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Articles - **(2016)** [thenewstack.io: Tigera's Calico Aims to Ease Connectivity Pain with Kubernetes](https://thenewstack.io/kubernetes) [COMMUNITY-TOOL] β€” An early architectural analysis detail of Project Calico's approach to easing IP-management and network connectivity bottlenecks in scaling clusters. It breaks down how Calico bypasses virtual overlay networks by utilizing standard BGP route propagation, facilitating direct IP routing while enforcing strict network security policies at the Linux kernel level. -## Operations - -### Local Environment Setup - -#### Package Management - - - **(2023)** [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld) [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step local workstation bootstrapping guide using the Windows Chocolatey package manager. Instructs how to quickly establish consistent local administration tooling, installing docker-cli, terraform, aws-cli, and ecs-cli to prepare for cloud resource management. ## Orchestration -### Kubernetes (1) +### Kubernetes (2) #### Core Concepts (2) @@ -734,13 +779,13 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co ### Containerization (2) -#### CICD Integration +#### CICD (8) - **(2021)** [devops.com: How Containers Simplify DevOps Workflows and CI/CD Pipelines 🌟](https://devops.com/how-containers-simplify-devops-workflows-and-ci-cd-pipelines) [COMMUNITY-TOOL] β€” Analyzes structural benefits of using containers as immutable deployment artifacts. Explains how containers prevent environment drift, accelerate automated build times, and streamline target infrastructure orchestration. #### Value Realization - **(2021)** [thenewstack.io: Maximizing the Value of Containerization for DevOps](https://thenewstack.io/maximizing-the-value-of-containerization-for-devops) [COMMUNITY-TOOL] β€” Explores how containerized virtualization architectures secure strict consistency across development, staging, and production networks. Analyzes image optimization protocols, layer caching mechanisms, secure base images, and container orchestrator deployment strategies. -### Kubernetes (2) +### Kubernetes (3) #### DevOps Integration @@ -754,12 +799,12 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2025)** [seal.io: Open Source Platform Engineering for Dev & Ops](https://gpustack.ai) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores GPUStack (associated with gpustack.ai / seal.io's evolution), an open-source platform engine designed for local and cloud GPU orchestration. Enables developers and platform teams to easily provision, manage, and scale AI/LLM execution environments across heterogeneous hardware infrastructure. ### Architectural Evolution -#### Platform as a Runtime +#### Platform As A Runtime - **(2024)** [infoq.com: Platform as a Runtime - the Next Step in Platform Engineering](https://www.infoq.com/articles/platform-runtime-engineering) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Proposes 'Platform as a Runtime' (PaaR) as the evolutionary phase beyond static developer portals. Analyzes dynamic orchestration engines that compile abstract developer intentions into cloud-native infrastructure resources on the fly, transforming static templates into active runtime lifecycles. ### Architecture (2) -#### GitOps Repository Design +#### Gitops Repository Design - **(2023)** [humanitec.com: How to design your repository structures to nail platform engineering](https://humanitec.com/blog/how-to-design-your-repository-structures-to-nail-platform-engineering) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep architectural dive into GitOps-aligned repository topologies. Discusses split-repository layouts separating application code from environment configurations, enabling declarative platform orchestrators (like Humanitec or ArgoCD) to work seamlessly while maintaining strong security boundaries. ### Business Value (1) @@ -767,6 +812,11 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Strategy (1) - **(2023)** [infoworld.com: Why platform engineering?](https://www.infoworld.com/article/2338392/why-platform-engineering.html) [COMMUNITY-TOOL] β€” Analyzes the economic and organizational imperatives driving the shift to platform engineering. Focuses on scaling development teams, lowering time-to-market, and solving the cognitive overload bottleneck introduced by modern cloud-native service proliferation. +### CICD and DevOps (1) + +#### Technical Walkthroughs + + - **(2025)** [devopscube.com](https://devopscube.com) [COMMUNITY-TOOL] β€” DevOpsCube offers high-quality, practical guides for configuring and maintaining production Kubernetes environments. It is highly regarded for its detailed setup instructions for Prometheus, Grafana, ingress controllers, and cluster scaling. ### Community Hub #### General Resources @@ -774,7 +824,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2026)** [platformengineering.org](https://platformengineering.org) [COMMUNITY-TOOL] β€” The primary community-driven knowledge portal for Platform Engineering globally. Hosts foundational patterns, blueprints, and tooling landscapes (such as the Internal Developer Platform reference architectures) that define industry-wide standardization for developer experience (DevEx). ### Declarative Configuration -#### KusionStack +#### Kusionstack - **(2025)** [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) ⭐ 1310 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kusion is an open-source intent-driven declarative configuration engine. Uses structured schema architectures (KCL) to compile application delivery models into multi-cloud platform resources, helping developers manage infrastructure and application lifecycles natively. ### Definitions @@ -787,11 +837,9 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Architecture (3) - **(2023)** [thenewstack.io: Architecture and Design Considerations for Platform Engineering Teams](https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deep dive into architectural design principles for platform engineering. Outlines critical decisions around modular tool chains, declarative configurations, open API design, and self-healing systems that form the structural foundation of enterprise IDPs. -### DevOps and CICD (1) +#### Platform Democracy -#### Technical Walkthroughs - - - **(2025)** [devopscube.com](https://devopscube.com) [COMMUNITY-TOOL] β€” DevOpsCube offers high-quality, practical guides for configuring and maintaining production Kubernetes environments. It is highly regarded for its detailed setup instructions for Prometheus, Grafana, ingress controllers, and cluster scaling. + - **(2023)** [Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the shift from top-down platform imposition to a collaborative platform democracy model where users actively influence platform features. Focuses on Kratix-style platform design that co-creates platform capabilities to better align with actual developer workflows and organizational requirements. ### DevOps Evolution #### Observability (1) @@ -805,7 +853,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Git Workflows - **(2021)** [github.blog: 5 DevOps tips to speed up your developer workflow 🌟](https://github.blog/developer-skills/5-devops-tips-to-speed-up-your-developer-workflow) [COMMUNITY-TOOL] β€” Provides five ways to accelerate development using GitHub features. Focuses on reusable workflows, cloud-based development environments, automated dependency updates, and pull-request policies to improve code quality. -### Developer Self-Service +### Developer Self-service #### SRE Patterns @@ -815,7 +863,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Kubernetes Fleet - **(2023)** [frobes.com: How To Empower Modern Kubernetes Management With A Platform Team Model](https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0) [COMMUNITY-TOOL] β€” Delivers executive-level and architectural analysis on scale-out Kubernetes management. Discusses how dedicated platform engineering teams act as force multipliers, streamlining cluster lifecycle automation, centralized governance, and cost optimization across hybrid and multi-cloud environments. -### Guides +### Guides (2) #### Foundational @@ -834,7 +882,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Enterprise Portals - **(2026)** [Atlassian Compass](https://www.atlassian.com/software/compass) [COMMUNITY-TOOL] β€” Atlassian Compass is a developer portal designed to map distributed software architecture, track dependencies, and gauge health metrics. Connects disparate tools, logs team ownership, and automates operational scorecard checks within Atlassian's software suite. -#### SaaS Developer Portals +#### Saas Developer Portals - **(2026)** [Port](https://www.port.io) [COMMUNITY-TOOL] β€” Port is a modern, no-code/low-code SaaS developer portal that acts as a central repository for internal software systems. Features highly dynamic, custom-defined data models, granular access controls, self-service action triggering, and native integrations across CI/CD and Kubernetes environments. - **(2026)** [Cortex](https://www.cortex.io) [COMMUNITY-TOOL] β€” Cortex is an enterprise-grade Internal Developer Portal specializing in microservices governance, reliability scorecards, and engineering standards. Integrates deeply with Kubernetes, Git, and cloud infrastructure to track service ownership, operational quality, and security compliance. @@ -848,12 +896,12 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Articles (1) - **(2025)** [thenewstack.io/platform-engineering](https://thenewstack.io/platform-engineering) [COMMUNITY-TOOL] β€” A curated repository of technical articles, case studies, and editorial content analyzing the evolution of Platform Engineering from traditional DevOps. Provides critical architectural comparisons, community trends, and technical insights on tool adoption in enterprise environments. -#### Kubernetes (3) +#### Kubernetes (4) - **(2023)** [siliconangle.com: The rise of platform engineering in the Kubernetes era](https://siliconangle.com/2023/04/20/rise-platform-engineering-kubernetes-era-kubecon) [COMMUNITY-TOOL] β€” An analysis from KubeCon covering the strategic convergence of cloud-native infrastructure and platform engineering. Details how standardizing on Kubernetes APIs enables organizations to construct extensible control planes that mask infrastructure complexity for developers. ### Infrastructure Migration -#### VMware Alternatives +#### Vmware Alternatives - **(2024)** [humanitec.com: Escape VMware lock-in with a modular Internal Developer Platform](https://humanitec.com/blog/escape-vmware-lock-in-with-a-modular-internal-developer-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical analysis of migration strategies away from proprietary VMware hypervisors using open-source, cloud-native IDP architectures. Evaluates the cost, operational, and performance advantages of deploying bare-metal or multi-cloud Kubernetes runtimes orchestrated by modular platform controllers. ### Internal Developer Platform @@ -869,7 +917,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Organizational Structure - **(2020)** [==softwareengineeringdaily.com: The Rise of Platform Engineering 🌟==](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Historically significant piece tracking the evolution from traditional DevOps silos to Platform Engineering. Discusses building Internal Developer Platforms (IDPs) to lower cognitive load for application developers, establishing self-service infrastructure portals, and applying product management principles to internal tooling. -### Kubernetes (4) +### Kubernetes (5) #### IDP Implementation @@ -891,7 +939,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2022)** [thenewstack.io: DevOps Burnout? Try Platform Engineering](https://thenewstack.io/devops-burnout-try-platform-engineering) [COMMUNITY-TOOL] β€” Analyzes the systemic developer and operator burnout under traditional DevOps 'you build it, you run it' mandates when misapplied. Proposes platform engineering as the structural remedy, introducing cognitive load reduction via paved paths and automated self-service layers. ### Organizational Taxonomy -#### DevOps vs SRE +#### DevOps Vs SRE - **(2023)** [thenewstack.io: How Is Platform Engineering Different from DevOps and SRE?](https://thenewstack.io/how-is-platform-engineering-different-from-devops-and-sre) [COMMUNITY-TOOL] β€” Dissects the distinct responsibilities, metrics, and overlaps between DevOps, Site Reliability Engineering (SRE), and Platform Engineering. Provides a clear taxonomy mapping showing how platform teams deliver the golden paths that SRE and DevOps practices operate upon. ### Pillars @@ -909,7 +957,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Developer Productivity - **(2023)** [infoq.com: Platform Engineering – Making Other Teams 10x Better](https://www.infoq.com/podcasts/platform-engineering-teams-10x-better) [COMMUNITY-TOOL] β€” A strategic technical podcast detailing how building cohesive, highly integrated internal platforms multiplies developer output. Discusses measuring platform success using developer experience metrics, adoption rates, and reduction in time-to-first-commit. -### Red Hat OpenShift +### Red Hat Openshift #### Developer Hub @@ -942,7 +990,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) ⭐ 27773 [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly comprehensive, widely reference-validated repository providing detailed, step-by-step instructions for securing enterprise Linux installations. Key configurations cover SSH daemon hardening, secure user boundaries, kernel performance optimizations, and automated intrusion monitoring. In modern 2026 operations, this guide remains a vital source for building secure base golden images inside automated IaC pipelines. ## Software Engineering -### Low-Code and AI Development +### Low-code and AI Development #### Application Generation @@ -952,11 +1000,6 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co #### Core Architectures - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations. -### Version Control - -#### Git Best Practices - - - **(2018)** [Purposeful Commits](https://chrisarcand.com/purposeful-commits) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical essay discussing optimal commit message hygiene and atomic commits. Argues that purposeful, structured histories are critical for tracking down regression roots and ensuring easy codebase traversability. ## Strategy (2) ### Enterprise Performance @@ -964,7 +1007,7 @@ description: "Top DevOps resources for 2026, AI-ranked: IaC Infrastructure as Co - **(2020)** [github.blog: How to make DevOps your competitive advantage](https://github.blog/enterprise-software/devops/how-to-make-devops-your-competitive-advantage) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Highlights strategic advantages realized by organizations building automated code assembly and validation workflows. Demonstrates how inner-source code bases accelerate release schedules. --- -πŸ’‘ **Explore Related:** [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) | [Test Automation Frameworks](./test-automation-frameworks.md) +πŸ’‘ **Explore Related:** [QA](./qa.md) | [Chaos Engineering](./chaos-engineering.md) | [SRE](./sre.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/devsecops.md b/v2-docs/devsecops.md index ecf81b26..a4e94664 100644 --- a/v2-docs/devsecops.md +++ b/v2-docs/devsecops.md @@ -11,7 +11,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more ## Application Development -### Cloud-Native Java +### Cloud-native Java #### Tanzu Framework @@ -32,13 +32,22 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - [dzone: Managing Secrets Deployment in GitOps Workflow 🌟](https://dzone.com/articles/managing-kubernetes-secrets) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Managing Secrets Deployment in GitOps Workflow 🌟 in the Kubernetes Tools ecosystem. - [dzone: A Practical Guide for Container Security](https://dzone.com/articles/a-practical-guide-for-container-security) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Practical Guide for Container Security in the Kubernetes Tools ecosystem. - [itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison](https://www.itbusinessedge.com/security/okta-vs-azure-ad) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison in the Kubernetes Tools ecosystem. -## Cloud Architecture +## CICD -### Infrastructure Automation +### Pipeline Automation -#### Hybrid Cloud Strategy +#### Jfrog Pipelines - - **(2021)** [cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration 🌟](https://docs.cloudify.co) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural manual focused on multi-cloud orchestration and automation frameworks. Discusses leveraging open-source TOSCA-based standards to orchestrate compute resources, handle multi-site network topologies, and coordinate complex deployments across multiple hypervisors. + - **(2021)** [jfrog.com: How I Leaped Forward My Jenkins Build with JFrog Pipelines](https://jfrog.com/blog) [N/A CONTENT] [COMMUNITY-TOOL] β€” Highlights the transition of software build jobs from standard Jenkins architectures to optimized JFrog Pipelines. It details structural enhancements in build speeds, caching mechanisms, and overall pipeline orchestrations using Artifactory integrations. This technical blog demonstrates techniques for reducing CI bottleneck overhead. +## Cloud Native + +### Application Delivery + +#### Package Management + +##### Introductory + + - **(2021)** [harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](https://www.harness.io/blog) [COMMUNITY-TOOL] β€” High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic. ## Cloud Native Operations ### Kubernetes @@ -48,21 +57,14 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2022)** [**Kapitan**](https://kapitan.dev) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source configuration management engine built to generate clean declarative configurations (Kubernetes manifests, Terraform, Ansible) using Python and Jsonnet. Kapitan simplifies managing configurations for multiple environments by using a single source of truth. ## Container Infrastructure -### CI-CD Pipelines +### CICD (1) #### Pipeline Security - **(2022)** [Build trusted pipelines/Guards with Podman containers](https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes how to design highly secure, isolated CI/CD pipelines using Podman container guards. By isolating execution steps within unprivileged container sandboxes, this architecture protects build systems and host servers from security compromises. -## Containers - -### Security and Hardening - -#### Supply Chain Security - - - **(2020)** [thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub](https://thehackernews.com/2020/06/cryptocurrency-docker-image.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” An urgent technical warning investigating cryptojacking campaigns spreading malware via compromised registries. Underscores the critical requirement for automated image validation and registry access restrictions. ## DevOps -### CICD Pipeline Security +### CICD (2) #### Harness CD Integration @@ -70,8 +72,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Jenkins Integrations - **(2023)** [Jenkins Plugin: Anchore Container Image Scanner](https://plugins.jenkins.io/anchore-container-scanner) [JAVA CONTENT] [COMMUNITY-TOOL] β€” The integration plugin for Jenkins enabling seamless automation of Anchore scans during build orchestration. Allows developers to write declarative Jenkins pipelines that audit images and break builds if severe security policies or license restrictions are violated. Essential for Jenkins compliance architectures. -### CICD Security - #### Static Code Analysis SAST - **(2021)** [DevSecOps – Static Analysis SAST with Jenkins Pipeline](https://digitalvarys.com/devsecops-static-analysis-sast-with-jenkins-pipeline) [COMMUNITY-TOOL] [GUIDE] β€” Detailed implementation guide for building a DevSecOps static analysis pipeline within Jenkins. Explains integration points for security scanners, automation loops, and methods for setting pipeline execution barriers when high-severity bugs or vulnerabilities are discovered. @@ -80,12 +80,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Static Analysis - **(2021)** [securecoding.com: Code Audit: How to Ensure Compliance for an Application](https://www.securecoding.com/blog/code-audit-how-to-ensure-compliance-for-an-application) [N/A CONTENT] [COMMUNITY-TOOL] β€” Focuses on designing structural code auditing protocols to assure continuous regulatory and technical compliance. Outlines SAST/DAST tooling patterns, automated linting integration, and structured reviewer workflows. Designed for engineering managers seeking to build high-maturity compliance loops into software delivery pipelines. -### Continuous Delivery - -#### Security Policy - - - **(2020)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines corporate initiatives aimed at embedding security validations and automated pipeline compliance directly within Jenkins-based and unified enterprise orchestration systems. -### GitOps Secrets +### Gitops Secrets #### Mozilla SOPS @@ -95,7 +90,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2021)** [GitOps secret management with bitnami-labs Sealed Secret and GoDaddy Kubernetes External Secrets 🌟](https://www.redhat.com/en/blog/gitops-secret-management) [LEGACY] β€” Compares legacy secret management strategies using Bitnami Sealed Secrets and GoDaddy's Kubernetes External Secrets (KES). Live grounding alerts: KES is archived and fully deprecated, having been replaced by the unified External Secrets Operator (ESO). This article remains a useful historical reference for understanding early GitOps secret evolution. ### Helm Ecosystem -#### Post-Rendering Plugins +#### Post-rendering Plugins - **(2022)** [**jx-secret-postrenderer 🌟**](https://github.com/jenkins-x-plugins/jx-secret-postrenderer) ⭐ 4 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Source code repository for the Jenkins X Secret Post-Renderer. Features advanced post-rendering logic that intercepts raw Helm charts during continuous delivery, querying secure vaults to substitute placeholders with concrete values right before manifest transmission to the Kubernetes API. ### Observability @@ -140,7 +135,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### MDM Configurations - **(2022)** [hmaslowski.com: macOS Security hardening with Microsoft Intune](https://hmaslowski.com/home/f/macos-security-hardening-with-microsoft-intune) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A technical guide to hardening macOS endpoints via Microsoft Intune MDM. Outlines configuring device profiles, enforcing disk encryption, managing firewall rules, and setting up automated compliance scripts to secure remote engineering systems. -### Infrastructure as Code +### Infrastructure As Code #### Security Scanning @@ -172,18 +167,11 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Open Source Curation - **(2021)** [cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) [N/A CONTENT] [COMMUNITY-TOOL] β€” Reviews top open-source security tooling from 2021, including static analysis tools, vulnerability scanners, runtime anomaly detectors, and compliance auditors used within CI/CD pipelines. -## Linux - -### Security - -#### Auditing - - - **(2021)** [sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool) [SHELL CONTENT] [ADVANCED LEVEL] [GUIDE] [LEGACY] β€” Step-by-step tutorial on executing Lynis for systemic compliance checks, privilege audits, and vulnerability detection. Live grounding notes that while CentOS is deprecated, Lynis remains an enterprise-stable auditor on Rocky, Alma, and generic RHEL-family distributions. ## Networking and Security ### Kubernetes Networking -#### Security and Hardening (1) +#### Security and Hardening - **(2020)** [**blog.nody.cc: Verify your Kubernetes Cluster Network Policies: From Faith to Proof**](https://blog.nody.cc/posts/2020-06-kubernetes-network-policy-verification) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on validating network security policies using automated policy-verification and security-testing tools instead of assuming they work. Explains techniques for writing reliable assertions for ingress and egress rules. Live Grounding notes that modern 2026 enterprise teams actively integrate policy checkers (such as Sonobuoy, Cilium Hubble, or OPA) into CI/CD pipelines. ## Observability (1) @@ -205,9 +193,9 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Validation and Linting - **(2025)** [==KubeLinter==](https://github.com/stackrox/kube-linter) ⭐ 3469 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals. -## Security (1) +## Security -### AI and SecOps +### AI and Secops #### Cloud Security Assistants @@ -257,7 +245,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### SOAR Workflows - **(2022)** [torq.io: 5 Security Automation Examples for Non-Developers](https://torq.io/blog/5-security-automation-examples-for-non-developers) [COMMUNITY-TOOL] β€” Provides practical implementation examples for low-code/no-code security automation using SOAR architectures. Focuses on integrating threat telemetry sources, executing dynamic IP quarantine actions, and orchestrating Slack-based manual approval steps for access provisioning. -### CI-CD +### CICD (3) #### Continuous Integration @@ -290,7 +278,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Enterprise Security Platforms - **(2026)** [stackrox.com](https://www.redhat.com/en/technologies/cloud-computing/openshift/advanced-cluster-security-kubernetes) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Red Hat Advanced Cluster Security for Kubernetes (RHACS), built upon the StackRox platform. Delivers deep, Kubernetes-native security and continuous configuration auditing across OpenShift and Kubernetes. Implements network policy visualization, vulnerability tracking, and real-time host compliance auditing. -#### Microsoft Defender for Cloud +#### Microsoft Defender For Cloud - **(2021)** [docs.microsoft.com: Introduction to Azure Defender for container registries](https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-container-registries-introduction) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Authoritative guide on using Microsoft Defender for Container Registries (now Microsoft Defender for Cloud). Explains how push events to Azure Container Registry trigger automated vulnerability and configuration scans, validating the underlying OS-level packages. #### Serverless Security @@ -299,7 +287,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Telemetry and Observability - **(2026)** [Threat Stack](https://www.f5.com/products/distributed-cloud-services) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Originally Threat Stack, now operationalized within F5's Distributed Cloud Services. Provides host intrusion detection (HIDS), real-time behavioral monitoring, and compliance metrics. Combines endpoint system telemetry and application traffic insight to enable rapid detection of advanced persistent threats. -### Cloud-Native +### Cloud-native #### Architecture Fundamentals @@ -315,7 +303,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Aqua Security Integration - **(2021)** [europeclouds.com: Implementing Aqua Security to Secure Kubernetes](https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes) [NONE CONTENT] [COMMUNITY-TOOL] β€” This reference implementation analyzes Aqua Security's threat protection suite inside Kubernetes platforms. It details automated configuration of image scanning workflows, continuous drift detection mechanisms, and custom-built runtime profiles. Grounded in actual platform defense, this approach addresses immediate container exploitation vectors by establishing clear trust domains. -#### DevSecOps +#### Devsecops - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep dive into Kubernetes security practices through a modern DevSecOps lens. Covers critical strategies including RBAC refinement, network policies, pod security standards, container vulnerability scanning, and managing runtime security alerts. #### Hardening Standards @@ -354,7 +342,17 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Public Key Infrastructure - **(2021)** [arsouyes.org: PKCS, pem, der, key, crt,...](https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt) [FRENCH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive structural reference of Public Key Infrastructure (PKI) formats, including PEM, DER, PKCS#12, CRT, and KEY. Explains standard formatting variations, binary-versus-base64 representations, and practical OpenSSL command syntaxes for conversion operations in production environments. -### DevSecOps (1) +### Developer Tooling + +#### Credential Management + + - **(2020)** [Git Credential Manager Core: Building a universal authentication experience](https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains the design philosophy and inner workings of Git Credential Manager Core. Discusses how it establishes a universal, unified authentication standard across Windows, macOS, and Linux, ensuring secure-by-default credential caching for enterprise environments. +#### Git Secrets Security + + - **(2025)** [**git-secret.io**](https://git-secret.io) [BASH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A bash-based tool for encrypting sensitive files inside Git repositories using GPG keys. It ensures configuration files containing private keys or credentials can be stored in public repos while remaining inaccessible to unauthorized eyes. + - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explains the deployment of Git clean/smudge filters as a local workstation guardrail. This configuration transparently encrypts and decrypts sensitive file values during Git staging and checkout processes, preventing accidental upstream exposure of raw development secrets. + - **(2020)** [git-cipher](https://github.com/wincent/git-cipher) ⭐ 90 [RUBY CONTENT] 🌟 [COMMUNITY-TOOL] β€” An older utility designed to cryptographically secure and decrypt files transparently inside Git workspaces. Largely superseded by modern alternatives like SOPS, it serves as an educational reference for understanding custom Git-filter operations. +### Devsecops (1) #### Business Strategy @@ -395,16 +393,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Vulnerability Scanning (1) - **(2022)** [GitHub Code Security Risk Assessment: Free Vulnerability Scanning](https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free) [COMMUNITY-TOOL] β€” Guides users in configuring GitHub's integrated developer security capabilities to find vulnerabilities, scan code dependencies, and detect exposed tokens. Highlights configuring automated pipelines to safeguard repository secrets prior to creating deployment packages. Speeds up software supply-chain validation workflows. -### Developer Tooling - -#### Credential Management - - - **(2020)** [Git Credential Manager Core: Building a universal authentication experience](https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains the design philosophy and inner workings of Git Credential Manager Core. Discusses how it establishes a universal, unified authentication standard across Windows, macOS, and Linux, ensuring secure-by-default credential caching for enterprise environments. -#### Git Secrets Security - - - **(2025)** [**git-secret.io**](https://git-secret.io) [BASH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A bash-based tool for encrypting sensitive files inside Git repositories using GPG keys. It ensures configuration files containing private keys or credentials can be stored in public repos while remaining inaccessible to unauthorized eyes. - - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Explains the deployment of Git clean/smudge filters as a local workstation guardrail. This configuration transparently encrypts and decrypts sensitive file values during Git staging and checkout processes, preventing accidental upstream exposure of raw development secrets. - - **(2020)** [git-cipher](https://github.com/wincent/git-cipher) ⭐ 90 [RUBY CONTENT] 🌟 [COMMUNITY-TOOL] β€” An older utility designed to cryptographically secure and decrypt files transparently inside Git workspaces. Largely superseded by modern alternatives like SOPS, it serves as an educational reference for understanding custom Git-filter operations. ### Education and Training #### Vulnerable Labs @@ -415,9 +403,9 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Industry Acquisitions - **(2021)** [redhat.com: Red Hat to Acquire Kubernetes-Native Security Leader StackRox](https://www.redhat.com/en/about/press-releases/red-hat-acquire-kubernetes-native-security-leader-stackrox) [N/A CONTENT] [COMMUNITY-TOOL] β€” Press release chronicling Red Hat's acquisition of StackRox to expand OpenShift's native security capabilities. Highlights an industry-wide consolidation toward Shift-Left policies, showcasing the absolute integration of runtime and deploy-time policy mechanisms within Kubernetes-native controller APIs. -### GitOps +### Gitops -#### Policy as Code +#### Policy As Code - **(2022)** [sysdig.com: How to apply security at the source using GitOps | Eduardo MΓ­nguez 🌟](https://www.sysdig.com/blog/gitops-iac-security-source) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains how to integrate declarative security checks into early stages of a GitOps flow. Shows how to use automated pipeline tools to scan Helm, Kustomize, and Terraform files for security and compliance issues before applying changes to the cluster. - **(2021)** [thenewstack.io: How GitOps Benefits from Security-as-Code](https://thenewstack.io/how-gitops-benefits-from-security-as-code) [ADVANCED LEVEL] [LEGACY] β€” Demonstrates the security advantages of GitOps delivery patterns over legacy imperative methods. By declaring configurations, networking policies, and security controls in Git, platforms can enforce continuous posture compliance and automated drift rollback. @@ -483,7 +471,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Container Forensics - **(2022)** [sysdig.com: Triaging a Malicious Docker Container](https://www.sysdig.com/blog/triaging-malicious-docker-container) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A forensic walkthrough of debugging a compromised Docker container in real-time. Demonstrates profiling system calls with open-source Falco and Sysdig tools, isolating workloads, and tracing exploit command sequences. -### Infrastructure as Code (1) +### Infrastructure As Code (1) #### Terraform Secrets @@ -502,16 +490,16 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### CSI Driver Providers - **(2023)** [azure.github.io: Azure Key Vault Provider for Secrets Store CSI Driver](https://azure.github.io/secrets-store-csi-driver-provider-azure) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Reference manual for the Azure Key Vault Provider for the Kubernetes Secrets Store CSI Driver. Live grounding confirms this CSI provider is the modern enterprise standard for AKS, allowing pods to mount key vault secrets directly as files while avoiding the overhead of custom sidecars or writing secrets to disk. -#### CyberArk Conjur +#### Cyberark Conjur - **(2021)** [infracloud.io: Securing Kubernetes Secrets with Conjur 🌟](https://www.infracloud.io/blogs/securing-kubernetes-secrets-conjur) [COMMUNITY-TOOL] β€” A case study outlining how to secure Kubernetes clusters using CyberArk Conjur. Explains how Conjur maps native Kubernetes ServiceAccount tokens to internal security policies, allowing microservices to retrieve credentials without embedding pre-shared master keys in deployment templates. #### External Secrets Operator - **(2023)** [morey.tech: Bitwarden and External Secrets](https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets) [COMMUNITY-TOOL] [GUIDE] β€” An implementation guide on bridging Bitwarden Secrets Manager with Kubernetes clusters via the CNCF External Secrets Operator. Details API credential configuration, configuring the `ClusterSecretStore` resource, and establishing continuous credential synchronization. -#### Policy as Code (1) +#### Policy As Code (1) - **(2021)** [infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) [ADVANCED LEVEL] [LEGACY] β€” Evaluates using Open Policy Agent (OPA) and Gatekeeper to enforce pod security. Live grounding alerts: Native Kubernetes Pod Security Policies (PSPs) are fully deprecated. This article remains valuable for migration projects transitioning from legacy PSPs to modern OPA/Gatekeeper policy-as-code equivalents. -#### Self-Hosted Orchestration +#### Self-hosted Orchestration - **(2021)** [testdriven.io: Running Vault and Consul on Kubernetes](https://testdriven.io/blog/running-vault-and-consul-on-kubernetes) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical tutorial on deploying and configuring HashiCorp Vault and Consul on a Kubernetes cluster. Outlines how to configure Consul as Vault's resilient storage backend, implement secure TLS communication, manage initial unseal procedures, and leverage native Kubernetes resources to maintain service uptime. #### Signature Verification @@ -555,12 +543,12 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2021)** [thenewstack.io: WAF: Securing Applications at the Edge](https://thenewstack.io/waf-securing-applications-at-the-edge) [NONE CONTENT] [COMMUNITY-TOOL] β€” An analysis of Web Application Firewall (WAF) deployments at the edge of cloud-native systems. It details how WAFs inspect layer-7 traffic and block malicious payloads before they can exploit application vulnerabilities. This edge defense layer is highly effective for protecting exposed APIs and microservices. ### OS Isolation -#### SELinux Container Security +#### Selinux Container Security - **(2021)** [Why you should be using Multi-Category Security (MCS) for your Linux containers](https://www.redhat.com/en/blog/why-you-should-be-using-multi-category-security-your-linux-containers) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Provides an advanced technical analysis of Multi-Category Security (MCS) under SELinux. Explains how the Linux kernel leverages unique dynamic security categories to completely isolate containers from each other and the host OS. Crucial reading for systems architects operating high-tenancy, highly sensitive platforms. ### Open Source -#### Governance standards +#### Governance Standards (1) - **(2022)** [thenewstack.io: Open Source Democratized Software. Now Let’s Democratize Security](https://thenewstack.io/open-source-democratized-software-now-lets-democratize-security) [COMMUNITY-TOOL] β€” Advocates for developer-focused open-source security tools. Argues that security patterns must be standardized into open, easy-to-integrate libraries to protect globally distributed open-source software supply chains. ### Penetration Testing @@ -588,7 +576,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2026)** [Falco.org](https://falco.org) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The web portal for Falco, the CNCF-graduated security tool designed for real-time threat detection in Kubernetes. By leveraging eBPF or kernel modules to process raw system calls, Falco continuously evaluates workload behaviors against customizable rule engines. Essential for runtime host compromise and filesystem drift detection. - **(2022)** [sysdig.com: Getting started with runtime security and Falco](https://www.sysdig.com/blog/intro-runtime-security-falco) [N/A CONTENT] [COMMUNITY-TOOL] β€” A practical walkthrough illustrating how to onboard Falco, configure fundamental detection policies, and process live security event streams. Guides developers in translating raw system-call patterns into human-readable alerts, highlighting deployment configurations utilizing Helm charts as daemonsets. -### SecOps +### Secops #### Distributed Working @@ -601,7 +589,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Bitwarden Ecosystem - **(2023)** [thenewstack.io: Walkthrough: Bitwarden’s New Secrets Manager](https://thenewstack.io/walkthrough-bitwardens-new-secrets-manager) [COMMUNITY-TOOL] β€” Examines Bitwarden's specialized Secrets Manager. Evaluates its zero-knowledge architecture, CLI, programmatic API tokens, and SDK accessibility, highlighting its viability as an alternative to complex secrets management engines for distributed development teams. -#### CICD Pipelines +#### CICD (4) - **(2022)** [**thenewstack.io: Managing Secrets in Your DevOps Pipeline**](https://thenewstack.io/managing-secrets-in-your-devops-pipeline) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights architectural approaches to secret injection throughout continuous integration pipelines. Contrasts early injection techniques (build-time) against late runtime injection patterns, evaluating their respective security footprints. - **(2020)** [jenkins-x.io: Setting up the secrets for your installation](https://jayex.io/v3/admin/setup/secrets) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A deployment guide detailing how to construct and map cryptographic secrets needed for Jenkins X core installations. Covers external secrets integration and mapping cloud-provider-backed secret managers directly to ephemeral cluster values. @@ -635,11 +623,11 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### GCP Security - **(2023)** [**cloud.google.com: Analyze secrets with Cloud Asset Inventory**](https://docs.cloud.google.com/secret-manager/docs/analyze-resources) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces GCP-native tools and asset inventories designed to analyze and scan resource metadata for exposed secrets. Helps security teams audit access control policies, verify Secret Manager integration parameters, and enforce organizational IAM constraints dynamically. -#### GitOps Encrypted Secrets +#### Gitops Encrypted Secrets - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) ⭐ 22092 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with AWS KMS, GCP KMS, Azure Key Vault, HashiCorp Vault, age, and PGP. It is highly valued in GitOps workflows for its ability to securely commit encrypted configurations. - **(2020)** [**thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS**](https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A hands-on technical walkthrough for using Mozilla SOPS to securely encrypt Kubernetes Secrets manifests before committing them to VCS. Perfect for engineers implementing secure GitOps strategies with ArgoCD or FluxCD. -#### HashiCorp Vault +#### Hashicorp Vault - **(2020)** [digitalvarys.com: Simple Introduction to HashiCorp Vault](https://digitalvarys.com/simple-introduction-to-hashicorp-vault) [LEGACY] β€” An introductory architecture guide detailing the core design of HashiCorp Vault. Explains foundational concepts such as dynamic secrets, leasing, transit encryption, and secrets engines. Provides system architects with a robust starting point for transitioning from legacy static environment variables to a unified, API-driven zero-trust storage backend. #### Industry Trends @@ -678,7 +666,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2022)** [sentinelone.com: Reducing Human Effort in Cybersecurity | Why We Are Investing in Torq’s Automation Platform](https://www.sentinelone.com/blog/reducing-human-effort-in-cybersecurity-why-we-are-investing-in-torqs-automation-platform) [NONE CONTENT] [COMMUNITY-TOOL] β€” An architecture-focused case study evaluating the operational benefits of integrating Torq's no-code security automation platform. It demonstrates how automating standard incident responses reduces alert noise and decreases overall MTTR. This system allows operations teams to deploy rapid containment playbooks during dynamic security incidents. ### Serverless -#### FaaS Hardening +#### Faas Hardening - **(2021)** [infoq.com: Serverless Security: What's Left to Protect?](https://www.infoq.com/articles/serverless-security) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines the microservices threat landscape unique to Function-as-a-Service (FaaS) runtimes. Addresses the architecture shift from network perimeter protection to event data injection handling, emphasizing ultra-granular IAM policies and dynamic dependency scanning. ### Serverless Security (1) @@ -706,18 +694,18 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2021)** [cisecurity.org: Where Does Zero Trust Begin and Why is it Important?](https://www.cisecurity.org/insights/blog/where-does-zero-trust-begin-and-why-is-it-important) [N/A CONTENT] [COMMUNITY-TOOL] β€” Deconstructs the conceptual boundaries of Zero Trust from the Center for Internet Security (CIS) perspective. Focuses on identity establishing mechanisms, robust cryptographic postures, and strict validation of devices before granting workload-level access. Crucial for designing compliance profiles and security baselines for cloud environments. ### Static Analysis (2) -#### Infrastructure as Code (2) +#### Infrastructure As Code (2) - **(2022)** [thenewstack.io: Security Insights into Infrastructure-as-Code](https://thenewstack.io/security-insights-into-infrastructure-as-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” Outlines vulnerability mapping and mitigation strategies in Infrastructure-as-Code files, emphasizing Terraform, CloudFormation, and Ansible templates. Discusses the dangers of utilizing loose public access defaults and unsecured parameters. Focuses on the imperative of automated pipeline compliance scanning. ### Supply Chain -#### CI-CD Attacks +#### CICD (5) - **(2022)** [goteleport.com: Anatomy of a Cloud Infrastructure Attack via a Pull Request](https://goteleport.com/blog/hack-via-pull-request) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Provides a forensic simulation of a CI/CD supply-chain breach, demonstrating how unauthorized pull requests can exploit runners to exfiltrate cloud credentials. Highlights mitigation strategies like OpenID Connect (OIDC) authentication, ephemeral runners, and branch protection rules. #### Dependency Management - **(2022)** [blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets to the Web](https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical warning analysis of malicious packages uploaded to public registries like PyPI. Details how typosquatting and supply-chain compromises are used to harvest AWS credentials and environment variables, highlighting the importance of dependency locking and private proxy firewalls. -### Supply Chain Security (1) +### Supply Chain Security #### AWS Integration @@ -771,17 +759,6 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### CRI-O and Podman Security - **(2021)** [sysdig.com: Mitigating CVE-2021-20291: DoS affecting CRI-O and Podman](https://www.sysdig.com/blog/cve-2021-20291-cri-o-podman) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical analysis of CVE-2021-20291, a severe DoS vulnerability that affected the CRI-O and Podman engines during image download routines. It details the underlying system flaws and outlines practical mitigations, including host configurations and engine patches. This analysis is valuable for engineers managing large-scale, on-premises container runtimes. -#### Log4Shell Mitigations - - - **(2021)** [sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies](https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies) [NONE CONTENT] [COMMUNITY-TOOL] β€” This runtime defense guide shows how to mitigate the Log4Shell vulnerability (CVE-2021-44228) using Kubernetes network policies. By blocking unauthenticated outbound connections from active Java containers, it prevents the remote retrieval of unauthorized class payloads. This strategy provides critical protection while team-wide patching is underway. - - **(2021)** [cloud.redhat.com: Log4Shell: Practical Mitigations and Impact Analysis of the Log4j Vulnerabilities](https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analysis) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Red Hat's enterprise-level analysis of the Log4Shell vulnerability, detailing its potential impact on enterprise Linux distributions and OpenShift clusters. It outlines system configuration workarounds, JVM override parameters, and patching instructions. This reference is crucial for administrators seeking to protect large-scale production deployments. -#### Log4Shell Scanners - - - **(2021)** [==proferosec/log4jScanner==](https://github.com/proferosec/log4jScanner) ⭐ 489 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A community-focused scanning utility designed to recursively inspect complex directory structures and nested archives for vulnerable Log4j libraries. It is a highly useful offline scanner for validating legacy artifacts and directory paths without needing dynamic agents or runtimes. - - **(2021)** [==yahoo/check-log4j==](https://github.com/yahoo/check-log4j) ⭐ 169 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Yahoo's archived, command-line tool designed to detect vulnerable Log4j JAR instances within mounted folder structures and container layers. It uses local binary scanning patterns to identify vulnerabilities, making it a reliable reference for building custom forensic scanning tools. - - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) ⭐ 108 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Python utility designed to scan compiled archives (JAR, WAR, EAR) for compromised Log4j classes. While its active maintenance has slowed, the script remains a useful reference for performing offline filesystem audits on legacy systems. It provides clear patterns for searching deep directory structures. - - **(2021)** [==google/log4jscanner==](https://github.com/google/log4jscanner) ⭐ 1563 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's high-speed scanning utility developed to locate vulnerable Log4j dependencies within local file structures and directory trees. Written in Go, it parses unpackaged Java archives to identify compromised signatures. It is an excellent tool for performing fast, offline validation on build artifacts. - - **(2021)** [cisagov/log4j-scanner](https://github.com/cisagov/log4j-scanner) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” CISA's open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits. #### Log4j Detection Agent - **(2021)** [github.com/aws-samples: Apache Log4j2 CVE-2021-44228 node agent](https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent) ⭐ 2 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An archival security daemonset developed by AWS to locate containers running vulnerable Log4j libraries in Kubernetes. While no longer actively maintained, the scanning patterns and daemon architecture provide a solid reference for building automated host security scanning tools. @@ -791,13 +768,24 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Log4j Security Documentation - **(2021)** [Apache Log4j Security Vulnerabilities](https://logging.apache.org/security.html) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The official security database maintained by the Apache Software Foundation for Log4j vulnerabilities. It provides critical, authoritative data regarding affected library versions, dynamic parameter disabling options, and configuration overrides. It serves as a vital reference for verifying compliance across Java-based environments. +#### Log4shell Mitigations + + - **(2021)** [sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies](https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies) [NONE CONTENT] [COMMUNITY-TOOL] β€” This runtime defense guide shows how to mitigate the Log4Shell vulnerability (CVE-2021-44228) using Kubernetes network policies. By blocking unauthenticated outbound connections from active Java containers, it prevents the remote retrieval of unauthorized class payloads. This strategy provides critical protection while team-wide patching is underway. + - **(2021)** [cloud.redhat.com: Log4Shell: Practical Mitigations and Impact Analysis of the Log4j Vulnerabilities](https://www.redhat.com/en/blog/log4shell-practical-mitigations-and-impact-analysis) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Red Hat's enterprise-level analysis of the Log4Shell vulnerability, detailing its potential impact on enterprise Linux distributions and OpenShift clusters. It outlines system configuration workarounds, JVM override parameters, and patching instructions. This reference is crucial for administrators seeking to protect large-scale production deployments. +#### Log4shell Scanners + + - **(2021)** [==proferosec/log4jScanner==](https://github.com/proferosec/log4jScanner) ⭐ 489 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A community-focused scanning utility designed to recursively inspect complex directory structures and nested archives for vulnerable Log4j libraries. It is a highly useful offline scanner for validating legacy artifacts and directory paths without needing dynamic agents or runtimes. + - **(2021)** [==yahoo/check-log4j==](https://github.com/yahoo/check-log4j) ⭐ 169 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Yahoo's archived, command-line tool designed to detect vulnerable Log4j JAR instances within mounted folder structures and container layers. It uses local binary scanning patterns to identify vulnerabilities, making it a reliable reference for building custom forensic scanning tools. + - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) ⭐ 108 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Python utility designed to scan compiled archives (JAR, WAR, EAR) for compromised Log4j classes. While its active maintenance has slowed, the script remains a useful reference for performing offline filesystem audits on legacy systems. It provides clear patterns for searching deep directory structures. + - **(2021)** [==google/log4jscanner==](https://github.com/google/log4jscanner) ⭐ 1563 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's high-speed scanning utility developed to locate vulnerable Log4j dependencies within local file structures and directory trees. Written in Go, it parses unpackaged Java archives to identify compromised signatures. It is an excellent tool for performing fast, offline validation on build artifacts. + - **(2021)** [cisagov/log4j-scanner](https://github.com/cisagov/log4j-scanner) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” CISA's open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits. #### Observability Mitigations - **(2021)** [dynatrace.com: Log4Shell vulnerability](https://www.dynatrace.com/news/tag/log4shell) [NONE CONTENT] [COMMUNITY-TOOL] β€” An archive explaining how full-stack observability pipelines can help identify vulnerable Log4j executions. It covers using application performance monitoring (APM) and runtime profiling to map active memory execution traces. This method allows organizations to detect and isolate exploits without relying solely on static image scanning. #### Public Impact Reporting - **(2021)** [edition.cnn.com: The Log4j security flaw could impact the entire internet. Here's what you should know](https://edition.cnn.com/2021/12/15/tech/log4j-vulnerability/index.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” This reporting details the widespread societal impact of the Log4Shell vulnerability across critical infrastructure networks. It explains the core concepts of the flaw and highlights the challenges organizations face with nested software dependencies. It is a useful case study for explaining software supply chain risks to non-technical stakeholders. -#### Real-World Incidents +#### Real-world Incidents - **(2021)** [vpnranks.com: Belgian Defense Ministry Under Cyber Attack Due to Log4j Vulnerability](https://www.vpnranks.com/news/belgian-defense-ministry-under-cyber-attack-due-to-log4j-vulnerability) [NONE CONTENT] [COMMUNITY-TOOL] β€” A case study examining a cyberattack on the Belgian Defense Ministry that exploited the Log4Shell vulnerability. It illustrates how quickly malicious actors can operationalize exploits following public disclosures. This study highlights the need for continuous vigilance and rapid, automated patching across critical public sector systems. #### Software Supply Chain (1) @@ -818,7 +806,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2021)** [blog.aquasec.com: A Security Review of Docker Official Images: Which Do You Trust? (with trivy)](https://blog.aquasec.com/docker-official-images) [N/A CONTENT] [COMMUNITY-TOOL] β€” A structured vulnerability study evaluating official Docker base images using the Trivy scanner. Illustrates how standard distributions accumulate vast libraries of unneeded and highly dangerous packages, reinforcing the architectural requirement to move towards optimized base images such as Alpine or Distroless. - **(2021)** [iximiuz.com: The need for slimmer containers. Scanning official Python images with Snyk](https://iximiuz.com/en/posts/thick-container-vulnerabilities) [N/A CONTENT] [COMMUNITY-TOOL] β€” An in-depth technical article demonstrating the correlation between container footprint size and security surface area. Compares standard debian-based Python base images with alpine and distroless alternatives utilizing Snyk. Highlights how removing utility packages significantly reduces threat profiles. -#### CICD Pipeline Security (1) +#### CICD (6) - **(2024)** [Anchore: Secure Container Based CI/CD Workflows](https://anchore.com/cicd) [N/A CONTENT] [COMMUNITY-TOOL] β€” Discusses integrating Anchore container security gates directly within automated CI/CD build scripts. Focuses on automated SBOM extraction, system package inspection, and vulnerability threshold enforcement, blocking problematic deployment builds long before registry promotion. #### CNAPP Platform @@ -853,10 +841,10 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more ### Automated Security Remediation -#### Ansible and CyberArk +#### Ansible and Cyberark - **(2021)** [ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Highlights patterns for automated incident remediation and threat response using CyberArk security profiles triggered by Ansible playbooks. Details dynamic credential rotation and rapid privilege revocation scenarios under active security events. Provides an enterprise-grade framework for unifying dev-sec-ops monitoring with automated compliance enforcement. -### CICD Security (1) +### CICD (7) #### Penetration Testing (1) @@ -871,22 +859,22 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Runtime Observability - **(2022)** [dynatrace.com: Container security: What it is, why it’s tricky, and how to do it right](https://www.dynatrace.com/knowledge-base/container-security) [COMMUNITY-TOOL] β€” Analyzes the unique security paradigms of ephemeral cloud containers, emphasizing kernel namespace segregation and runtime vulnerability identification. Demonstrates how modern observability platforms injection agents to dynamically monitor behavior and block suspicious system calls. Perfect for architects defining proactive threat prevention strategies. -### Infrastructure as Code (3) +### Infrastructure As Code (3) #### IaC Security - **(2021)** [about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them](https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Identifies attack vectors in Infrastructure as Code (IaC) configurations such as Terraform and CloudFormation, focusing on credential leakage and loose firewall definitions. Outlines automated detection workflows using static analysis tools like Kics, TFLint, and GitLab's built-in SAST scanners. Crucial for embedding preventative controls directly within continuous delivery workflows. ### Secrets Management (1) -#### Ansible and CyberArk (1) +#### Ansible and Cyberark (1) - **(2021)** [ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines the integration of CyberArk Conjur with the Red Hat Ansible Automation Platform to secure dynamic configurations. Demonstrates how Ansible playbooks can fetch secrets at runtime without hardcoding sensitive strings, mitigating credentials sprawl. This collaboration optimizes audit capabilities and identity assertion within enterprise infrastructure operations. -#### HashiCorp Vault (1) +#### Hashicorp Vault (1) - **(2021)** [medium: Install Hashicorp Vault on Kubernetes using Helm - Part 1 |' Marco Franssen](https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive walkthrough demonstrating how to install and configure HashiCorp Vault inside a Kubernetes cluster using the official Helm chart. Explores setting up Raft storage backend, initializing the Vault transit seal, and configuring secure pod configurations. An excellent technical reference for establishing a reliable, self-hosted secret engine in cloud environments. ### Vulnerability Scanning (3) -#### Grype and GitLab +#### Grype and Gitlab - **(2021)** [about.gitlab.com: How to secure your container images with GitLab and Grype](https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype) [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step implementation guide to running Grype vulnerability scanner inside a GitLab CI/CD pipeline. Demonstrates configuration flags to parse container filesystems, output standardized SBOM reports, and fail builds on severe vulnerabilities. This design secures the build supply chain before container artifacts reach production registries. ## Security and Governance @@ -904,7 +892,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more #### Industry Trends (1) - **(2021)** [devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk away, security report finds](https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265) [COMMUNITY-TOOL] β€” Explores shifting enterprise preferences from traditional Docker runtimes to modern, container runtime standards like containerd and CRI-O. Focuses on security reports indicating how Kubernetes runtime deprecations and attack-surface reduction drive this trend. -### DevSecOps (2) +### Devsecops (2) #### AWS Implementations @@ -938,7 +926,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2021)** [devops.com: DevSecOps Trends to Know For 2021](https://devops.com/devsecops-trends-for-2021) [COMMUNITY-TOOL] β€” Highlights essential DevSecOps industry trends, emphasizing Software Bill of Materials (SBOM) orchestration, secure-by-default container base images, and integration of automated security telemetry into centralized cloud dashboards. - **(2021)** [infoq.com: 9 Trends That Are Influencing the Adoption of Devops and Devsecops in 2021](https://www.infoq.com/articles/devops-secure-trends) [COMMUNITY-TOOL] β€” An analytical report defining nine pivotal engineering patterns that influenced global DevSecOps integration. Focuses on declarative Infrastructure as Code parsing, GitOps-driven deployment validations, and progressive canary deployments. -#### Infrastructure as Code Security +#### Infrastructure As Code Security - **(2020)** [blog.christophetd.fr: Shifting Cloud Security Left β€” Scanning Infrastructure as Code for Security Issues](https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues) [COMMUNITY-TOOL] β€” This blog post details shifting cloud security left by scanning Infrastructure as Code (IaC) manifests prior to deployment. Highlights implementing tools like tfsec, Kube-score, and Hadolint to automatically identify misconfigurations in Terraform, Kubernetes, and Docker files. #### Migration Strategies @@ -966,7 +954,7 @@ description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more - **(2022)** [permission.site](https://permission.site) [COMMUNITY-TOOL] β€” An interactive security validation platform that allows engineers to test how various browser APIs, iframe permissions, and Content Security Policies (CSP) behave, enabling precise verification of client-side web application security postures. --- -πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Crossplane](./crossplane.md) +πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [IaC](./iac.md) | [Ansible](./ansible.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/digitalocean.md b/v2-docs/digitalocean.md index 530c2a2c..7c59ed0c 100644 --- a/v2-docs/digitalocean.md +++ b/v2-docs/digitalocean.md @@ -11,9 +11,9 @@ description: "Top Digitalocean resources for 2026, AI-ranked: Digital Ocean, Com ## Cloud Infrastructure -### PaaS +### Paas -#### DigitalOcean +#### Digitalocean - **(2020)** [theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats App Platform to deploy, run code without juggling servers](https://www.theregister.com/off-prem/2020/10/07/digitalocean-decides-to-head-rivals-off-at-the-paas-floats-app-platform-to-deploy-run-code-without-juggling-servers/802967) [COMMUNITY-TOOL] β€” This article analyzes DigitalOcean's App Platform launch, presenting it as a direct PaaS alternative designed to counter Heroku. The platform abstracts Kubernetes infrastructure to allow multi-tenant zero-config deployments directly from source control. Curator insights highlights its developers-first simplicity, while current industry status verifies its solid integration with modern container workflows. - **(2020)** [thenewstack.io: DigitalOcean App Platform Eases Kubernetes Deployments for Developers](https://thenewstack.io/digitalocean-app-platform-eases-kubernetes-deployments-for-developers) [COMMUNITY-TOOL] β€” This technical review evaluates how the DigitalOcean App Platform utilizes native Kubernetes under the hood. It explains how DO managed to build a serverless PaaS that hides operational complexities like ingress configurations and TLS certificate rotation. The platform simplifies containerized app pipelines for teams without dedicated platform engineers. @@ -24,21 +24,28 @@ description: "Top Digitalocean resources for 2026, AI-ranked: Digital Ocean, Com #### Community Portal - **(2025)** [Community Tools 🌟](https://www.digitalocean.com/community/tools) [N/A CONTENT] [COMMUNITY-TOOL] β€” An aggregate repository of developer-led open-source automation templates, networking tools, and infrastructure deployment scripts optimized for the DigitalOcean platform ecosystem. -#### DigitalOcean (1) +#### Digitalocean (1) - **(2026)** [Digital Ocean](https://www.digitalocean.com) [N/A CONTENT] [COMMUNITY-TOOL] β€” A developers-first cloud services platform focusing on simplicity, lower cost predictability, and rapid droplet virtual server allocations. Expanded enterprise capacities to accommodate containerized microservices and modern pipelines. #### Visual Deployment - **(2022)** [try.digitalocean.com/cloudplex](https://try.digitalocean.com/cloudplex) [N/A CONTENT] [COMMUNITY-TOOL] β€” Reference landing portal for visual architecture design tools integrated with DigitalOcean Kubernetes. Historically allowed developers to visualize infrastructure topologies and generate corresponding Kubernetes configurations. -### PaaS (1) +### Paas (1) -#### DigitalOcean App Platform +#### Digitalocean App Platform - **(2024)** [App Platform](https://docs.digitalocean.com/products/app-platform) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” App Platform reference document outlining core specs of DigitalOcean's fully managed Platform-as-a-Service (PaaS). Allows automated code deployments directly from Git systems, managing containers, databases, and SSL endpoints. - **(2024)** [App Platform - Digital Ocean PaaS](https://try.digitalocean.com/app-platform) [N/A CONTENT] [COMMUNITY-TOOL] β€” Highlights onboarding pathways and scalability paradigms inside DigitalOcean's PaaS. Highly optimized for small-to-medium enterprises wanting to run microservice networks without complex VM configurations. +## Web Servers + +### Nginxconfig + +#### Community Tools + + - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/docker.md b/v2-docs/docker.md index a008a364..2042cc9b 100644 --- a/v2-docs/docker.md +++ b/v2-docs/docker.md @@ -1,5 +1,5 @@ --- -description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive and more β€” curated Cloud Native tools, guides and references." +description: "Top Docker resources for 2026, AI-ranked: dive, ctop and more β€” curated Cloud Native tools, guides and references." --- # Docker @@ -13,7 +13,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an ### CICD -#### GitHub Actions +#### Github Actions - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) ⭐ 5304 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registry deployments. ## Application Architecture @@ -46,7 +46,6 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### General Reference - - [Docker for LLMs](https://www.docker.com/llm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem. - [docker.com: Top Questions for Getting Started with Docker 🌟](https://www.docker.com/blog/top-questions-for-getting-started-with-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Top Questions for Getting Started with Docker 🌟 in the Kubernetes Tools ecosystem. - [docker.com: Docker Hub Experimental CLI tool](https://www.docker.com/blog/docker-hub-experimental-cli-tool) [COMMUNITY-TOOL] [EMERGING] β€” A curated technical resource and architectural guide covering docker.com: Docker Hub Experimental CLI tool in the Kubernetes Tools ecosystem. - [pawelurbanek.com: asdf and Docker for Managing Local Development Dependencies](https://pawelurbanek.com/asdf-docker-development) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pawelurbanek.com: asdf and Docker for Managing Local Development Dependencies in the Kubernetes Tools ecosystem. @@ -54,6 +53,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - [docker.com: Docker Compose: What’s New, What’s Changing, What’s Next](https://www.docker.com/blog/new-docker-compose-v2-and-v1-deprecation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Docker Compose: What’s New, What’s Changing, What’s Next in the Kubernetes Tools ecosystem. - [dzone: Components of Container Management](https://dzone.com/articles/components-of-container-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Components of Container Management in the Kubernetes Tools ecosystem. - [docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices](https://www.docker.com/blog/speed-up-your-development-flow-with-these-dockerfile-best-practices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Speed Up Your Development Flow With These Dockerfile Best Practices in the Kubernetes Tools ecosystem. + - [Docker for LLMs](https://www.docker.com/llm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem. - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem. - [docker.com: Reduce Your Image Size with the Dive-In Docker Extension](https://www.docker.com/blog/reduce-your-image-size-with-the-dive-in-docker-extension) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Reduce Your Image Size with the Dive-In Docker Extension in the Kubernetes Tools ecosystem. - [Creating the best Linux Development experience on Windows & WSL 2](https://www.docker.com/blog/creating-the-best-linux-development-experience-on-windows-wsl-2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Creating the best Linux Development experience on Windows & WSL 2 in the Kubernetes Tools ecosystem. @@ -61,25 +61,23 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - [docker.com: Docker Compose for Amazon ECS Now Available](https://www.docker.com/blog/docker-compose-for-amazon-ecs-now-available) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Docker Compose for Amazon ECS Now Available in the Kubernetes Tools ecosystem. - [dzone: Alternatives to Docker Desktop](https://dzone.com/articles/alternatives-to-docker-desktop) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Alternatives to Docker Desktop in the Kubernetes Tools ecosystem. - [dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application](https://dzone.com/articles/docker-alternatives-10-alternatives-to-docker-for) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application in the Kubernetes Tools ecosystem. -## CI-CD - -### DevOps Pipelines - -#### Container Delivery - - - **(2023)** [dev.to: Building a Robust CI/CD Pipeline with Docker: A Comprehensive Guide](https://dev.to/itsahsanmangal/building-a-robust-cicd-pipeline-with-docker-a-comprehensive-guide-4k8b) [N/A CONTENT] [COMMUNITY-TOOL] β€” Architects high-performance integration pipelines utilizing localized image-building agents. Emphasizes step caching, secure build variable injection, and automated image lifecycle promotion directly to secure registries. -## CICD Pipelines +## CICD (1) ### Build Speed #### Docker Buildx - **(2021)** [releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes Driver](https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines how to optimize CI/CD pipeline build performance by scaling compilation workloads using the Docker Buildx Kubernetes driver. Demonstrates how offloading build tasks to Kubernetes clusters yields massive cache reuse and parallelization gains. +### DevOps Pipelines + +#### Container Delivery + + - **(2023)** [dev.to: Building a Robust CI/CD Pipeline with Docker: A Comprehensive Guide](https://dev.to/itsahsanmangal/building-a-robust-cicd-pipeline-with-docker-a-comprehensive-guide-4k8b) [N/A CONTENT] [COMMUNITY-TOOL] β€” Architects high-performance integration pipelines utilizing localized image-building agents. Emphasizes step caching, secure build variable injection, and automated image lifecycle promotion directly to secure registries. ## Cloud Computing ### Training -#### Multi-Cloud Education +#### Multi-cloud Education - **(2023)** [acloudguru.com](https://www.pluralsight.com/cloud-guru) [COMMUNITY-TOOL] β€” A premier e-learning platform (now part of Pluralsight) specializing in cloud computing, DevOps, and container certifications (AWS, Azure, GCP, Kubernetes). Provides hands-on sandbox environments and deep technical pathways designed to train enterprise-grade engineering organizations. ## Cloud Infrastructure @@ -91,7 +89,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - **(2020)** [docker-ecs-plugin: Docker Releases Plugin for Simplified Deployments into AWS ECS and Fargate](https://www.infoq.com/news/2020/07/docker-ecs-plugin) [MARKDOWN CONTENT] [LEGACY] β€” This article highlights the historical collaboration between Docker and AWS to integrate ECS and Fargate deployments directly into the Docker CLI via ECS integration plugins. While the native CLI integration has been largely deprecated or archived in favor of AWS Copilot or direct Terraform/CDK provisioning, it serves as a crucial evolutionary link in cloud-native developer workflows, illustrating the trend toward unifying local compose specs with cloud orchestration APIs. ## Cloud Orchestration -### Multi-Cloud Deployments +### Multi-cloud Deployments #### Application Architecture (1) @@ -127,7 +125,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - **(2021)** [jpetazzo.github.io: Anti-Patterns When Building Container Images](https://jpetazzo.github.io/2021/11/30/docker-build-container-images-antipatterns) [N/A CONTENT] [COMMUNITY-TOOL] β€” An experienced architect's critique of bad habits in image composition. Identifies dependencies on build host features, missing ignore-files, and bad layering decisions. ### Build Optimization -#### BuildKit +#### Buildkit - **(2022)** [pythonspeed.com: Docker BuildKit: faster builds, new features, and now it’s stable](https://pythonspeed.com/articles/docker-buildkit) [N/A CONTENT] [COMMUNITY-TOOL] β€” Analyzes the shift to BuildKit as the primary engine compiler. Evaluates features including multi-stage parallelization, secret mounting without environment leaks, and advanced build-cache mounts. #### Caching @@ -146,7 +144,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - **(2023)** [learnk8s.io: 3 simple tricks for smaller Docker images 🌟](https://learnkube.com/blog/smaller-docker-images) [N/A CONTENT] [COMMUNITY-TOOL] β€” Presents three highly concrete engineering actions to reduce footprint size. Addresses the use of alpine/distroless, pruning development environments, and optimizing layers. - **(2022)** [sequoia.makes.software: Reducing Docker Image Size (Particularly for Kubernetes Environments) 🌟](https://sequoia.makes.software/reducing-docker-image-size-particularly-for-kubernetes-environments) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines image sizing optimizations specifically within large-scale Kubernetes production networks. Highlights how smaller footprints accelerate pull cycles and deployment velocity. -#### Multi-Arch Images +#### Multi-arch Images - **(2024)** [docs.docker.com: docker buildx imagetools](https://docs.docker.com/reference/cli/docker/buildx/imagetools) [GO CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official CLI manual for Buildx Imagetools, documenting dynamic multi-platform manifest manipulation directly within registries. Avoids rebuild cycles by merging existing CPU architecture definitions. #### Multi-stage Build @@ -255,6 +253,9 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### Build Optimization (1) - **(2024)** [augmentedmind.de: Docker optimization guide: the 12 best tips to optimize Docker image security](https://www.augmentedmind.de/2024/06/12/optimize-docker-image-security) [N/A CONTENT] [COMMUNITY-TOOL] β€” Provides twelve optimization patterns aligning build speeds with image security. Topics focus on multi-stage build workflows, package manager caching, minimal base systems, and dynamic secret loading. +#### Compliance Frameworks + + - **(2025)** [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The gold-standard security reference outlining precise configuration structures for Docker environments. Covers namespaces, read-only filesystems, network configurations, and active runtime protection policies. #### Kernel Isolation - **(2022)** [infoq.com: Is Docker Secure Enough?](https://www.infoq.com/articles/securing-docker) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A security exploration contrasting container shared-kernel mechanisms against sandboxed hypervisor layers like Firecracker and gVisor. Analyzes side-channel vulnerabilities and threat vectors. @@ -264,6 +265,9 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### Process Boundaries - **(2023)** [securitylabs.datadoghq.com: Container security fundamentals: Exploring containers as processes](https://securitylabs.datadoghq.com/articles/container-security-fundamentals-part-1) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Demystifies the operational nature of containers as isolated host processes. Analyzes syscall structures, cgroup isolation properties, and modern runtime inspection workflows for developers. +#### Supply Chain Security + + - **(2020)** [thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub](https://thehackernews.com/2020/06/cryptocurrency-docker-image.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” An urgent technical warning investigating cryptojacking campaigns spreading malware via compromised registries. Underscores the critical requirement for automated image validation and registry access restrictions. #### Vulnerability Assessment - **(2021)** [brianchristner.io: How to use Docker Security Scan Locally](https://brianchristner.io/how-to-use-docker-scan) [N/A CONTENT] [COMMUNITY-TOOL] β€” A practical manual outlining static security scanning on developer workstations. Demonstrates how to discover vulnerabilities and outdated packages inside target OCI layers prior to CI deployment. @@ -282,7 +286,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - **(2021)** [==iximiuz.com: Learning Containers From The Bottom Up | Ivan Velichko 🌟🌟🌟==](https://iximiuz.com/en/posts/container-learning-path) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly-rated, bottom-up container learning path created by Ivan Velichko. Traces container concepts back to bare-metal OS fundamentals, covering chroot, cgroups, linux namespaces, and runc. ### Container Builds -#### Docker BuildKit +#### Docker Buildkit - **(2026)** [==buildkit==](https://docs.docker.com/build) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Docker's next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via import/export, and secret-mounting without leaving traces in image history. ### Container Engines @@ -349,7 +353,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### Python Ecosystem - **(2022)** [codeproject.com: How to Create an Image in Docker using Python](https://www.codeproject.com/Tips/5323808/How-To-Create-An-Image-In-Docker-Using-Python) [COMMUNITY-TOOL] [GUIDE] β€” Shows how to containerize Python applications. Focuses on setting up local working directories, managing dependencies via requirements files, and structuring multi-stage builds to shrink image footprints. -### Red Hat OpenShift +### Red Hat Openshift #### Registry Management @@ -370,7 +374,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - **(2021)** [r-bloggers.com: Dockerizing Shiny Applications](https://www.r-bloggers.com/2021/05/dockerizing-shiny-applications) [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates the step-by-step process of packaging R Shiny applications inside Docker containers. Addresses compiler flags, OS-level dependencies, and static runtime packages required to deliver predictable, reproducible analytical dashboards. ## Databases -### PostgreSQL +### Postgresql #### Local Environments (1) @@ -417,6 +421,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an - **(2020)** [developers.redhat.com: Red Hat Universal Base Images for Docker users](https://developers.redhat.com/blog/2020/03/24/red-hat-universal-base-images-for-docker-users) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” This guide explains the structure, licensing, and optimization of Red Hat Universal Base Images (UBI) for developers using Docker or other non-RHEL runtimes. It showcases how UBI provides a free, secure, and enterprise-grade base image platform that maintains strict compatibility with Red Hat Enterprise Linux. It is crucial for standardizing commercial container dependencies. #### Container Management (1) + - **(2026)** [Portainer 🌟](https://www.portainer.io) [N/A CONTENT] [COMMUNITY-TOOL] β€” Portainer is a leading container management platform designed to simplify Docker, Kubernetes, and Azure ACI environments through an intuitive web interface. It allows platform administrators to easily deploy stacks, monitor real-time resources, manage networks/volumes, and control user access (RBAC). In 2026, it serves as a robust bridging portal between command-line container engines and full-scale orchestration management. - **(2026)** [Portainer Community Edition](https://www.portainer.io/install) [GO CONTENT] [COMMUNITY-TOOL] β€” The Community Edition of Portainer provides a self-hosted, lightweight administration portal for managing standalone Docker daemons, Swarm clusters, and edge environments. It abstracts complex container and volume operations into a responsive dashboard, reducing operational friction. It remains a popular, stable, and highly trusted portal for developer environments and internal infrastructure management. #### Debugging @@ -437,6 +442,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### Image Building (3) - **(2026)** [==img==](https://github.com/genuinetools/img) ⭐ 3986 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Img is a standalone, daemonless, and unprivileged container image builder designed on top of BuildKit. It allows users to build OCI images in secure, rootless environments without mounting privileged Docker sockets, which is highly beneficial for isolated CI/CD pipelines. While development has cooled down in favor of upstream BuildKit or Kaniko, it remains a pioneering reference tool for secure image building. + - **(2026)** [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Written by cloud-native expert Alex Ellis, this post explores build tools (such as BuildKit, Buildah, and Kaniko) that compile container images without relying on a local Docker daemon. It unpacks the benefits of using non-docker setups inside Kubernetes CI/CD runner environments, avoiding Docker-in-Docker (DinD) security compromises. It serves as an essential manual for modern cloud pipeline designs. #### Image Optimization - **(2026)** [==dive 🌟==](https://github.com/wagoodman/dive) ⭐ 54224 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dive is an indispensable terminal-based tool designed to inspect Docker images, analyze layer contents, and discover ways to shrink image size. By calculating the efficiency metric of individual layers and identifying wasted space from modified or deleted files, it gives platform teams precise insight into image build processes. In 2026, it remains a de facto standard tool for CI/CD optimization pipelines to keep enterprise container sizes lean and secure. @@ -446,6 +452,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### Runtimes - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) ⭐ 10146 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Nerdctl is a Docker-compatible CLI designed specifically for containerd, offering matching CLI experiences (e.g., nerdctl run, nerdctl compose) for non-Docker environments. It supports advanced container features like lazy pulling (e.g., eStargz/soci), rootless execution, IPFS container sharing, and encryption. It acts as a bridge for developers migrating to pure containerd-based systems. + - **(2026)** [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” An architectural comparison analyzing the structural differences between Docker and Podman. It highlights Podman's daemonless, rootless-by-default execution model and explains how this design reduces security attack vectors compared to Docker's centralized daemon. It also details Podman's native support for pod-like multi-container groupings, easing transitions toward Kubernetes. - **(2026)** [jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and Standalone Container Tools 🌟](https://jfrog.com/learn/devops/alternatives-to-docker) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” This JFrog learning resource breaks down alternative container tools in the OCI ecosystem, highlighting specialized runtimes, engines, and build utilities. By contrasting options like Podman, containerd, LXC, and Kaniko, it provides architects with a comprehensive roadmap for selecting tools based on security, speed, and platform architecture requirements. #### Tool Ecosystem @@ -480,6 +487,11 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### Container Management (2) - **(2026)** [thenewstack.io: Deploy a Persistent Kubernetes Application with Portainer](https://thenewstack.io/deploy-a-persistent-kubernetes-application-with-portainer) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” This step-by-step article illustrates how Portainer's web UI can be utilized to deploy a persistent application (e.g., WordPress with MySQL) onto a Kubernetes cluster. It demystifies the setup of Persistent Volume Claims (PVCs), service ingress, and network isolation, mapping these complex Kubernetes abstractions into accessible dashboard steps. It serves as an excellent onboarding tutorial for operations teams adapting to K8s paradigms. +### Kubernetes Distributions + +#### Market Landscapes + + - **(2022)** [itprotoday.com: Who's Winning in the Container Software Market 🌟](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) [COMMUNITY-TOOL] β€” A business and market analysis of the container software landscape, highlighting market share dynamics, consolidation waves, and the competitive positioning of major players like Red Hat, VMware, Rancher, and cloud hyperscalers. Reflects the strategic evolution toward managed platform-as-a-service models. ### Linux OS Integration #### RHEL Derivatives @@ -542,7 +554,7 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an ### Grafana -#### Metrics collection +#### Metrics Collection - **(2022)** [grafana.com: Docker Integration for Grafana Cloud](https://grafana.com/docs/grafana-cloud/monitor-infrastructure/integrations/integration-reference/integration-docker) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Exhaustive integration manual for routing Prometheus-compatible engine metrics from Docker daemons directly to Grafana Cloud. Demonstrates telemetry extraction, container health monitoring, and system dashboard provisioning. ## Observability @@ -566,6 +578,14 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### Alternatives (3) - **(2022)** [blog.logrocket.com: Top Docker alternatives for 2022](https://blog.logrocket.com/docker-alternatives) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical framework evaluating OCI runtime alternatives to standard Docker. Key trade-offs focused on security profiles, developer experience, and system-level dependencies for engines like Podman, Buildah, and Kaniko. +#### Daemonless Runtimes + + - **(2026)** [==podman==](https://podman.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Podman delivers a daemonless container engine framework for executing, managing, and building OCI containers. Rootless orchestration patterns are native to Podman, allowing seamless integration with Linux systemd configurations. +### Container Security + +#### OCI Builders + + - **(2026)** [==buildah==](https://buildah.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint of target images by keeping build tools outside the final layers. ## Security ### Container Architecture (1) @@ -573,12 +593,12 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an #### OS Level Virtualization (1) - **(2021)** [blog.aquasec.com: How Do Containers Contain? Container Isolation Techniques](https://blog.aquasec.com/container-isolation-techniques) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An elite architectural breakdown explaining kernel-level containment mechanisms. Explores Linux Namespaces (PID, Mount, Net, User) and Control Groups (cgroups), as well as supplementary security layers like AppArmor, SELinux, and Seccomp filters. -### Container Security +### Container Security (1) -#### Dockerfile optimization +#### Dockerfile Optimization - **(2020)** [Broken by default: why you should avoid most Dockerfile example 🌟](https://pythonspeed.com/articles/dockerizing-python-is-hard) [DOCKERFILE CONTENT] [ENTERPRISE-STABLE] [GUIDE] β€” Critically evaluates common Dockerfile patterns. Highlights failure vectors like poor caching strategies, bloated build images, and running containers as root. Offers concrete engineering improvements for Python. -#### RunAsUser +#### Runasuser - **(2020)** [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root) [DOCKERFILE CONTENT] [DE FACTO STANDARD] [GUIDE] β€” An essential security analysis explaining why running container workloads as root is highly vulnerable to privilege escalation. Highlights how OpenShift's default Security Context Constraints (SCCs) enforce rootless container profiles. ### Docker Daemon Hardening @@ -615,12 +635,12 @@ description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, dive an ### Integration Testing -#### Infrastructure as Code +#### Infrastructure As Code - **(2026)** [==ory/dockertest==](https://github.com/ory/dockertest) ⭐ 4519 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dockertest enables developers to spin up ephemeral Docker containers directly from Go, Rust, or other language test suites to act as real dependencies (e.g., PostgreSQL, Redis). Unlike mock interfaces, it guarantees that integration tests run against actual database engines and stateful systems, disposing of them automatically when tests finish. It represents a gold standard in unit and integration testing pipelines for cloud-native microservices. --- -πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md) +πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) diff --git a/v2-docs/dom.md b/v2-docs/dom.md index 1e93420b..5728e2dd 100644 --- a/v2-docs/dom.md +++ b/v2-docs/dom.md @@ -13,14 +13,14 @@ description: "Curated, AI-ranked Dom resources for the 2026 Cloud Native archite ### DOM -#### JavaScript +#### Javascript - **(2026)** [digitalocean.com: Understanding the DOM β€” Document Object Model eBook](https://www.digitalocean.com/community/books/understanding-the-dom-document-object-model-ebook) [JAVASCRIPT CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A comprehensive pedagogical resource exploring the Document Object Model (DOM) as a programming interface. It introduces how modern browsers parse HTML into tree-like object models and details programmatic mutation approaches using native JavaScript APIs. - **(2026)** [freecodecamp.org: JavaScript DOM Tutorial – How to Build a Calculator App' in JS](https://www.freecodecamp.org/news/javascript-dom-build-a-calculator-app) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” A practical, task-oriented tutorial on DOM manipulation designed for front-end engineers. It walks through building an interactive UI component from scratch, emphasizing dynamic node creation, event handling, and performant state updates in native JavaScript. - **(2026)** [freecodecamp.org: How the Document Object Model Works in JavaScript – DOM' Tutorial for Beginners](https://www.freecodecamp.org/news/javascript-dom) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” An analytical guide breaking down DOM traversal and event propagation mechanics (bubbling and capturing). Essential for intermediate UI engineering, it covers the structural boundaries of web browsers and highlights optimization patterns for interface updates. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/dotnet.md b/v2-docs/dotnet.md index b4354de9..307bdeda 100644 --- a/v2-docs/dotnet.md +++ b/v2-docs/dotnet.md @@ -28,18 +28,18 @@ description: "Top Dotnet resources for 2026, AI-ranked: Oakton, Lamar and more #### Ecosystem Comparisons - **(2022)** [stackify.com: Who will Dominate in the future: .Net or Java?](https://stackify.com/who-will-dominate-in-the-future-net-or-java) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Compares performance metrics, runtime speeds, and support costs of .NET against Oracle Java. Analyzes how container optimizations, start-up times, and ecosystem tooling affect cloud resource efficiency. +#### Grpc Communication + + - **(2021)** [**blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC**](https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc) [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents a technical guide on configuring high-performance gRPC services using ASP.NET Core. Details protobuf schema creation, client generation, and HTTP/2 connection pooling to achieve ultra-low latency between microservices. #### Microservices Design - **(2021)** [**telerik.com: Your First Microservice in .NET 6**](https://www.telerik.com/blogs/your-first-microservice-dotnet-6) [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A hands-on guide to building a microservice using ASP.NET Core 6 Minimal APIs. Demonstrates how to write lightweight, highly optimized web APIs with minimal boilerplate code, perfect for deployment within containerized clusters. -#### OpenShift Containers +#### Openshift Containers - **(2021)** [**developers.redhat.com: Three ways to containerize .NET applications on Red Hat OpenShift**](https://developers.redhat.com/blog/2021/03/16/three-ways-to-containerize-net-applications-on-red-hat-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details three distinct strategies to containerize and run .NET applications on Red Hat OpenShift. Evaluates the benefits of Dockerfile builds, Source-to-Image (S2I) pipelines, and deployment templates for enterprise scalability. #### RHEL Support - **(2021)** [**developers.redhat.com: .NET 6 now available for RHEL and OpenShift**](https://developers.redhat.com/articles/2021/11/15/net-60-now-available-rhel-and-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces native Red Hat Enterprise Linux (RHEL) and OpenShift support for .NET 6. Focuses on pre-configured, secure container base images and integration setups that simplify enterprise deployments. -#### gRPC Communication - - - **(2021)** [**blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC**](https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc) [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents a technical guide on configuring high-performance gRPC services using ASP.NET Core. Details protobuf schema creation, client generation, and HTTP/2 connection pooling to achieve ultra-low latency between microservices. ## Architectural Foundations ### Kubernetes Tools @@ -51,12 +51,15 @@ description: "Top Dotnet resources for 2026, AI-ranked: Oakton, Lamar and more ### Container Orchestration +#### Helm and Packaging + + - **(2022)** [andrewlock.net: Series: Deploying ASP.NET Core applications to Kubernetes with Helm 🌟](https://andrewlock.net/series/deploying-asp-net-core-applications-to-kubernetes) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive deep-dive tutorial series on orchestrating .NET applications inside Kubernetes using Helm. Analyzes templating, YAML manifests, dependency injections, dynamic secret handling, and values customization patterns. #### Kubernetes - **(2021)** [dotnetcurry.com: Kubernetes for ASP.NET Core Developers – Introduction, Architecture, Hands-On](https://www.dotnetcurry.com/aspnet-core/kubernetes-for-developers) [YAML CONTENT] [GUIDE] [LEGACY] β€” An educational guide targeted at .NET architects migrating legacy backends to Kubernetes. Details fundamental infrastructure layers including Pods, ReplicaSets, Deployments, Services, and containerization pipelines using Docker. ## Mobile Development -### Cross-Platform +### Cross-platform #### Xamarin @@ -71,9 +74,14 @@ description: "Top Dotnet resources for 2026, AI-ranked: Oakton, Lamar and more #### Environment Validation - **(2021)** [jeremydmiller.com: Self Diagnosing Deployments with Oakton and Lamar](https://jeremydmiller.com/2021/10/12/self-diagnosing-deployments-with-oakton-and-lamar) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents a design paradigm combining Lamar's compilation-safe IoC container with Oakton's self-diagnostics capability. Outlines systems validation strategies that trigger build failures if container registrations or service setups fail. -#### IoC Containers +#### Ioc Containers - **(2025)** [Lamar](https://jasperfx.github.io/lamar) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An advanced, high-performance IoC container and assembly scanning engine compatible with Microsoft's DI standards. Leverages Roslyn-powered dynamic code compilation to optimize dependency resolution pathways in microservices. +### Artificial Intelligence + +#### Agent Integration + + - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Examines methods for extending autonomous AI coding agents with direct .NET skill injection. Uses Semantic Kernel to build tools enabling LLMs to execute C# compilations, format files, and interact natively with code bases. ### Client Technologies #### CICD and DevOps @@ -90,7 +98,7 @@ description: "Top Dotnet resources for 2026, AI-ranked: Oakton, Lamar and more #### Ecosystem Curation - **(2022)** [syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022) [C# CONTENT] [COMMUNITY-TOOL] β€” A curated evaluation of top-tier NuGet packages designed to elevate developer productivity inside modern .NET enterprise ecosystems. Features utility frameworks covering high-speed serialization, deep-object mapping, unit testing extensions, logging, and database interfacing. -#### NuGet Specification +#### Nuget Specification - **(2026)** [NuGet/docs.microsoft.com-nuget: nuspec](https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspec.md) ⭐ 160 [XML CONTENT] [DOCUMENTATION] 🌟🌟 [COMMUNITY-TOOL] β€” This reference specification details the .nuspec XML manifest schema governing NuGet packages. It provides structured guidance on targeting framework frameworks, orchestrating assembly dependencies, defining metadata, and managing compilation assemblies, acting as the foundational automation configuration schema for .NET artifact pipelines. - **(2023)** [devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org](https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org) [N/A CONTENT] [LEGACY] β€” Details framework compatibility structures implemented by NuGet.org, facilitating cross-platform library discovery. Explains target framework resolution paradigms mapping dependencies across .NET Standard, .NET Core, and legacy frameworks. @@ -105,7 +113,7 @@ description: "Top Dotnet resources for 2026, AI-ranked: Oakton, Lamar and more - **(2024)** [Paradigm framework](https://www.paradigm.net.co) [C# CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An open-source development platform designed to facilitate rapid, highly structured .NET microservice engineering. Standardizes dependency configurations, modular architectures, data mapping protocols, and enterprise repository patterns. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/edge-computing.md b/v2-docs/edge-computing.md index 1e4c8d24..b01ee7d5 100644 --- a/v2-docs/edge-computing.md +++ b/v2-docs/edge-computing.md @@ -28,10 +28,10 @@ description: "Curated, AI-ranked Edge Computing resources for the 2026 Cloud Nat ### Architecture (1) - **(2021)** [thenewstack.io: A New Kubernetes Edge Architecture](https://thenewstack.io/a-new-kubernetes-edge-architecture) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An exploratory piece mapping out cutting-edge architectural patterns for multi-cluster edge configurations, comparing unified central control plane models with highly autonomous, decoupled local cluster patterns. -### KubeEdge +### Kubeedge - **(2021)** [opensource.com: Why KubeEdge is my favorite open source project of 2020 🌟](https://opensource.com/article/21/1/kubeedge) [COMMUNITY-TOOL] β€” An open-source profile detailing KubeEdge. The article outlines how KubeEdge extends the standard Kubernetes control plane to remote systems, ensuring offline local node execution and MQTT-driven IoT connectivity. -### MicroShift +### Microshift - **(2021)** [developers.redhat.com: Bring your Kubernetes workloads to the edge](https://developers.redhat.com/articles/2021/11/22/bring-your-kubernetes-workloads-edge) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A guide on scaling down and adapting standard containerized workloads to small, resource-constrained edge computing environments. It outlines storage optimizations and minimized memory footprint topologies. ## Monitoring @@ -46,7 +46,7 @@ description: "Curated, AI-ranked Edge Computing resources for the 2026 Cloud Nat - **(2021)** [thenewstack.io: Cloudian CTO: Kubernetes, Standardization Key to Edge](https://thenewstack.io/cloudian-cto-kubernetes-standardization-key-to-edge) [COMMUNITY-TOOL] β€” An executive perspective from Cloudian highlighting Kubernetes standardization as the foundational component of modern edge architecture. It analyzes strategies to coordinate hybrid storage clusters safely across remote zones. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Storage](./aws-storage.md) | [Oraclecloud](./oraclecloud.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/elearning.md b/v2-docs/elearning.md index 31ffcdcf..609a9b97 100644 --- a/v2-docs/elearning.md +++ b/v2-docs/elearning.md @@ -9,7 +9,7 @@ description: "Top Elearning resources for 2026, AI-ranked: codely.tv, Whizlabs a !!! info "Architectural Context" Detailed reference for E-learning in the context of Career & Industry. -## AI and Machine Learning Education Technology Prototypes +## AI And Machine Learning Education Technology Prototypes - **(2026)** [**Students prototype learning tools with AI at University of Waterloo**](https://blog.google/innovation-and-ai/technology/ai/university-waterloo-labs) [EN CONTENT] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Curator Insight: This academic collaboration highlights how early-stage engineers can leverage standardized, cloud-hosted API models to tackle accessibility and learning barriers. @@ -22,16 +22,9 @@ Live Grounding: Students at the Waterloo Futures Lab developed physical and soft - [guru99.com](https://www.guru99.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com in the Kubernetes Tools ecosystem. - [harvard.edu: CS50: Introduction to Computer Science (free)](https://pll.harvard.edu/course/cs50-introduction-computer-science) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering harvard.edu: CS50: Introduction to Computer Science (free) in the Kubernetes Tools ecosystem. -## CICD Pipelines - -### Git Integration - -#### Azure DevOps - - - **(2024)** [cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate Guide 🌟](https://ine.com) [NONE CONTENT] [COMMUNITY-TOOL] β€” An extensive workflow guide demonstrating advanced Git version control configurations within Azure DevOps projects. Shows how to set up strict PR approval limits and automated checkouts. ## Cloud Platforms -### OpenShift +### Openshift #### Fundamentals @@ -45,44 +38,18 @@ Live Grounding: Students at the Waterloo Futures Lab developed physical and soft ##### Gamified Learning - **(2025)** [SQL Police Department](https://sqlpd.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized gamified engine where users solve mock criminal investigations writing relational SQL queries. Highly effective for building structural query efficiency and database logic before moving to complex stateful containerization. -## DevOps - -### Education - -#### Training Courses - - - **(2023)** [Techworld with Nana: Learn DevOps topics easily](https://www.techworld-with-nana.com) [N/A CONTENT] [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” A premier technical curriculum focused on infrastructure automation, container mechanics, and deployment pipelines. Successfully bridges the gap between raw system administration and cloud native deployment methodologies. -## Operating Systems and Infrastructure - -### Linux - -#### SysAdmin Tutorials - - - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments. ## Orchestration -### Infrastructure as Code +### Infrastructure As Code -#### Real-World Architecture +#### Real-world Architecture - **(2026)** [==techiescamp/devops-projects:Real-World DevOps Projects For Learning==](https://github.com/techiescamp/devops-projects) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, and Kubernetes for cloud architectures. ### Kubernetes -#### VMware Tanzu Ecosystem +#### Vmware Tanzu Ecosystem - **(2026)** [**kube.academy**](https://kube.academy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly polished training engine sponsored by VMware Tanzu. Walks engineers through complex modular tracks detailing multi-tenancy, cluster scaling, control-plane metrics, and security controls within corporate environments. -## Platform Engineering - -### Legacy Sandboxes - -#### Interactive Learning - - - **(2022)** [katacoda.com 🌟](https://www.katacoda.com) 🌟 [COMMUNITY-TOOL] β€” Katacoda was a widely used interactive browser platform for practicing Kubernetes and container administration. The platform was officially terminated by O'Reilly in 2022. Platform engineers in 2026 utilize alternatives like Killercoda for sandbox exercises. -### Security and Compliance - -#### Public Sector - - - **(2026)** [**redhatgov.io**](https://redhatgov.io) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Specialized platform engineering portal with focused guides on locking down OpenShift infrastructure to meet strict military, intelligence, and federal government security benchmarks (DISA STIG, FIPS, NIST). A mandatory reference for architects building air-gapped, zero-trust container setups. ## Professional Development ### Certifications @@ -163,7 +130,7 @@ Live Grounding: Students at the Waterloo Futures Lab developed physical and soft - **(2026)** [==codely.tv==](https://codely.com/en) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spanish-language portal dedicated to Domain-Driven Design (DDD), Clean Code, CQRS patterns, and resilient microservice designs. It details testing strategies for highly decoupled, container-centric production architectures. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/embedded-servlet-containers.md b/v2-docs/embedded-servlet-containers.md index 384ad162..2d44dd28 100644 --- a/v2-docs/embedded-servlet-containers.md +++ b/v2-docs/embedded-servlet-containers.md @@ -21,7 +21,7 @@ description: "Curated, AI-ranked Embedded Servlet Containers resources for the 2 - **(2026)** [Undertow](https://undertow.io) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A highly performant, modular web server designed by Red Hat. Written in Java, it features non-blocking, asynchronous capabilities, functioning as a powerful, lightweight container engine for high-density microservices. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/faq.md b/v2-docs/faq.md index 13cee2e9..ff61f629 100644 --- a/v2-docs/faq.md +++ b/v2-docs/faq.md @@ -47,6 +47,13 @@ description: "Curated, AI-ranked Faq resources for the 2026 Cloud Native archite #### Storage Strategy - **(2022)** [thenewstack.io: Choosing Between Container-Native and Container-Ready Storage 🌟](https://thenewstack.io/choosing-between-container-native-and-container-ready-storage) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A structural comparison between container-native and container-ready storage systems for Kubernetes. It explains how container-native storage operates inside the orchestration engine using CSI (Container Storage Interface), offering dynamic scaling and pod-level isolation, whereas container-ready options rely on enterprise external SAN/NAS storage arrays mapped to Kubernetes nodes. +## DevOps + +### CICD + +#### Kubernetes Orchestration + + - **(2021)** [devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration](https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration) [COMMUNITY-TOOL] β€” Accelerating release cycles in Kubernetes environments requires modernizing the CI/CD pipeline with cloud-native orchestration techniques. By automating build, test, and container promotion workflows, teams can minimize deployment errors and configuration drift. The focus is on implementing progressive delivery strategies such as canary and blue-green deployments to de-risk production releases. ## Kubernetes Tools ### General Reference @@ -95,7 +102,7 @@ description: "Curated, AI-ranked Faq resources for the 2026 Cloud Native archite - **(2019)** [From monolith to containers: How Verizon containerized legacy applications on OpenShift 🌟](https://www.youtube.com/watch?v=Q6i0LK4vHsU) [LEGACY] β€” This real-world enterprise case study details Verizon's migration journey from a legacy monolithic architecture to containerized workloads on Red Hat OpenShift. It highlights practical strategies for managing stateful applications, addressing legacy security constraints, and overcoming organizational resistance. The resulting deployment demonstrates how automated orchestration accelerates feature delivery and improves cluster utilization. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/finops.md b/v2-docs/finops.md index 730ad189..26bd9241 100644 --- a/v2-docs/finops.md +++ b/v2-docs/finops.md @@ -17,7 +17,42 @@ description: "Curated, AI-ranked Finops resources for the 2026 Cloud Native arch - [cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend](https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes' cost monitoring is causing overspend in the Kubernetes Tools ecosystem. - [logz.io: FinOps Observability: Monitoring Kubernetes Cost](https://logz.io/blog/finops-observability-monitoring-kubernetes-cost) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: FinOps Observability: Monitoring Kubernetes Cost in the Kubernetes Tools ecosystem. -## FinOps and Cloud Cost +## Financial Operations + +### Finops + +#### Best Practices + + - **(2022)** [padok.fr: FinOps, or the Culture of Cloud Cost Optimization](https://www.theodo.com/en-fr/blog/what-is-finops-and-what-are-its-best-practices) [COMMUNITY-TOOL] β€” An educational article explaining the cultural and operational shifts of FinOps. Outlines key engineering methodologies like rightsizing, continuous monitoring, auto-scaling, and utilizing spot instances within Kubernetes to drive efficient unit economics. + - **(2021)** [thenewstack.io: 4 Reasons Your Cloud Operations Need a FinOps Team](https://thenewstack.io/4-reasons-your-cloud-operations-need-a-finops-team) [COMMUNITY-TOOL] β€” Highlights four critical drivers for establishing a structured FinOps team inside scaling enterprises. Discusses the pitfalls of decentralized cloud spending, the benefits of shared cost responsibility, real-time optimization tooling, and accurate unit economics estimation. + - **(2021)** [thenewstack.io: Cloud Cost Management for DevOps](https://thenewstack.io/cloud-cost-management-for-devops) [COMMUNITY-TOOL] β€” Focuses on practical actions DevOps engineers can implement to control runaway cloud infrastructure budgets. Key solutions analyzed include automated cluster rightsizing, native autoscaling features, orphan volume deletion, and enforcing namespace resource quotas. + - **(2021)** [thenewstack.io: Tricks for Cloud Cost Optimization | Pavan Belagatti](https://thenewstack.io/tricks-for-cloud-cost-optimization) [COMMUNITY-TOOL] β€” Discusses key tactical tricks for managing cloud infrastructure billing. Focuses on the implementation of modern open-source Kubernetes cost observability tools (such as Kubecost) alongside active container rightsizing strategies to optimize compute expenditures. +#### Case Studies + + - **(2019)** [slideshare: FinOps: A Culture Transformation to Bring DevOps, Finance and the Business Together - AWS Summit Sydney](https://www.slideshare.net/AmazonWebServices/finops-a-culture-transformation-to-bring-devops-finance-and-the-business-together-sponsored-by-cloudability-aws-summit-sydney) [COMMUNITY-TOOL] β€” An AWS Summit presentation deck covering the organizational transformation required to implement FinOps. Contrasts traditional capital expenditure models with modern cloud operational expenses, emphasizing the cultural integration of finance and engineering departments. +#### Frameworks + + - **(2026)** [FinOps Foundation: FinOps.org](https://www.finops.org) [COMMUNITY-TOOL] β€” The official home of the Linux Foundation's FinOps Foundation. It codifies the industry-standard FinOps framework, providing best practices, training, and open standards (such as FOCUS - FinOps Open Cost & Usage Specification) to align engineering, finance, and business teams on cloud cost optimization. + - **(2020)** [devops.com: FinOps Foundation to Help Rein in Cloud Costs](https://devops.com/finops-foundation-to-help-rein-in-cloud-costs) [COMMUNITY-TOOL] β€” An article reporting on the formal creation of the FinOps Foundation under the Linux Foundation. Highlights the growing enterprise necessity of managing multi-cloud spend and establishing standardized definitions for cloud financial operations. +#### Kubernetes Costs + + - **(2022)** [loft.sh: The Cost of Managed Kubernetes - A Comparison 🌟](https://www.vcluster.com/blog/the-cost-of-managed-kubernetes-a-comparison) [COMMUNITY-TOOL] β€” A comprehensive cost analysis comparing managed Kubernetes offerings from major cloud providers (EKS, GKE, AKS). The post introduces multi-tenancy and virtual cluster technologies (vcluster) as key architectural methods to significantly reduce management control plane fees and idle node costs. +#### Market Landscapes + + - **(2021)** [zdnet.com: As cloud costs spiral upward, enterprises turn to a thing called FinOps](https://www.zdnet.com/article/as-cloud-costs-spiral-upward-enterprises-turn-to-a-thing-called-finops) [COMMUNITY-TOOL] β€” Explores the rapid rise of enterprise FinOps practices in response to exploding, unpredicted cloud bills. Details real-world corporate challenges of moving from on-premises fixed budgets to dynamic cloud operational spending models. +#### Methodologies + + - **(2021)** [aws.amazon.com: Introducing FinOpsβ€”Excuse Me, DevSecFinBizOps](https://aws.amazon.com/es/blogs/enterprise-strategy/introducing-finops-excuse-me-devsecfinbizops) [COMMUNITY-TOOL] β€” An AWS enterprise strategy blog post introducing the concept of DevSecFinBizOps. Suggests integrating cloud financial management and budgeting constraints directly into the DevOps software delivery cycle, shifting financial responsibility left to engineering teams. +#### Metrics + + - **(2022)** [cloud.google.com: 5 key metrics to measure Cloud FinOps impact in your organization in 2022 and beyond](https://cloud.google.com/blog/topics/cloud-first/key-metrics-to-measure-impact-of-cloud-finops) [COMMUNITY-TOOL] β€” A Google Cloud guide identifying five fundamental metrics for tracking FinOps success, such as cloud unit cost optimization, percentage of resource utilization, cost allocation accuracy, percentage of waste eliminated, and forecast-to-actual variance. +#### Roles and Responsibilities + + - **(2021)** [infoq.com: Why Every DevOps Team Needs A FinOps Lead](https://www.infoq.com/articles/every-devops-team-needs-finops-lead) [COMMUNITY-TOOL] β€” This article explores why a dedicated cloud financial engineering role is becoming vital in DevOps teams. Discusses strategies for managing automated cloud resource allocations, analyzing Kubernetes cost allocation metrics (Kubecost), and tracking variable pricing structures. +#### Standards + + - **(2023)** [venturebeat.com: Cloud costs are unmanageable: It’s time we standardize billing](https://venturebeat.com/datadecisionmakers/cloud-costs-are-unmanageable-its-time-we-standardize-billing) [COMMUNITY-TOOL] β€” A strategic industry op-ed advocating for the standardization of multi-vendor cloud billing schemas. Highlights the engineering frustrations of parsing divergent APIs and billing models, driving the community push toward the FinOps Open Cost & Usage Specification (FOCUS). +## Finops and Cloud Cost ### AWS Optimization @@ -57,7 +92,7 @@ description: "Curated, AI-ranked Finops resources for the 2026 Cloud Native arch #### Savings Potential - **(2024)** [**techcommunity.microsoft.com: Identify your savings potential in Azure 🌟**](https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potential-in-azure/4131194) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides actionable methods to identify underutilized resources using Azure Advisor. Focuses on right-sizing virtual machines, deleting unassociated disks, and choosing cost-effective storage tiers. -### IaC FinOps +### IaC Finops #### AI Optimization @@ -65,7 +100,7 @@ description: "Curated, AI-ranked Finops resources for the 2026 Cloud Native arch #### AWS CDK Bots - **(2023)** [**cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot**](https://github.com/cremich/cdk-bill-bot) ⭐ 486 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source AWS CDK cost optimization bot named Bill. Scans cloud deployment metadata, analyzes actual usage patterns, and suggests infrastructure optimization options via Slack or Microsoft Teams channels. -### Kubernetes FinOps +### Kubernetes Finops #### AKS Cost Allocation @@ -90,54 +125,19 @@ description: "Curated, AI-ranked Finops resources for the 2026 Cloud Native arch #### Macroeconomics - **(2023)** [infoworld.com: Are we experiencing cloudflation?](https://www.infoworld.com/article/2336761/are-we-experiencing-cloudflation.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Investigates the rise of 'cloudflation' driven by hyper-scalers raising subscription costs and baseline infrastructure fees to match inflation. Evaluates enterprise risk mitigation practices, such as shifting workloads to multi-cloud topologies and renegotiating committed-use discounts. -### SaaS FinOps +### Saas Finops #### License Management - **(2024)** [marketplace.atlassian.com: License Manager - Easily track your software licenses](https://marketplace.atlassian.com/apps/1227641/license-manager-easily-track-your-software-licenses) 🌟🌟 [COMMUNITY-TOOL] β€” Details an Atlassian Jira marketplace add-on designed to track and audit developer licenses. Shows how SaaS spend control can be integrated directly into project management platforms. ### Strategy and Governance -#### FinOps Pitfalls +#### Finops Pitfalls - **(2023)** [**infoworld.com: When finops costs you more in the end**](https://www.infoworld.com/article/2338012/when-finops-costs-you-more-in-the-end.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines cases where FinOps operational overheadβ€”including expensive consulting packages and over-engineered dashboard toolsβ€”surpasses the actual infrastructure cost savings achieved. Advocates for an ROI-driven approach that measures tooling spend against actual cost reduction metrics. -#### FinOps vs Cost Management +#### Finops Vs Cost Management - **(2023)** [**hystax.com: The difference between cloud cost management and FinOps**](https://hystax.com/the-difference-between-cloud-cost-management-and-finops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Delineates the operational boundaries between cloud cost management (siloed, reactive cost-cutting steps) and the FinOps lifecycle (collaborative, business-value mapping). The analysis shows that while cost management tools act as execution platforms, FinOps creates a cultural, cross-functional engineering framework. -## Financial Operations - -### FinOps - -#### Best Practices - - - **(2022)** [padok.fr: FinOps, or the Culture of Cloud Cost Optimization](https://www.theodo.com/en-fr/blog/what-is-finops-and-what-are-its-best-practices) [COMMUNITY-TOOL] β€” An educational article explaining the cultural and operational shifts of FinOps. Outlines key engineering methodologies like rightsizing, continuous monitoring, auto-scaling, and utilizing spot instances within Kubernetes to drive efficient unit economics. - - **(2021)** [thenewstack.io: 4 Reasons Your Cloud Operations Need a FinOps Team](https://thenewstack.io/4-reasons-your-cloud-operations-need-a-finops-team) [COMMUNITY-TOOL] β€” Highlights four critical drivers for establishing a structured FinOps team inside scaling enterprises. Discusses the pitfalls of decentralized cloud spending, the benefits of shared cost responsibility, real-time optimization tooling, and accurate unit economics estimation. - - **(2021)** [thenewstack.io: Cloud Cost Management for DevOps](https://thenewstack.io/cloud-cost-management-for-devops) [COMMUNITY-TOOL] β€” Focuses on practical actions DevOps engineers can implement to control runaway cloud infrastructure budgets. Key solutions analyzed include automated cluster rightsizing, native autoscaling features, orphan volume deletion, and enforcing namespace resource quotas. - - **(2021)** [thenewstack.io: Tricks for Cloud Cost Optimization | Pavan Belagatti](https://thenewstack.io/tricks-for-cloud-cost-optimization) [COMMUNITY-TOOL] β€” Discusses key tactical tricks for managing cloud infrastructure billing. Focuses on the implementation of modern open-source Kubernetes cost observability tools (such as Kubecost) alongside active container rightsizing strategies to optimize compute expenditures. -#### Case Studies - - - **(2019)** [slideshare: FinOps: A Culture Transformation to Bring DevOps, Finance and the Business Together - AWS Summit Sydney](https://www.slideshare.net/AmazonWebServices/finops-a-culture-transformation-to-bring-devops-finance-and-the-business-together-sponsored-by-cloudability-aws-summit-sydney) [COMMUNITY-TOOL] β€” An AWS Summit presentation deck covering the organizational transformation required to implement FinOps. Contrasts traditional capital expenditure models with modern cloud operational expenses, emphasizing the cultural integration of finance and engineering departments. -#### Frameworks - - - **(2026)** [FinOps Foundation: FinOps.org](https://www.finops.org) [COMMUNITY-TOOL] β€” The official home of the Linux Foundation's FinOps Foundation. It codifies the industry-standard FinOps framework, providing best practices, training, and open standards (such as FOCUS - FinOps Open Cost & Usage Specification) to align engineering, finance, and business teams on cloud cost optimization. - - **(2020)** [devops.com: FinOps Foundation to Help Rein in Cloud Costs](https://devops.com/finops-foundation-to-help-rein-in-cloud-costs) [COMMUNITY-TOOL] β€” An article reporting on the formal creation of the FinOps Foundation under the Linux Foundation. Highlights the growing enterprise necessity of managing multi-cloud spend and establishing standardized definitions for cloud financial operations. -#### Kubernetes Costs - - - **(2022)** [loft.sh: The Cost of Managed Kubernetes - A Comparison 🌟](https://www.vcluster.com/blog/the-cost-of-managed-kubernetes-a-comparison) [COMMUNITY-TOOL] β€” A comprehensive cost analysis comparing managed Kubernetes offerings from major cloud providers (EKS, GKE, AKS). The post introduces multi-tenancy and virtual cluster technologies (vcluster) as key architectural methods to significantly reduce management control plane fees and idle node costs. -#### Market Landscapes - - - **(2021)** [zdnet.com: As cloud costs spiral upward, enterprises turn to a thing called FinOps](https://www.zdnet.com/article/as-cloud-costs-spiral-upward-enterprises-turn-to-a-thing-called-finops) [COMMUNITY-TOOL] β€” Explores the rapid rise of enterprise FinOps practices in response to exploding, unpredicted cloud bills. Details real-world corporate challenges of moving from on-premises fixed budgets to dynamic cloud operational spending models. -#### Methodologies - - - **(2021)** [aws.amazon.com: Introducing FinOpsβ€”Excuse Me, DevSecFinBizOps](https://aws.amazon.com/es/blogs/enterprise-strategy/introducing-finops-excuse-me-devsecfinbizops) [COMMUNITY-TOOL] β€” An AWS enterprise strategy blog post introducing the concept of DevSecFinBizOps. Suggests integrating cloud financial management and budgeting constraints directly into the DevOps software delivery cycle, shifting financial responsibility left to engineering teams. -#### Metrics - - - **(2022)** [cloud.google.com: 5 key metrics to measure Cloud FinOps impact in your organization in 2022 and beyond](https://cloud.google.com/blog/topics/cloud-first/key-metrics-to-measure-impact-of-cloud-finops) [COMMUNITY-TOOL] β€” A Google Cloud guide identifying five fundamental metrics for tracking FinOps success, such as cloud unit cost optimization, percentage of resource utilization, cost allocation accuracy, percentage of waste eliminated, and forecast-to-actual variance. -#### Roles and Responsibilities - - - **(2021)** [infoq.com: Why Every DevOps Team Needs A FinOps Lead](https://www.infoq.com/articles/every-devops-team-needs-finops-lead) [COMMUNITY-TOOL] β€” This article explores why a dedicated cloud financial engineering role is becoming vital in DevOps teams. Discusses strategies for managing automated cloud resource allocations, analyzing Kubernetes cost allocation metrics (Kubecost), and tracking variable pricing structures. -#### Standards - - - **(2023)** [venturebeat.com: Cloud costs are unmanageable: It’s time we standardize billing](https://venturebeat.com/datadecisionmakers/cloud-costs-are-unmanageable-its-time-we-standardize-billing) [COMMUNITY-TOOL] β€” A strategic industry op-ed advocating for the standardization of multi-vendor cloud billing schemas. Highlights the engineering frustrations of parsing divergent APIs and billing models, driving the community push toward the FinOps Open Cost & Usage Specification (FOCUS). ## Fintech ### Cryptocurrency @@ -147,7 +147,7 @@ description: "Curated, AI-ranked Finops resources for the 2026 Cloud Native arch - **(2026)** [Tether (USDt)](https://tether.to) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The main portal for the Tether (USDt) stablecoin, mapping out collateral verifications, multi-blockchain compatibility layers, and institutional fiat liquidity standards. Important for distributed ledger payments and micro-payment applications. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Newsfeeds](./newsfeeds.md) | [Recruitment](./recruitment.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/flux.md b/v2-docs/flux.md index f5683e70..645fe060 100644 --- a/v2-docs/flux.md +++ b/v2-docs/flux.md @@ -20,9 +20,9 @@ description: "Top Flux resources for 2026, AI-ranked: github: Flux Version 2, gi - [dzone.com: GitOps: Flux vs Argo CD 🌟](https://dzone.com/articles/gitops-flux-vs-argo-cd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: GitOps: Flux vs Argo CD 🌟 in the Kubernetes Tools ecosystem. ## Deployment and Orchestration -### GitOps +### Gitops -#### ArgoCD and Flux +#### Argocd and Flux - **(2023)** [flux-subsystem-argo.github.io: GitOps Terraform Resources with Argo CD and Flux Subsystem for Argo](https://flux-subsystem-argo.github.io/website/tutorials/terraform) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Examines the integration of Flux's specialized controller capabilities with Argo CD's visual application management via the Flux Subsystem for Argo (FSA). Highlights the declarative orchestration of Terraform/OpenTofu resources. Live Grounding notes that while hybrid Argo-Flux architectures exist, most modern 2026 enterprise teams prefer consolidated control planes (e.g., pure Crossplane or pure Tofu-Controller) to limit orchestration overhead. #### Cluster Provisioning @@ -40,11 +40,11 @@ description: "Top Flux resources for 2026, AI-ranked: github: Flux Version 2, gi #### Helm and Flux - **(2021)** [**gist.github.com: GitOps for Helm Users 🌟**](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive developer-focused outline addressing the conceptual transition from manual Helm installations to fully automated Helm Controller reconciliations in Flux. Live Grounding emphasizes that treating Helm charts as declarative artifacts rather than CLI actions represents the core shift to reliable, self-healing application lifecycles inside modern Kubernetes clusters. -## Infrastructure as Code +## Infrastructure As Code -### OpenTofu +### Opentofu -#### GitOps (1) +#### Gitops (1) - **(2024)** [==github.com/flux-iac/tofu-controller==](https://github.com/flux-iac/tofu-controller) ⭐ 1653 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The successor to the TF-controller, this project provides a Kubernetes custom controller designed to reconcile OpenTofu and Terraform resources natively using GitOps principles. Live Grounding indicates that in 2026, the Tofu-Controller is highly valued across enterprise systems, allowing teams to seamlessly declare infrastructure dependencies directly in Git alongside their Kubernetes applications. ### Pulumi @@ -54,7 +54,7 @@ description: "Top Flux resources for 2026, AI-ranked: github: Flux Version 2, gi - **(2022)** [dirien/pulumi-civo-flux-bucket](https://github.com/dirien/pulumi-civo-flux-bucket) [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Provides a practical blueprint for bootstrapping a Civo Kubernetes cluster utilizing Pulumi for resource provision and establishing Flux GitOps configuration using Object Storage (S3-compatible buckets) as the source of truth. Live Grounding reveals that utilizing object storage instead of git repositories offers lower latency and bypassing Git API rate limits, serving as a highly specialized but viable alternative in modern multi-cloud pipelines. ### Terraform -#### GitOps (2) +#### Gitops (2) - **(2022)** [**fluxcd.io: How to GitOps Your Terraform**](https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Introduces declarative lifecycle management of Terraform-provisioned infrastructure resources using Kubernetes custom controllers. Highlights how reconciling Terraform state within the control plane eliminates state drift. Live Grounding reveals that this controller-driven paradigm has matured, bridging the gap between application-level GitOps and platform-level infrastructure provisioning. ## Networking and Security @@ -66,7 +66,7 @@ description: "Top Flux resources for 2026, AI-ranked: github: Flux Version 2, gi - **(2022)** [**solo.io: The 3 best ways to use Flux and Flagger for GitOps with your Envoy Proxy API gateways**](https://www.solo.io/blog/the-3-best-ways-to-use-flux-and-flagger-for-gitops-with-your-envoy-proxy-api-gateways) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines integration patterns for orchestrating progressive delivery at the ingress boundary using Flux, Flagger, and Envoy-based gateways. Evaluates traffic-shifting methodologies including canary deployments, A/B testing, and blue-green releases. Live Grounding confirms Envoy-based ingress traffic shaping remains the de facto method for automated canary analysis in cloud-native topologies. ## Platform Engineering -### GitOps and Deployment +### Gitops and Deployment #### Flux Ecosystem @@ -81,14 +81,14 @@ description: "Top Flux resources for 2026, AI-ranked: github: Flux Version 2, gi - **(2020)** [alicegg.tech: Managing a Kubernetes cluster with Helm and FluxCD](https://alicegg.tech/2020/11/09/helm) [NONE CONTENT] [COMMUNITY-TOOL] β€” Detailed architectural analysis of managing Helm releases within Flux GitOps pipelines. Explores automated release upgrades, HelmRepository declarations, and rollback mechanisms. ## Storage and Databases -### Cloud-Native Storage +### Cloud-native Storage -#### Stateful GitOps +#### Stateful Gitops - **(2022)** [thenewstack.io: Deploy Stateful Workloads on Kubernetes with Ondat and FluxCD](https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fluxcd) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores deploying resilient, stateful microservices using Ondat (formerly StorageOS) as a persistent software-defined storage layer combined with Flux for deployment state synchronization. Live Grounding notes that while Ondat offered advanced CSI-driven capabilities, consolidation in the cloud-native storage sector has shifted focus toward alternatives like Longhorn, Rook/Ceph, or cloud-managed block storage. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Argo](./argo.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/freelancing.md b/v2-docs/freelancing.md index ede01fe5..7d120919 100644 --- a/v2-docs/freelancing.md +++ b/v2-docs/freelancing.md @@ -39,7 +39,7 @@ description: "Top Freelancing resources for 2026, AI-ranked: freelancer, crossov #### Market Overview - **(2022)** [cincodias.elpais.com: El teletrabajo impulsa la oferta de β€˜freelance’](https://cincodias.elpais.com/cincodias/2022/02/08/fortunas/1644336556_587972.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” A business news report outlining how the global shift to remote work has accelerated the demand for independent, highly specialized technical contractors. Focuses on the transition from localized physical staffing to borderless talent pools. -#### On-Demand Mentoring +#### On-demand Mentoring - **(2024)** [codementor](https://www.codementor.io) [N/A CONTENT] [COMMUNITY-TOOL] β€” A global on-demand peer-to-peer mentoring platform for software engineers. It facilitates live 1-on-1 code reviews, architectural debugging sessions, and technical freelancing options by connecting developers with seasoned experts in real time. #### Remote Contracting @@ -68,7 +68,7 @@ description: "Top Freelancing resources for 2026, AI-ranked: freelancer, crossov ### Contractor Operations -#### SaaS Administration +#### Saas Administration - **(2026)** [hellobonsai](https://www.hellobonsai.com) [COMMUNITY-TOOL] β€” An all-in-one suite of business tools designed to manage freelance operations including invoicing, contracting, proposals, and accounting. It drastically reduces administrative overhead for independent consultants. Live grounding emphasizes its status as an essential utility for modern solopreneurs. ### Legal Compliance @@ -87,7 +87,7 @@ description: "Top Freelancing resources for 2026, AI-ranked: freelancer, crossov - **(2026)** [paystream.co.uk: What is an umbrella company?](https://www.paystream.co.uk/helphub/umbrella/getting-started/what-is-an-umbrella-company) [COMMUNITY-TOOL] [GUIDE] β€” An essential guide clarifying the regulatory framework of UK Umbrella Companies under IR35 tax legislation. It explains employer payroll obligations, PAYE calculations, and tax-efficient strategies. Live grounding confirms its vital role as an educational reference for engineers operating in the UK contract market. ### Talent Platforms -#### AI-Backed Sourcing +#### Ai-backed Sourcing - **(2026)** [turing](https://turing.com) [COMMUNITY-TOOL] β€” An AI-powered talent acquisition engine that sources, screens, and manages remote developers globally. Its deep vetting pipeline covers systems architecture, algorithmic efficiency, and soft skills. Live grounding reveals significant market expansion in matching engineers with generative AI training workloads. #### Bespoke Engineering Teams @@ -111,7 +111,7 @@ description: "Top Freelancing resources for 2026, AI-ranked: freelancer, crossov #### Nearshore Outsourcing - **(2026)** [BairesDev](https://www.bairesdev.com/join-us) [COMMUNITY-TOOL] β€” One of the largest nearshore software development outsourcing firms in Latin America. It leverages massive talent pools to build highly specialized, time-zone-aligned agile engineering teams. Live grounding shows significant expansion in supplying nearshore engineers for high-complexity AI initiatives. -#### On-Demand Delivery +#### On-demand Delivery - **(2026)** [speedlancer](https://speedlancer.com) [COMMUNITY-TOOL] β€” An on-demand freelance marketplace designed to deliver highly segmented tasks with rapid turnaround times. Its architecture splits complex projects into discrete, concurrent deliverables. Live grounding demonstrates its niche in fast-turnaround creative and technical operations. #### Staff Augmentation @@ -122,7 +122,7 @@ description: "Top Freelancing resources for 2026, AI-ranked: freelancer, crossov - **(2026)** [soshace](https://soshace.com) [COMMUNITY-TOOL] β€” A curated remote work platform targeting web developers, specifically focusing on React, Angular, and Node.js engineers. It offers transparent vetting and direct client-to-developer contracts. Live grounding emphasizes its utility for medium-sized businesses seeking rapid frontend scaling. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/git.md b/v2-docs/git.md index a970309a..2fddf1f4 100644 --- a/v2-docs/git.md +++ b/v2-docs/git.md @@ -14,14 +14,14 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - [Auto-merge between release branches](https://gitlab.com/gitlab-org/gitlab/-/issues/2785) [COMMUNITY-TOOL] - [Provide merge bot functionality](https://gitlab.com/gitlab-org/gitlab/-/issues/14595) [COMMUNITY-TOOL] -## CICD Pipeline +## CICD ### Automation Tools #### Ansible Orchestration - **(2021)** [laravel-news.com: Deploy your PHP Codebase with Ansible and GitHub Actions](https://laravel-news.com/deploy-your-php-app-with-ansible-and-github-actions) [YAML CONTENT] [COMMUNITY-TOOL] β€” Demonstrates the integration of Ansible configuration playbooks within GitHub Actions pipelines. Explores automated key management, target server state validation, and secure deployment procedures for PHP and Laravel applications. -### GitHub Actions +### Github Actions #### Automation Fundamentals @@ -58,13 +58,14 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Continuous Deployment - **(2021)** [vimeo.com: How to Create a CI/CD Pipeline with GitHub Actions and K8s Like a Boss](https://vimeo.com/552276182) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An integrations-focused tutorial detailing end-to-end continuous deployment workflows. Integrates GitHub Actions with target Kubernetes (K8s) clusters using secure container registries and dynamic manifest deployments. -#### Self-Hosted Infrastructure +#### Self-hosted Infrastructure - **(2021)** [github.blog: GitHub Actions: Ephemeral self-hosted runners & new webhooks for auto-scaling](https://github.blog/changelog/2021-09-20-github-actions-ephemeral-self-hosted-runners-new-webhooks-for-auto-scaling) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Introduces ephemeral self-hosted runner modes and targeted autoscaling webhooks. Allows security engineers to provision one-time use, isolated container runtimes, neutralizing cross-job state corruption risk and persistence vulnerabilities. ### Security and Compliance #### Access Control + - **(2024)** [mattias.engineer: Azure Federated Identity Credentials for GitHub](https://mattias.engineer/blog/2024/azure-federated-credentials-github) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains how to implement OIDC (OpenID Connect) federated identity credentials between GitHub Actions and Microsoft Azure. Eliminates the critical security risk of long-lived corporate service principal credentials by relying on cryptographically short-lived runtime tokens. - **(2021)** [github.blog: GitHub Actions: Control permissions for GITHUB_TOKEN 🌟](https://github.blog/changelog/2021-04-20-github-actions-control-permissions-for-github_token) [YAML CONTENT] [COMMUNITY-TOOL] β€” Exposes crucial YAML syntax controls for configuring granular scopes on standard `GITHUB_TOKEN` values. Restricts security threat profiles by allowing administrators to configure strict read/write variables on repository sub-objects. #### Open Source Workflows @@ -88,24 +89,24 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2021)** [github.blog: How we use GitHub Actions to manage GitHub Docs](https://github.blog/engineering/use-github-actions-manage-docs) [JAVASCRIPT CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Architectural case study explaining how GitHub leverages parallelized workflows to deploy its documentation engine. Covers markdown linting, internal link verification, localization checks, and blue-green web server updates. ## Cloud Infrastructure -### Cloud-Native IDEs +### Cloud-native Ides #### Developer Environments - **(2023)** [GitHub Codespaces](https://github.com/features/codespaces) [COMMUNITY-TOOL] β€” GitHub Codespaces delivers cloud-hosted, highly configurable development environments running directly inside Visual Studio Code or browser instances. By leveraging declarative configuration (devcontainer.json), platform teams can eliminate the standard 'works on my machine' problem and onboard developers in seconds. It represents a paradigm shift in software engineering productivity, replacing heavy local setups with scalable, secure cloud-native workstations. -### Infrastructure as Code +### Infrastructure As Code #### Terraform Modules - **(2023)** [registry.terraform.io/modules/markti/github-runner](https://registry.terraform.io/modules/markti/github-runner/azurerm) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An infrastructure-as-code (IaC) Terraform module tailored for automating self-hosted GitHub Actions runners in Microsoft Azure. Employs Virtual Machine Scale Sets (VMSS) alongside ephemeral instances to secure and scale cluster execution tasks. Essential for enterprise workloads demanding isolated network pathways. ## Cloud Native -### GitOps +### Gitops -#### GitLab Kubernetes Agent +#### Gitlab Kubernetes Agent - **(2022)** [about.gitlab.com: A new era of Kubernetes integrations on GitLab.com](https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Introduces the GitLab Agent for Kubernetes, enabling pull-based GitOps deployment workflows. This architecture shifts away from traditional push-based CI models, offering enhanced security and continuous state reconciliation. -#### GitLab Operator +#### Gitlab Operator - **(2022)** [about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)](https://about.gitlab.com/blog/gko-on-ocp) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An operational installation guide for deploying the GitLab Kubernetes Operator on Red Hat OpenShift. Discusses Ingress controllers, Security Context Constraints (SCC), and persistent storage volumes. ## Cloud Native Operations @@ -121,7 +122,7 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Stack Overflow -##### GitLab +##### Gitlab - **(2021)** [stackoverflow.blog: GitLab launches Collective on Stack Overflow](https://stackoverflow.blog/2021/09/22/gitlab-launches-collective-on-stack-overflow) [NONE CONTENT] [COMMUNITY-TOOL] β€” Announcement highlighting the launch of the GitLab Collective on Stack Overflow, establishing a curated ecosystem of verified Q&As, knowledge-sharing, and technical interaction for modern DevSecOps practices. ## DevOps @@ -130,10 +131,10 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Git Tools -##### git-xargs +##### Git-xargs - **(2021)** [blog.gruntwork.io: Introducing git-xargs: an open source tool to update multiple GitHub repos](https://www.gruntwork.io/blog/introducing-git-xargs-an-open-source-tool-to-update-multiple-github-repos) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Gruntwork's introduction to git-xargs, a Go-based open-source CLI utility designed to execute shell commands, inject files, and generate programmatic pull requests across multi-repository fleets. -### CICD Platforms +### CICD (1) #### Branch Protection @@ -142,10 +143,16 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Dotnet Workflows - **(2022)** [devblogs.microsoft.com: .NET πŸ’œ GitHub Actions](https://devblogs.microsoft.com/dotnet/dotnet-loves-github-actions) [COMMUNITY-TOOL] β€” Explores the deeply integrated continuous delivery paths between the .NET ecosystem and GitHub Actions. Details official templates designed to compile, containerize, and deploy complex modern .NET microservices. Focuses on security key storage configurations and pipeline telemetry visualization. +#### Flutter Automation + + - **(2022)** [blog.gskinner.com: Flutter: Easily add CI testing with GitHub Actions](https://blog.gskinner.com/archives/2022/01/flutter-easily-add-ci-testing-with-github-actions.html) [COMMUNITY-TOOL] β€” A technical implementation blueprint for integrating Flutter automated testing pipelines within GitHub Actions. Outlines configuration paradigms for environment caching, automated test suite execution, and artifact compilation. Significantly minimizes manual pre-flight validation overhead for cross-platform workflows. +#### Platform Workflows + + - **(2022)** [infoq.com: How GitHub Does DevOps for its iOS and Android Apps](https://www.infoq.com/news/2022/01/GitHub-devops-mobile-apps) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyses GitHub's internal orchestration patterns for native iOS and Android continuous integration pipelines. Highlights optimization patterns for automated builds, secure code signing, and binary release strategies utilizing native GitHub Actions runner farms. Relies on internal platform telemetry to structure high-performance mobile deployments. #### Workflow Dispatch - **(2021)** [build5nines.com: Configuring Manual Triggers in GitHub Actions with `workflow_dispatch`](https://build5nines.com/configuring-manual-triggers-in-github-actions-with-workflow_dispatch) [COMMUNITY-TOOL] β€” A granular guide to declaring human-in-the-loop manual overrides in GitHub Actions using the `workflow_dispatch` event trigger. Discusses configuration of strict typing parameters and dynamic input options in the YAML configuration matrix. Assists in restricting dangerous execution actions in production environments. -### ChatOps +### Chatops #### AI Assistants @@ -155,30 +162,28 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2021)** [BitBucket Bot for Microsoft Teams](https://techcommunity.microsoft.com/blog/microsoftteamsblog/new-bitbucket-bot-for-microsoft-teams/218212) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official Microsoft Teams integration for Bitbucket Server and Cloud. Relays rich contextual alerts regarding repository updates, commit feedback, and pull requests directly to team channels to collapse developer communication latency. ### Container Orchestration -#### CICD Libraries +#### CICD (2) - **(2023)** [github.com: RedHat Actions 🌟](https://github.com/redhat-actions) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The main organizational hub housing Red Hat's official actions for OpenShift deployment. These components standardize cluster authentication, CLI installation, and container orchestration tasks directly in pipeline code. Acts as the primary bridge for enterprise Kubernetes pipeline operations. -#### CICD Pipelines - - **(2021)** [openshift.com: Deploying to OpenShift using GitHub Actions](https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A step-by-step technical blueprint showing the integration of OpenShift API endpoints within automated GitHub pipelines. Highlights OAuth-based login processes, image registry configuration, and seamless rolling updates. Essential for maintaining secure hybrid-cloud application states. #### Red Hat Integration - **(2020)** [redhat.com: Red Hat and GitHub Collaborate to Expand the Developer Experience on Red Hat OpenShift with GitHub Actions 🌟](https://www.redhat.com/en/about/press-releases/red-hat-and-github-collaborate-expand-developer-experience-red-hat-openshift-github-actions) [COMMUNITY-TOOL] β€” Announces the strategic engineering collaboration between Red Hat and GitHub to bring native OpenShift deployment controls to GitHub Actions. Bridges enterprise Kubernetes platforms and developer workflows by standardizing on Red Hat's native actions suite. -#### Self-Hosted Runners +#### Self-hosted Runners - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) [DOCKERFILE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Holds Red Hat's containerized self-hosted GitHub Actions runner configurations optimized for execution on OpenShift clusters. Offers secure scaling patterns that allow pipelines to process resource-intensive compilation and container builds natively within the cluster fabric. ### Continuous Delivery -#### ChatOps (1) +#### Chatops (1) - **(2022)** [Rultor](https://www.rultor.com) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A unique ChatOps merge agent that handles branch integration and deployments entirely via comments inside GitHub issue trackers. Employs isolated Docker containers to guarantee repeatable, hermetic build environments during continuous delivery. - **(2014)** [Rultor, a Merging Bot](https://www.yegor256.com/2014/07/24/rultor-automated-merging.html) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A philosophical and architectural essay framing the necessity of automated merging bots. Argues that manual merging introduces critical continuous integration vulnerabilities and details how systems like Rultor resolve this operational anti-pattern. -#### GitLab (1) +#### Gitlab (1) -##### OpenShift Operator +##### Openshift Operator - **(2021)** [containerjournal.com: GitLab Brings Kubernetes Operator to Red Hat OpenShift](https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The GitLab Kubernetes Operator on Red Hat OpenShift automates the lifecycle management of self-hosted GitLab instances. By leveraging the Operator SDK, it provides native integration with OpenShift security contexts, automated upgrades, and scale-out capabilities for enterprise-grade GitOps engines. -#### GitOps (1) +#### Gitops (1) - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) ⭐ 40 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A dynamic automation component within the Jenkins-X ecosystem. It monitors downstream project dependencies and automatically creates, updates, and merges pull requests across microservices' configuration and manifest repositories. ### Continuous Deployment (1) @@ -192,12 +197,12 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Bitbucket Pipelines - **(2019)** [Configure bitbucket-pipelines.yml to automatically merge feature branch to master?](https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222) [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A community-focused guide outlining configuration recipes for automerging feature branches into staging or master using `bitbucket-pipelines.yml`. Uses shell scripts and pipeline runners to securely push merge commits back to the remote repository. -#### GitHub Actions (1) +#### Github Actions (1) ##### Secrets Management - **(2021)** [adamtheautomator.com: How to Manage GitHub Actions Environment Variables and Secrets](https://adamtheautomator.com/github-actions-environment-variables) [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Walkthrough tracing steps to declare environment variables, configure repository variables, and securely reference encrypted secrets inside continuous workflow files. -#### GitLab CI +#### Gitlab CI ##### Education @@ -217,10 +222,10 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2019)** [PlasticSCM MergeBot Jenkins Plugin](https://plugins.jenkins.io/plasticscm-mergebot) [JAVA CONTENT] 🌟 [LEGACY] β€” A legacy Jenkins integration plugin designed to connect Plastic SCM's native MergeBot engine with continuous integration pipelines. It monitors merge requests and automates verification runs before checking changes back into the trunk. #### Test Automation -##### GitLab CI (1) +##### Gitlab CI (1) - **(2022)** [testmo.com: GitLab CI/CD Test Automation Pipeline & Reporting](https://www.testmo.com/guides/gitlab-ci-test-automation) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Integration guide outlining how to embed automated test execution and real-time test execution reporting within GitLab CI/CD pipelines. This pattern ensures high-fidelity test telemetry and immediate failure alerts inside the merge request interface. -### DevSecOps +### Devsecops #### Supply Chain Security @@ -235,21 +240,13 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2024)** [twitter.com/azuredevops](https://x.com/azuredevops) [COMMUNITY-TOOL] β€” Official communication stream detailing updates and security patches for Azure DevOps platforms. Serves as a useful secondary source for tracking telemetry optimizations and service level agreements (SLAs) directly from engineering teams. - **(2018)** [Microsoft Visual Studio Team Services (VSTS)](https://www.dotnetcurry.com/visualstudio/1322/what-is-visual-studio-team-system-vsts) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details the architectural features of Microsoft's Visual Studio Team Services (VSTS) before its transition to Azure DevOps. Focuses on classical application lifecycle management (ALM) mechanisms and pipeline integration schemas. - **(2018)** [Microsoft Visual Studio Team Services (VSTS) Tutorial: The Cloud ALM Platform](https://www.softwaretestinghelp.com/microsoft-vsts-tutorial-1) [LEGACY] β€” A fundamental tutorial documenting task management and build execution models inside legacy VSTS configurations. Serves as a migration reference for enterprise architects aiming to port legacy environments to modern Azure DevOps structures. -### GitOps (2) +### Gitops (2) -#### Reliability-as-Code +#### Reliability-as-code -##### GitHub Actions (2) +##### Github Actions (2) - **(2021)** [github.blog: Extending GitOps to reliability-as-code with GitHub and StackPulse](https://github.blog/enterprise-software/devops/extending-gitops-to-reliability-as-code-with-github-and-stackpulse) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analysis detailing how teams integrate StackPulse runbooks and GitHub Actions definitions to orchestrate continuous resilience, extending classic declarative GitOps practices to automated incident response. -### Mobile CICD - -#### Flutter Automation - - - **(2022)** [blog.gskinner.com: Flutter: Easily add CI testing with GitHub Actions](https://blog.gskinner.com/archives/2022/01/flutter-easily-add-ci-testing-with-github-actions.html) [COMMUNITY-TOOL] β€” A technical implementation blueprint for integrating Flutter automated testing pipelines within GitHub Actions. Outlines configuration paradigms for environment caching, automated test suite execution, and artifact compilation. Significantly minimizes manual pre-flight validation overhead for cross-platform workflows. -#### Platform Workflows - - - **(2022)** [infoq.com: How GitHub Does DevOps for its iOS and Android Apps](https://www.infoq.com/news/2022/01/GitHub-devops-mobile-apps) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyses GitHub's internal orchestration patterns for native iOS and Android continuous integration pipelines. Highlights optimization patterns for automated builds, secure code signing, and binary release strategies utilizing native GitHub Actions runner farms. Relies on internal platform telemetry to structure high-performance mobile deployments. ### Version Control #### Desktop Git Clients @@ -306,7 +303,7 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Scalable SCM Systems - **(2022)** [sapling-scm.com](https://sapling-scm.com/docs/introduction) [C++ CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Sapling is Meta’s Git-compatible source control management system engineered specifically for massive monolithic repositories. Integrates client-side logic with deep server-side virtual file optimizations to provide rapid execution on filesystems with millions of files. -#### Self-Hosted Git +#### Self-hosted Git - **(2024)** [Gitea](https://about.gitea.com) [GO CONTENT] [COMMUNITY-TOOL] β€” A highly performant, lightweight self-hosted Git platform written in Go. Ideal for low-resource environments, local test clusters, or edge deployments where running complex server infrastructures like GitLab is impossible. ## Developer Platform @@ -327,7 +324,7 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2018)** [github.com: Branch Cleanup Action 🌟](https://github.com/jessfraz/branch-cleanup-action) ⭐ 422 [GO CONTENT] 🌟🌟 [LEGACY] β€” An automated GitHub Action designed to delete merged branches. Classified as legacy under MVQ protocols due to years of inactivity, since native GitHub repositories now support automatic head branch deletion. ### Collaboration Tools -#### CICD Governance +#### CICD (3) - **(2021)** [dev.to/opensauced: How to Create a Good Pull Request Template (and Why You Should Add Gifs)](https://dev.to/opensauced/how-to-create-a-good-pull-request-template-and-why-you-should-add-gifs-4i0l) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Provides blueprint strategies for designing high-yield pull request templates. Explains how structuring issue link references, visual UI regression context (like screenshots/GIFs), and self-review checklists enforces repository code standards. #### Open Source Workflows (1) @@ -366,9 +363,9 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a ### API Design -#### GitHub API +#### Github API -##### OpenAPI Spec +##### Openapi Spec - **(2020)** [Introducing GitHub’s OpenAPI Description](https://github.blog/news-insights/product-news/introducing-githubs-openapi-description) [JSON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Announcement detailing the generation and open-sourcing of comprehensive OpenAPI (Swagger) specifications for GitHub's REST API, enabling automated SDK generation and typed API integration. - **(2020)** [GitHub's OpenAPI Spec Open-Sourced in Beta](https://www.infoq.com/news/2020/08/GitHub-open-api-spec) [YAML CONTENT] [COMMUNITY-TOOL] β€” Industry report analyzing the initial beta release of GitHub's OpenAPI specification, detailing how standard compliance lowers friction for automated security audits and API interactions. @@ -377,45 +374,48 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2020)** [github.blog: Learn about ghapi, a new third-party Python client for the GitHub API](https://github.blog/developer-skills/programming-languages-and-frameworks/learn-about-ghapi-a-new-third-party-python-client-for-the-github-api) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Developer profile of ghapi, an open-source, lightweight Python client targeting the GitHub REST API. Dynamically updates with GitHub's OpenAPI specs to guarantee parity. ### CLI Utilities -#### GitHub CLI +#### Github CLI ##### Extensions - **(2021)** [github.blog: GitHub CLI 2.0 includes extensions!](https://github.blog/news-insights/product-news/github-cli-2-0-includes-extensions) [GO CONTENT] [COMMUNITY-TOOL] β€” Product release overview for GitHub CLI v2.0, describing the integration of customizable extension engines. Empowers DevOps platform teams to author, deploy, and execute bespoke commands natively via gh. - **(2020)** [GitHub CLI](https://cli.github.com) [GO CONTENT] [COMMUNITY-TOOL] β€” Official command-line utility (gh) designed to orchestrate GitHub platform resources directly from local terminal shells. Enables developers to query, create, and manage PRs, repository assets, workflows, and issue trackers. -#### hub CLI +#### Hub CLI ##### Legacy Tools - **(2021)** [==github/hub 🌟==](https://github.com/mislav/hub) ⭐ 22954 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight highlights 'hub' as the classic command-line utility wrapping Git to simplify GitHub-specific tasks. Live Grounding verifies that the repository is officially archived by GitHub in favor of the newer 'gh' CLI. ### Cloud Workstations -#### GitHub Codespaces +#### Github Codespaces ##### Performance - **(2022)** [infoq.com: GitHub Codespaces Can Now Be Templated to Improve Performance](https://www.infoq.com/news/2022/02/github-codespaces-templates) [NONE CONTENT] [COMMUNITY-TOOL] β€” Highly detailed architectural update explaining the utilization of pre-built templates inside GitHub Codespaces. By pre-building workspace snapshots, teams bypass complex dependencies and image extraction phases during startup. -#### GitHub dev +#### Github Dev - **(2021)** [dev.to: 10 Fun Things You Can Do With GitHub.dev 😎](https://dev.to/lostintangent/10-awesome-things-you-can-do-with-github-dev-5fm7) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Hands-on exploration outlining the capabilities of using github.dev, a quick browser-based VS Code environment loaded instantly by hitting the '.' key on any repository interface. ### Documentation (1) -#### GitHub Docs Architecture +#### Github Docs Architecture - **(2020)** [github.blog: How we launched docs.github.com](https://github.blog/engineering/how-we-launched-docs-github-com) [JAVASCRIPT CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” Deep technical architectural overview tracing the migration of GitHub's official documentation pipeline to a modernized, dynamic platform built atop Node.js, Markdown pipelines, and rapid CDN delivery. +#### Github Wiki + + - **(2022)** [What is a GitHub Wiki and How Do You Use it?](https://www.freecodecamp.org/news/what-is-github-wiki-and-how-do-you-use-it) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Detailed guide on utilizing GitHub Wikis for repository documentation. It describes markdown editing, sidebar customization, and managing wiki repositories locally as standard Git remotes. ### Education (1) -#### GitHub Education +#### Github Education - **(2026)** [**education.github.com**](https://github.com/education) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive educational portal serving industry-grade developer setups, cloud environments, and pipeline environments directly to students, teachers, and university networks. ### Frontend Integrations -#### GitHub Buttons +#### Github Buttons - **(2021)** [buttons.github.io: GitHub Buttons](https://buttons.github.io) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” Simple frontend utility generator that provides clean, interactive, and customizable social buttons (such as Follow, Star, Fork) to integrate easily within product documentation, blogs, or landing pages. ### Git Repositories -#### GitHub +#### Github ##### Advanced Diffing @@ -437,6 +437,9 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a ##### Merging Strategies - **(2021)** [dev.to: Git and GitHub: The Complete Guides - Chapter 6: GitHub Merging](https://dev.to/ifierygod/git-and-github-the-complete-guides-chapter-6-2c74) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive walkthrough analyzing various Git merge models supported natively inside GitHub, tracing structural differences between classic merge commits, squashing, and rebasing. +##### Open Source + + - **(2022)** [GitHub for Beginners: Getting Started with OSS Contributions](https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-oss-contributions) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Practical handbook introducing developers to open-source software (OSS) contribution workflows on GitHub. Explains fork-and-pull-request models, issue triage, branch hygiene, and code review communication norms. ##### Team Collaboration - **(2021)** [dev.to: Learn how to use Git and GitHub in a team like a pro](https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-2dk7) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Focuses on best-practice development operations inside multi-person engineering branches. Describes clean feature-branching architectures, tracking issues, and utilizing labels during production cycles. @@ -447,7 +450,7 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a #### Continuous Delivery (1) -##### GitHub Deployment +##### Github Deployment - **(2021)** [github.blog: Improving how we deploy GitHub](https://github.blog/enterprise-software/devops/improving-how-we-deploy-github) [NONE CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” Structural breakdown detailing internal architectural strategies utilized by GitHub engineers to deploy the global, high-availability web platform safely and with minimized downtime profiles. ##### Reliability @@ -455,7 +458,7 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2021)** [github.blog: Deployment reliability at GitHub](https://github.blog/developer-skills/github/deployment-reliability-at-github) [NONE CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” Architectural dive into safe release pipelines, progressive deployment rings, canary testing environments, and automated rollback triggers developed to maintain GitHub’s enterprise-level reliability. ### Infrastructure Status -#### GitHub Operations +#### Github Operations ##### Uptime Metrics @@ -470,7 +473,7 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2021)** [github.blog: Solving the innersource discovery problem - Discoverability](https://github.blog/enterprise-software/devops/solving-the-innersource-discovery-problem) [NONE CONTENT] [COMMUNITY-TOOL] β€” Insights into mitigating duplicate development projects inside massive enterprises by adopting innersource frameworks. Leverages GitHub tags, topics, and custom platform discoverability catalogs. ### Platform Migration -#### BitBucket to GitHub +#### Bitbucket To Github - **(2021)** [returngis.net: Migrar un repositorio de un BitBucket Server local a GitHub](https://www.returngis.net/2021/11/migrar-un-repositorio-de-un-bitbucket-server-local-a-github) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step practical migration blueprint describing git clone command loops, mirroring repository history, and exporting branch policies from local BitBucket instances to GitHub Cloud. ### Platform Security @@ -486,23 +489,30 @@ description: "Top Git resources for 2026, AI-ranked: pre-commit, Odoo Mergebot a - **(2021)** [dev.to: How to never type passwords when using Git](https://dev.to/github/how-to-never-type-passwords-when-using-git-18bb) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Practical guide highlighting configuration steps for credentials caching, SSH key configuration, and GPG setup to bypass basic user login constraints securely during recurring Git actions. ### Product Strategy -#### GitHub Roadmap +#### Github Roadmap - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) ⭐ 8766 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open-source repository compiling features and timelines across the GitHub product spectrum. Enables platform architects to plan internal upgrades matching upcoming core features. ## Developer Productivity (2) -### CICD +### CICD (4) -#### GitHub Actions (3) +#### Github Actions (3) - **(2025)** [==github.blog: Continuous Delivery with GitHub Actions==](https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions. Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOKEN configurations. -### IDEs +### Ides -#### GitHub Copilot +#### Github Copilot - **(2025)** [==githubnext.com: GitHub Copilot Workspace==](https://githubnext.com/projects/copilot-workspace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents. Assists developers from specification to implementation, verification, and code generation across complex repositories. +## Devsecops and Registry + +### Java Tools + +#### Gradle Reference + + - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times. ## Engineering Education ### Developer Platform (1) @@ -521,7 +531,7 @@ Assists developers from specification to implementation, verification, and code #### AWS -##### GitLab Runner +##### Gitlab Runner - **(2021)** [Deploy and Manage Gitlab Runners on Amazon EC2](https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-ec2) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” This AWS DevOps guide outlines the deployment, scaling, and operational management of self-hosted GitLab Runners on Amazon EC2 instances. It covers autoscaling configurations via AWS Auto Scaling Groups and secure execution boundaries using AWS IAM instance profiles. ### Code Search @@ -546,7 +556,7 @@ Assists developers from specification to implementation, verification, and code ### Agile and Planning -#### GitHub Projects +#### Github Projects - **(2021)** [github.blog: Getting started with project planning on GitHub](https://github.blog/developer-skills/github/getting-started-with-project-planning-on-github) [NONE CONTENT] [COMMUNITY-TOOL] β€” Highlights the unified, spreadsheets-meets-kanban project planning toolset integrated directly inside GitHub's code host. Explores dynamic custom fields, custom board layouts, and high-level progress tracking designed to eliminate external project coordination platforms. ## Security and Compliance (1) @@ -572,7 +582,7 @@ Assists developers from specification to implementation, verification, and code - **(2022)** [github.blog: Dependency graph now supports GitHub Actions](https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions) [YAML CONTENT] [COMMUNITY-TOOL] β€” Introduces dependency graph native tracking for GitHub Actions. Provides deep security oversight by indexing actions, workflows, and third-party task plugins, exposing vulnerabilities, and generating automatic Dependabot alert remedies across pipeline executions. ## Software Engineering (1) -### AI-Assisted Development +### Ai-assisted Development #### AI Testing Tools @@ -608,9 +618,10 @@ Assists developers from specification to implementation, verification, and code - **(2022)** [genbeta.com: Ya hay organizaciones pro-software libre abandonando GitHub por su uso comercial de proyectos open source en Copilot](https://www.genbeta.com/desarrollo/hay-organizaciones-pro-software-libre-abandonando-github-su-uso-comercial-proyectos-open-source-copilot) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Examines the open-source community backlash and subsequent project migrations away from GitHub due to the commercial ingestion of copyleft-licensed codebases for training Copilot. Outlines the ethical and legal complexities of automated code reuse. - **(2022)** [xataka.com: Copilot es una revoluciΓ³n para programadores (pero tambiΓ©n un potencial problema legal para Microsoft)](https://www.xataka.com/robotica-e-ia/copilot-revolucion-para-programadores-tambien-potencial-problema-legal-para-microsoft) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” A detailed legal exploration into copyright violation risks Microsoft accepted when commercializing Copilot. Analyzes how training models on public codebases challenges the fair-use doctrine. Establishes context for enterprise IP protection policies in AI-assisted development. -#### Next-Gen Platforms +#### Next-gen Platforms - **(2023)** [github.blog: GitHub Copilot X: The AI-powered developer experience](https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-developer-experience) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Launches GitHub Copilot X, integrating advanced conversational LLMs directly into pull requests, system terminals, and developer documentation frameworks. Highlights the transition from raw autocomplete tools to full conversational software lifecycle management. + - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Analyzes the technical specifications of Copilot X, including terminal tool integration, automated PR description synthesis, and integrated chat widgets. Examines the performance gains from switching to OpenAI's GPT-4 framework. #### Practical Guide - **(2021)** [towardsdatascience.com: Generating Python Scripts with OpenAi’s Github Copilot](https://towardsdatascience.com/generating-python-scripts-with-openais-github-copilot-da0b3fdd989) [COMMUNITY-TOOL] β€” A hands-on exploration demonstrating code generation strategies for Python scripts using Copilot. Focuses on writing high-quality comments to prompt correct library imports and database operations. Outlines testing methodologies to weed out hallucinations. @@ -618,12 +629,12 @@ Assists developers from specification to implementation, verification, and code - **(2021)** [xataka.com: Para quΓ© programar cuando una mΓ‘quina lo hace (un poco) por ti: asΓ­ es Github Copilot, un sistema que se nutre del prodigioso GPT-3](https://www.xataka.com/robotica-e-ia/programar-cuando-maquina-hace-poco-ti-asi-github-copilot-sistema-que-se-nutre-prodigioso-gpt-3) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” A deep analysis of GitHub Copilot's initial GPT-3 powered capabilities. Explains how neural networks infer developer intent from raw codebase comments and structural definitions. Anticipates major technical transitions from manual coding to template-based prompt engineering. - **(2021)** [thenewstack.io: GitHub Copilot: A Powerful, Controversial Autocomplete for Developers](https://thenewstack.io/github-copilot-a-powerful-controversial-autocomplete-for-developers) [COMMUNITY-TOOL] β€” A critical overview of the productivity opportunities and structural controversies introduced by the early deployment of Copilot. Examines the tension between automated code reuse and copyright licensing schemes. Explores the initial legal definitions of AI-generated content. -### CICD Platforms (1) +### CICD (5) -#### GitLab CI Basics +#### Gitlab CI Basics - **(2022)** [gitlab.com: GitLab’s guide to CI/CD for beginners](https://about.gitlab.com/blog/beginner-guide-ci-cd) [COMMUNITY-TOOL] β€” An introductory educational guide to GitLab CI/CD fundamentals. Outlines basic pipeline stages, executor configuration structures, and standard YAML declarative properties. -#### GitLab CI Optimization +#### Gitlab CI Optimization - **(2023)** [about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips](https://about.gitlab.com/blog/effective-ci-cd-pipelines) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Advanced tuning guide for optimizing GitLab CI/CD workflows. Focuses on implementing Directed Acyclic Graphs (DAG), tuning runner cache policies, and constructing efficient pipeline inheritance layers. ### Collaborative Platforms @@ -632,7 +643,7 @@ Assists developers from specification to implementation, verification, and code - **(2021)** [lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally) [BASH CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A developer-focused tutorial on running GitLab CI tests locally using the GitLab Runner CLI. Outlines setup, debugging practices, and environment configuration steps to speed up pipeline validation without waiting on remote systems. - **(2021)** [pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](https://pythonspeed.com/articles/gitlab-build-docker-image) [BASH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical guide comparing Docker-in-Docker (DinD) and Podman for building container images in GitLab CI. Evaluates speed, safety, system privileges, and alternative rootless compilation methods within Kubernetes runners. -#### DevSecOps Platforms +#### Devsecops Platforms - **(2021)** [devclass.com: Git a March on: GitLab 13.10 ramps up security, adds support for OpenShift, DORA](https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A product breakdown of the GitLab 13.10 release, highlighting its improved OpenShift integration and built-in DORA metrics tracking. These features help enterprise teams better evaluate development velocity, pipeline health, and deploy cycles. - **(2021)** [sdtimes: GitLab 14 aims to do away with DIY DevOps toolchains 🌟](https://sdtimes.com/devops/gitlab-14-aims-to-do-away-with-diy-devops-toolchains) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” An analysis of GitLab 14, highlighting its goal to replace fragmented custom DevOps pipelines with a single integrated system. Covers its native epic planning, container security scanning, and automated pipeline governance features. @@ -643,9 +654,10 @@ Assists developers from specification to implementation, verification, and code #### Kubernetes Integration - **(2021)** [docs.gitlab.com: Install GitLab Runner on Red Hat OpenShift](https://docs.gitlab.com/runner/install/openshift.html) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” The official guide for installing GitLab Runner on Red Hat OpenShift using the GitLab Runner Operator. Outlines configuration steps, security context constraints (SCC), and custom resource designs for managing secure, scalable pipeline workloads. + - **(2021)** [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Details the GitLab 14.1 release, highlighting its integrated Helm chart registry and custom escalation policies. Explains how teams can store and manage Kubernetes deployment packaging files directly alongside their application source code. ### Developer Productivity (4) -#### Grafana GitHub Integration +#### Grafana Github Integration - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [CASE STUDY] [COMMUNITY-TOOL] β€” Detailed technical guide on configuring Grafana dashboards with GitHub plugins. Demonstrates building engineering performance visualizations to track commit frequencies, PR lifetimes, and team review velocities. #### VS Code Extensions @@ -734,7 +746,7 @@ Assists developers from specification to implementation, verification, and code - **(2021)** [Automatic branch merging](https://confluence.atlassian.com/bitbucketserver/automatic-branch-merging-776639993.html) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Official Atlassian documentation explaining Bitbucket Server's automated downstream cascading merge capabilities. It executes safe automated merges from release branches down to main after successful builds, resolving merge conflicts cleanly inside structured enterprise environments. - **(2021)** [Checks for merging pull requests](https://confluence.atlassian.com/bitbucketserver/checks-for-merging-pull-requests-776640039.html) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Atlassian's reference on configuring merge check policies inside Bitbucket Server. Explores how to enforce critical compliance gates such as minimum required reviewers, successful build statuses, and resolved task lists prior to merging code. -#### CI-CD Automation +#### CICD (6) - **(2021)** [**julien.danjou.info: Stop merging your pull requests manually 🌟**](https://julien.danjou.info/stop-merging-your-pull-request-manually) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Advocates for automated merge engines like Mergify over manual Pull Request integration. Examines how manual merges introduce race conditions, inconsistent test states, and build failures. Suggests adopting policy-driven merge queues to safeguard trunk health and optimize integration pipelines. #### Configuration Management (1) @@ -758,6 +770,9 @@ Assists developers from specification to implementation, verification, and code - **(2022)** [**gitkraken.com: Git Tutorials: Instructional Training Videos 🌟**](https://www.gitkraken.com/learn/git/tutorials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive directory of instructional video tutorials exploring GitKraken's GUI engine. Demystifies visual representation of complex Git histories, interactive rebasing, multi-profile credential coordination, and conflict-resolution workflows. - **(2021)** [dev.to: Get lazy with lazygit](https://dev.to/tahsinature/get-lazy-with-lazygit-4h37) [COMMUNITY-TOOL] β€” Introduces lazygit, a terminal-based UI tool. Highlights features like fast interactive staging, rapid conflict resolution, branch navigation, and interactive rebase management directly from the CLI. +#### Git Best Practices + + - **(2018)** [Purposeful Commits](https://chrisarcand.com/purposeful-commits) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A technical essay discussing optimal commit message hygiene and atomic commits. Argues that purposeful, structured histories are critical for tracking down regression roots and ensuring easy codebase traversability. #### Git CLI Basics - **(2022)** [**intellipaat.com: Git Tutorial - Learn Git 🌟**](https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A comprehensive tutorial on distributed version control concepts, branching mechanics, and stage isolation in Git. Links localized version control with downstream continuous integration and delivery loops within automated DevOps pipelines. @@ -791,7 +806,7 @@ Assists developers from specification to implementation, verification, and code #### Git Rebasing - **(2023)** [gitlab.com: How to keep your Git history clean with interactive rebase](https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase) [COMMUNITY-TOOL] β€” A practical walk-through of interactive Git rebasing workflows. Explains strategies for squashing commit histories and resolving code conflicts before initiating target branch merges. -#### GitLab Automation +#### Gitlab Automation - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) ⭐ 738 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly robust Python-based merge bot for GitLab. Implements a strict 'not-by-default' merge pipeline strategy, testing rebased target branches in isolation prior to master commits. Essential for keeping high-throughput GitLab monorepos permanently green. - **(2022)** [Example: gitlab.gnome.org/marge-merge-bot](https://gitlab.gnome.org/users/sign_in) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Practical real-world case study showcasing the implementation of the Smarkets Marge-bot inside GNOME's GitLab infrastructure. Examines performance outcomes when maintaining high-volume open-source codebases under automated review queues. @@ -800,11 +815,11 @@ Assists developers from specification to implementation, verification, and code #### Monorepo Strategy - **(2020)** [**How We Use Git at Microsoft**](https://learn.microsoft.com/en-us/devops/develop/git/what-is-git) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores Microsoft's internal scaling strategies for Git, focusing on large-scale engineering pipelines and the Virtual File System for Git (VFS for Git). Outlines physical scale limitations and monorepo performance tuning. Current industry patterns validate that virtualized filesystems remain crucial for multi-gigabyte corporate codebases. -#### Monorepos and Performance +#### Monorepos And Performance - **(2021)** [==github.blog: Improve Git monorepo performance with a file system monitor 🌟==](https://github.blog/engineering/improve-git-monorepo-performance-with-a-file-system-monitor) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Addresses scaling challenges in large monorepos. Explains how Git uses FSMonitor (File System Monitor) integration to drastically reduce command response times for commands like `git status`. - **(2020)** [==github.blog: Get up to speed with partial clone and shallow clone==](https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how to optimize clone performance in extremely large codebases using partial clones (blobless and treeless) and shallow clones. Compares how these strategies reduce network payloads and local disk consumption, making them ideal for high-throughput CI/CD runtimes. -#### Security and Authentication +#### Security And Authentication - **(2021)** [==github.blog: Token authentication requirements for Git operations==](https://github.blog/security/application-security/token-authentication-requirements-for-git-operations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Details GitHub's transition away from legacy basic password authentication for Git operations. Highlights security compliance frameworks, token creation protocols (fine-grained vs. classic), SSH key strategies, and automated credential manager operations. - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” A detailed security guide for removing sensitive files, secrets, and large payloads from Git history. Compares legacy `git filter-branch` with the faster, modern `git-filter-repo` and BFG Repo-Cleaner tools, outlining downstream impacts of forced push updates. @@ -828,6 +843,7 @@ Assists developers from specification to implementation, verification, and code #### Git Operations (3) + - **(2018)** [Atlassian Git Cheatsheet](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Atlassian's reference cheatsheet detailing basic and advanced Git operations. Provides quick access to commands for cloning, staging, merging, rebasing, and troubleshooting common version-control issues. - **(2014)** [Removing the last commit](https://gist.github.com/CrookedNumber/8964442) [BASH CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A practical troubleshooting guide mapping out strategies to revert or reset the latest Git commit. Explains the critical differences between `--soft`, `--mixed`, and `--hard` reset commands for local and remote recovery workflows. #### Git Workflows (3) @@ -837,6 +853,7 @@ Assists developers from specification to implementation, verification, and code - **(2021)** [freecodecamp.org: What is Trunk Based Development? A Different Approach to the Software Development Lifecycle](https://www.freecodecamp.org/news/what-is-trunk-based-development) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An educational guide that introduces developers to Trunk-Based Development. It contrasts TBD with traditional GitFlow, showing how merging frequent, small commits to a single trunk prevents major merge conflicts and accelerates deployment cycles. - **(2020)** [kubernetes.dev: GitHub Workflow](https://www.kubernetes.dev/docs/guide/github-workflow) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” The official Kubernetes project contributor guidelines detailing its custom, large-scale upstream/downstream fork-and-pull Git workflow. Emphasizes rebase strategies, PR conventions, and the specialized automated Prow bot systems used to manage gating, label tracking, and multi-SIG code approvals. - **(2020)** [kean.github.io: Trunk-Based Development](https://kean.blog/post/trunk-based-development) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A practical retrospective examining the execution of Trunk-Based Development (TBD) within cloud environments. Explores how fast feedback loops, automated testing, and branch-by-abstraction strategies work together to eliminate long-lived branching headaches. + - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An evaluation of GitFlow versus Trunk-Based Development, analyzing how branching strategies affect MTTR, deployment frequency, and software quality. It details the operational changes and tooling adjustments required to adopt trunk-based methodologies. - **(2019)** [atlassian.com: Gitflow Workflow](https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Atlassian's classic git tutorial on Gitflow, outlining its mechanics, workflows, and common command patterns. It contrasts this highly structured model with alternative setups, helping teams choose the right balance between isolation and continuous integration. - **(2019)** [team-coder.com: From Git Flow to Trunk Based Development](https://team-coder.com/from-git-flow-to-trunk-based-development) [MARKDOWN CONTENT] [CASE STUDY] [COMMUNITY-TOOL] β€” A technical migration blueprint outlining how to move teams from GitFlow to Trunk-Based Development. It highlights real-world challenges, such as adapting CI pipelines and managing team workflows during the transition. - **(2018)** [devblogs.microsoft.com: Release Flow: How We Do Branching on the VSTS Team](https://devblogs.microsoft.com/devops/release-flow-how-we-do-branching-on-the-vsts-team) [MARKDOWN CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” A deep technical analysis of Microsoft's 'Release Flow' branching model, developed to manage the Azure DevOps/VSTS codebase. The model focuses on short-lived topic branches that target `main`, and uses cherry-picked hotfixes and isolated release branches to protect and maintain trunk stability. @@ -848,6 +865,7 @@ Assists developers from specification to implementation, verification, and code - **(2014)** [paulhammant.com: Microsoft's Trunk-Based Development](https://paulhammant.com/2014/04/03/microsofts-trunk-based-development) [MARKDOWN CONTENT] [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical study on how Microsoft adapted Trunk-Based Development practices across large engineering groups. Explores the tooling upgrades and operational adaptations necessary to support thousands of developers pushing to a single main branch daily. - **(2013)** [paulhammant.com: What is Trunk-Based Development?](https://paulhammant.com/2013/04/05/what-is-trunk-based-development) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An foundational architectural essay by Paul Hammant detailing Trunk-Based Development mechanics. He argues that delayed integrations cause system-wide delivery bottlenecks, explaining why high-performing systems rely on dynamic runtime toggling and direct-to-main trunk pushes. - **(2012)** [git-flow.readthedocs.io](https://git-flow.readthedocs.io/en/latest) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Official reference documentation for the git-flow CLI extension, which wraps core Git commands to automate Vincent Driessen's branching model. It details low-level subcommands for features, releases, and hotfixes, making complex git operations more accessible from the command line. + - **(2012)** [Git-flow cheatsheet](https://danielkummer.github.io/git-flow-cheatsheet/index.html) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An interactive, visual cheatsheet summarizing standard `git-flow` command line operations. Provides developers with quick, copy-pasteable snippets for initializing, executing, and finalizing feature, release, and hotfix branches. - **(2010)** [nvie.com: Feature Branches. A successful Git branching model](https://nvie.com/posts/a-successful-git-branching-model) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An extract of Vincent Driessen's GitFlow detailing feature branch mechanics. It outlines the conventions for branching off and merging back into the `develop` line, providing a structured approach for isolation that is best suited for scheduled release cycles. ## Version Control (3) @@ -891,7 +909,7 @@ Assists developers from specification to implementation, verification, and code #### Metadata Display - **(2023)** [shields.io 🌟](https://shields.io) 🌟 [COMMUNITY-TOOL] β€” Shields.io is the standard metadata badge generation service for developer readmes and project hubs. It provides dynamic SVG badges showing continuous integration status, test coverage, package versioning, and license compliance across open-source and enterprise repositories. -#### Open Source +#### Open Source (1) - **(2022)** [dev.to: Open Source: Multiple branches and git merges](https://dev.to/okimotomizuho/open-source-multiple-branches-and-git-merges-2f69) [COMMUNITY-TOOL] β€” Focuses on integration strategies for contributors managing branch hierarchies in open-source projects. Offers concrete tips on coordinating forks, staging changes across distinct feature branches, and safely executing pulls and merges with upstream main branches. #### Standards @@ -964,7 +982,7 @@ Assists developers from specification to implementation, verification, and code - **(2021)** [css-tricks.com: Git: Switching Unstaged Changes to a New Branch](https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch) [COMMUNITY-TOOL] β€” Analyzes rapid tactics for extracting uncommitted, unstaged alterations into a newly spawned local feature branch. Guides developers on preserving workspace fluidity when starting feature-work inside the wrong branch context without triggering merge hazards. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/gitops.md b/v2-docs/gitops.md index 5700bcd0..62518995 100644 --- a/v2-docs/gitops.md +++ b/v2-docs/gitops.md @@ -1,5 +1,5 @@ --- -description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier and more β€” curated Cloud Native tools, guides and references." +description: "Top Gitops resources for 2026, AI-ranked: openshift-applier, github: Flux and more β€” curated Cloud Native tools, guides and references." --- # GitOps @@ -11,16 +11,16 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier ## API Management -### GitOps (1) +### Gitops -#### Declarative APIs +#### Declarative Apis - **(2022)** [thenewstack.io: Can You GitOps Your APIs?](https://thenewstack.io/can-you-gitops-your-apis) [COMMUNITY-TOOL] β€” Examines extending declarative GitOps paradigms to microservice API configurations and gateway endpoints. Demonstrates the technical practicality of driving schema changes, routing configurations, and security policies dynamically via version-controlled API blueprints rather than using manual management consoles. ## Application Delivery ### Continuous Deployment -#### GitOps (2) +#### Gitops (1) ##### Business Value @@ -51,7 +51,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - [Dzone: 3 Steps to Developing a Successful GitOps Model](https://dzone.com/articles/3-steps-to-developing-a-successful-gitops-model) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Dzone: 3 Steps to Developing a Successful GitOps Model== in the Kubernetes Tools ecosystem. ## CICD -### GitOps (3) +### Gitops (2) #### Deployment Strategies @@ -59,54 +59,69 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Enterprise Transition - **(2021)** [ibm.com: Enable GitOps](https://www.ibm.com/garage) [N/A CONTENT] [GUIDE] [LEGACY] β€” An enterprise change-management guide from IBM Garage focusing on GitOps adoption. Details organizational processes, environment categorization, and verification configurations required to transition legacy pipelines into declarative GitOps models. -#### FluxCD +#### Fluxcd - **(2025)** [Flux. The GitOps operator for Kubernetes](https://nubenetes.com/flux/) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The main technical documentation and resources for Flux, the CNCF-graduated continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations, automated image update policies, and source controller optimizations that make Flux a core component of modern GitOps workflows. #### Kustomize Manifests - **(2025)** [Kustomize - Template-Free Kubernetes Configuration Customization](https://nubenetes.com/kustomize/) [GO CONTENT] [COMMUNITY-TOOL] β€” Technical reference for Kustomize, the template-free engine used to manage Kubernetes configurations. Details declarative base and overlay architectures, allowing developers to manage configurations for different environments (dev, staging, prod) without using complex Helm template structures. +## Cloud Engineering + +### Devsecops + +#### Security + + - **(2024)** [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A security deep dive into AWS IAM OIDC trust relationships. Explains how misconfigured OIDC settings can allow unauthorized actions in GitHub Actions pipelines and outlines steps to prevent account compromise. ## Cloud Infrastructure -### Infrastructure as Code +### Infrastructure As Code #### Terraform Practices - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) ⭐ 2473 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A definitive guide detailing patterns and antipatterns for structural Terraform designs. Features industry-accepted guidelines on monorepo layout, variable validation, dynamic module injection, and drift remediation within production enterprise clouds. +### Kubernetes and Operators + +#### Platform Engineering + + - **(2026)** [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Compares traditional static IaC runtimes against active reconciliation patterns in Kubernetes Operators. Highlights instances where platform engineering teams require continuously running controller loops to prevent configuration drifts. ## Cloud Native ### Kubernetes #### Cluster API -##### ClusterClass +##### Clusterclass - **(2024)** [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure. ## Cloud Native and Kubernetes -### GitOps and Continuous Delivery +### Gitops and Continuous Delivery -#### ArgoCD integration +#### Argocd Integration - **(2025)** [**Announcing Private Preview: ArgoCD through Microsoft GitOps**](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An announcement regarding native ArgoCD integration managed directly through Azure Arc-enabled Kubernetes and Microsoft GitOps. This development bridges the gap between AKS native extensions and industry-standard GitOps tools, offering declarative cluster state management at scale. It significantly reduces operational overhead by hosting and maintaining control plane elements as a first-class Azure service. ## Cluster Management -### GitOps (4) +### Gitops (3) #### Anthos - **(2025)** [Anthos Config Management](https://docs.cloud.google.com/kubernetes-engine/docs) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The primary management platform docs covering Anthos Config Management. This framework bundles Config Sync, policy-as-code enforcement (Gatekeeper), and tenant isolation to maintain compliant configuration postures across hybrid cloud environments. +#### Config Sync + + - **(2025)** [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Config Sync is Google Cloud's GitOps-native configuration engine optimized for Anthos and GKE clusters. It securely syncs cluster state configurations and namespace boundaries directly from trusted Git, OCI, or Helm registries with continuous validation. #### Legacy Tools - **(2022)** [thenewstack.io: Weave GitOps Trusted Delivery: A Road to Kubernetes Sanity?](https://thenewstack.io/weave-gitops-trusted-delivery-a-road-to-kubernetes-sanity) [LEGACY] β€” An archived analytical exploration highlighting Weave's 'Trusted Delivery' framework, emphasizing secure supply chain integration with OPA policies and cryptographically verified pipelines inside Kubernetes environments. - **(2021)** [thenewstack.io: Weave GitOps Core Integrates Git with Kubernetes](https://thenewstack.io/weave-gitops-core-integrates-git-with-kubernetes) [COMMUNITY-TOOL] β€” Historical technical overview detailing Weave GitOps Core's launch and design paradigm. It explains how the core controller establishes declarative reconciliation to manage standard deployments using Flux engines under the hood. -### OpenShift +### Openshift #### RHACM - **(2022)** [piotrminkowski.com: GitOps with Advanced Cluster Management for Kubernetes 🌟](https://piotrminkowski.com/2022/10/24/gitops-with-advanced-cluster-management-for-kubernetes) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An in-depth technical walkthrough focusing on multi-cluster GitOps orchestration patterns. It maps out deployment structures managed via Red Hat Advanced Cluster Management (RHACM) working alongside central ArgoCD configurations. ## Continuous Delivery -### GitOps (5) +### Gitops (4) #### Adoption Trends @@ -118,7 +133,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2022)** [harness.io: 6 Actionable GitOps Best Practices To Help You Get Started](https://www.harness.io/blog/gitops-best-practices) [COMMUNITY-TOOL] β€” Synthesizes six practical patterns to onboard engineering teams to GitOps safely. Focuses on designing clean directory splits, establishing safe secret injection mechanisms, handling schema verification, and designing clear rollback policies. - **(2022)** [developers.redhat.com: Git best practices: Workflows for GitOps deployments | Christian Hernandez 🌟](https://developers.redhat.com/articles/2022/07/20/git-workflows-best-practices-gitops-deployments) [COMMUNITY-TOOL] β€” Presents definitive repo workflow practices for GitOps environments. Strongly advocates separating development source repositories from declarative configuration repositories, employing trunk-based workflows, and defining clear access policies. -#### CI-CD Integration +#### CICD (1) - **(2022)** [containerjournal.com: Best of 2022: GitOps: The Missing Link for CI/CD for Kubernetes](https://cloudnativenow.com/features/gitops-the-missing-link-for-ci-cd-for-kubernetes) [COMMUNITY-TOOL] β€” Examines how GitOps acts as the crucial architectural integration layer in modern Kubernetes CI/CD models. Bridges continuous code integration with cluster-native continuous deployment, resolving long-standing configuration drift dilemmas. #### Community Trends @@ -143,7 +158,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Evolution - **(2022)** [thenewstack.io: GitOps as an Evolution of Kubernetes](https://thenewstack.io/gitops-as-an-evolution-of-kubernetes) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Traces the structural evolution of continuous delivery. Evaluates how traditional imperative deployment systems naturally paved the way for declarative, Kubernetes-native GitOps reconciliation engines as systems grew in complexity. -#### Infrastructure as Code (1) +#### Infrastructure As Code (1) - **(2022)** [containerjournal.com: GitOps Workflows Expanding Beyond Kubernetes Clusters](https://cloudnativenow.com/features/gitops-workflows-expanding-beyond-kubernetes-clusters) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains how the GitOps operational paradigm is expanding past native Kubernetes clusters to govern external infrastructure. Showcases utilizing operators like Crossplane to declarative sync public cloud databases, networks, and SaaS services. #### Introduction @@ -160,14 +175,14 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Methodology - **(2021)** [linkedin pulse: GitOps vs. DevOps! | Pavan Belagatti](https://www.linkedin.com/pulse/gitops-vs-devops-pavan-belagatti) [COMMUNITY-TOOL] β€” A structural comparison illustrating differences between classical push-based CI/CD pipelines and pull-based GitOps patterns. Explains how GitOps leverages automated agents to reconcile versioned infrastructure configurations actively inside clusters. -#### Multi-Cloud +#### Multi-cloud - **(2021)** [vimeo.com: Weaveworks - Hybrid and Multi-Cloud Strategies for Kubernetes with GitOps](https://vimeo.com/516520492) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Architect-level video demonstrating multi-cloud and hybrid cloud deployment topologies managed via GitOps. Proves the viability of active, pull-based reconciliation agents to ensure state consistency across geographically distributed cluster pools. #### Policy and Compliance - **(2022)** [thenewstack.io: Trusted Delivery: Policy-Based Compliance the GitOps Way](https://thenewstack.io/trusted-delivery-policy-based-compliance-the-gitops-way) [COMMUNITY-TOOL] β€” Explores the fusion of Policy-as-Code (such as Kyverno and Open Policy Agent) with declarative GitOps pipelines. Curator Insight focuses on standard deployment setups, but Live Grounding emphasizes its critical security value in shift-left patterns. By verifying resource compliance within the pull-request flow before manifests are synced by controllers, organizations prevent cluster configurations from violating operational guardrails. - **(2022)** [devops.com: Declarative Compliance With Policy-as-Code and GitOps 🌟](https://devops.com/declarative-compliance-with-policy-as-code-and-gitops) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details structural mechanisms for enforcing declarative compliance via GitOps and Policy-as-Code. Demonstrates configuring automated compliance checkers that inspect commits dynamically, ensuring only certified configurations reach production environments. -#### Red Hat OpenShift +#### Red Hat Openshift - **(2021)** [openshift.com: Announcing OpenShift GitOps](https://www.redhat.com/en/blog/announcing-openshift-gitops) [COMMUNITY-TOOL] β€” Announces OpenShift GitOps, embedding Red Hat-supported ArgoCD operators directly into the OpenShift console. Facilitates native fleet management by letting operators synchronize application configurations natively across cluster topologies. - **(2021)** [openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally Available 🌟](https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available) [COMMUNITY-TOOL] β€” Details the GA announcement of OpenShift Pipelines (built on Tekton) and OpenShift GitOps (built on ArgoCD). Establishes a fully supported, cloud-native delivery pipeline paradigm tailored for enterprise hybrid-cloud deployments. @@ -193,12 +208,17 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2020)** [slideshare: GitOps, Jenkins X & Future of CI/CD](https://slideshare.net/rakutentech/gitops-jenkins-x-future-of-cicd) [LEGACY] β€” Informative slides focusing on the evolution of Jenkins X alongside modern GitOps. Details how Jenkins X implements declarative pipelines, ideal for platform teams migrating legacy Jenkins infrastructures to kubernetes. ### Progressive Delivery -#### GitOps Integration +#### Gitops Integration - **(2023)** [opensourceforu.com: Embracing Progressive Delivery In Kubernetes With GitOps](https://www.opensourceforu.com/2023/10/embracing-progressive-delivery-in-kubernetes-with-gitops) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Detailing structural implementations of progressive delivery, such as automated canaries, A/B testing, and blue-green rollouts, working in tandem with GitOps tools (like Flagger or Argo Rollouts) to control application lifecycle safety dynamically. ## Deployment and Delivery -### GitOps (6) +### Application Delivery (1) + +#### Waypoint + + - **(2024)** [waypointproject.io](https://developer.hashicorp.com/waypoint) [GO CONTENT] [COMMUNITY-TOOL] β€” HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. Utilizing a single declarative configuration file, it unifies the build, deployment, and release pipeline stages. +### Gitops (5) #### Octopilot @@ -206,12 +226,12 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Training - **(2023)** [youtube.com: GitOps Guide to the Galaxy 🌟🌟🌟](https://www.youtube.com/playlist?list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd) [COMMUNITY-TOOL] β€” A structured educational series focusing on GitOps theory, hands-on architectural patterns, and practical tooling walkthroughs (ArgoCD, Tekton, and Helm). Highly recommended for establishing developer and platform team alignment. -### OpenShift (1) +### Openshift (1) #### Automation - **(2023)** [==openshift-applier==](https://github.com/redhat-cop/openshift-applier) ⭐ 98 [ANSIBLE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An Ansible-based configuration framework from the Red Hat Community of Practice (CoP). It simplifies OpenShift resource definition by translating complex templates into structured variables, allowing legacy automation tools to interface with Kubernetes. -#### CICD Pipeline +#### CICD (2) - **(2021)** [thenewstack.io: Red Hat Delivers Full GitOps CI/CD Built on Tekton and Argo](https://thenewstack.io/red-hat-delivers-full-gitops-ci-cd-built-on-tekton-and-argo) [COMMUNITY-TOOL] β€” A product release report exploring Red Hat's operationalization of Tekton and ArgoCD, demonstrating enterprise-level support pathways and consolidated operator integrations inside standard OpenShift environments. - **(2021)** [redhat.com: Red Hat Makes DevOps a Reality with OpenShift GitOps and OpenShift Pipelines 🌟](https://www.redhat.com/en/about/press-releases/red-hat-makes-devops-reality-openshift-gitops-and-openshift-pipelines) [COMMUNITY-TOOL] β€” Official announcement details covering OpenShift GitOps and OpenShift Pipelines. Red Hat details organizational value paradigms, security baselines, and cross-team development velocity optimizations built on top of native cloud automation. @@ -227,7 +247,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2024)** [Flagger](https://flagger.app) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Flagger is an industry-standard Kubernetes progressive delivery operator that automates canary rollouts, A/B testing, and blue/green patterns. By orchestrating service mesh routers (Istio, Linkerd) and ingress controllers, Flagger analyzes metrics and safely triggers rollbacks on anomalies. - **(2020)** [partlycloudy.blog: Release to Kubernetes like a Pro with Flagger](https://partlycloudy.blog/2020/07/08/release-to-k8s-like-a-pro-with-flagger) [COMMUNITY-TOOL] β€” A deep-dive technical article illustrating advanced canary release architecture using Flagger on active Kubernetes environments. It provides real-world patterns for integrating automated Prometheus metrics checks and defining sensitive rollback parameters. -## GitOps (7) +## Gitops (6) ### Applications @@ -236,7 +256,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2021)** [thenewstack.io: GitOps Use Cases You May Not Have Considered](https://thenewstack.io/gitops-use-cases-you-may-not-have-considered) [COMMUNITY-TOOL] β€” Analyzes non-standard use cases for GitOps beyond basic Kubernetes resource syncing, including infrastructure-as-code management, security policy enforcement, and database schema migrations. Emphasizes utilizing git commits as an audit trail for non-traditional operations. ### Architecture -#### Anti-Patterns +#### Anti-patterns - **(2021)** [blog.container-solutions.com: GitOps: The Bad and the Ugly](https://blog.container-solutions.com/gitops-limitations) [COMMUNITY-TOOL] β€” An objective critique of GitOps limitations, exposing pain points like secret management, repo explosion, and state drift during rapid rollbacks. Highlighting live production trade-offs, it guides architects on where GitOps struggles compared to traditional imperative orchestrations. #### Critique @@ -266,7 +286,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2021)** [developers.redhat.com: Why should developers care about GitOps?](https://developers.redhat.com/blog/2021/05/13/why-should-developers-care-about-gitops) [COMMUNITY-TOOL] β€” Focuses on developer velocity under the GitOps paradigm. Explains how native Git commands replace direct kubectl interactions, accelerating shipping speed, reducing cognitive load, and improving MTTR during outages through simple git reverts. ### Enterprise -#### AppOps +#### Appops - **(2021)** [shipa.io: GitOps in the enterprise 🌟](https://shipa.io/gitops-in-the-enterprise) [COMMUNITY-TOOL] β€” Highlights how Shipa brings AppOps abstraction to traditional GitOps workflows. Explains the separation of infrastructure policies from application deployment manifests to lower cognitive overhead for software developers. #### Architecture Strategy @@ -276,7 +296,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Scale - **(2021)** [thenewstack.io: A Look at GitOps for the Modern Enterprise 🌟](https://thenewstack.io/a-look-at-gitops-for-the-modern-enterprise) [LEGACY] β€” Details how legacy enterprises transition away from ticket-based provisioning models to automated GitOps. Evaluates organizational structures, change management compliance, and multi-tenant isolation within Kubernetes. -### FinOps +### Finops #### Cloud Economics @@ -325,7 +345,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Developer Velocity - **(2021)** [thenewstack.io: Application Deployment Is Faster with GitOps](https://thenewstack.io/application-deployment-is-faster-with-gitops) [COMMUNITY-TOOL] β€” Outlines quantitative performance gains of transitioning to GitOps. Details dramatic reductions in mean time to resolution (MTTR), accelerated deployment frequencies, and positive impacts on overall DORA metrics. -### Multi-Cluster +### Multi-cluster #### Decentralization @@ -333,7 +353,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Strategy - **(2021)** [thenewstack.io: Have Containers Will Travel: Why GitOps Is Essential for Multicloud 🌟](https://thenewstack.io/have-containers-will-travel-why-gitops-is-essential-for-multicloud) [COMMUNITY-TOOL] β€” Highlights GitOps as the unifying abstraction Layer for multicloud operations. By standardizing Kubernetes configurations in Git, enterprises can seamlessly migrate, scale, and recover workloads across AWS, Azure, GCP, and bare metal with zero vendor lock-in. -### Security +### Security (1) #### Policy Enforcement @@ -352,14 +372,14 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Entra ID -##### Infrastructure as Code (2) +##### Infrastructure As Code (2) - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) ⭐ 866 [POWERSHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential open-source PowerShell tool designed to export entire Microsoft Entra ID tenant configurations to local JSON files. In 2026, EntraExporter is widely used by security and architecture teams to establish configuration baselines, detect drift, and archive tenant states for compliance audits. ## Infrastructure ### Hybrid Cloud -#### GitOps (8) +#### Gitops (7) - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical case study showcasing hybrid cloud management by linking Canonical's Charmed Kubernetes clusters with Microsoft Azure Arc. It details how Azure Arc acts as an overlay management plane, allowing administrators to push unified GitOps policies, access controls, and application resources to on-premises Charmed clusters. ### Kubernetes Distributions @@ -367,16 +387,16 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier #### Automated Operations - **(2026)** [Charmed Kubernetes](https://ubuntu.com/kubernetes/charmed-k8s) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Canonical's enterprise Kubernetes distribution orchestrated using Juju Charms. This platform automates deployment, scaling, lifecycle management, and day-2 operations of multi-cloud Kubernetes clusters using modular, declarative software models, ensuring easy integration with Ceph, OpenStack, and major public clouds. -## Infrastructure as Code (3) +## Infrastructure As Code (3) ### Kubernetes Provisioning -#### GitOps Frameworks +#### Gitops Frameworks - **(2024)** [Kubestack: Terraform GitOps Framework 🌟](https://www.kubestack.com) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubestack is a specialized GitOps framework tailored for managing cloud-managed and bare-metal Kubernetes clusters using Terraform. Featuring a robust multi-tier environment structure, it guarantees absolute parity from local development platforms through to multi-zone production configurations. It helps platform engineers declare and provision compliant Kubernetes footprints. ### Kubestack -#### GitOps (9) +#### Gitops (8) - **(2021)** [thenewstack.io: KubeStack: Towards Full-Stack GitOps](https://thenewstack.io/kubestack-towards-full-stack-gitops) [COMMUNITY-TOOL] β€” A detailed technical review mapping Kubestack's strategies for providing complete declarative lifecycle management for both underlying cloud infrastructure and application layer resources. ## Kubernetes (1) @@ -400,55 +420,43 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2021)** [github.com/stakater/Xposer](https://github.com/stakater/Xposer) ⭐ 32 [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight automation operator designed to monitor services and dynamically generate DNS-mapped Ingress resources to reduce manual administrative overhead. ### Service Mesh -#### eBPF vs Proxy +#### Ebpf Vs Proxy - **(2021)** [solo.io: Exploring Cilium Layer 7 Capabilities Compared to Istio](https://www.solo.io/blog) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Architectural analysis contrasting Cilium's kernel-level L7 eBPF traffic management with Istio's user-space Envoy proxy routing, comparing performance and complexity trade-offs. -## Orchestration and Packaging - -### Helm and GitOps - -#### Helm Overview - - - **(2026)** [==Helm==](https://nubenetes.com/helm/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines. ## Platform Architecture -### GitOps (10) +### Gitops (9) #### Modern Pipelines - **(2020)** [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](https://www.redhat.com/en/blog/from-code-to-production-with-gitops) [YAML CONTENT] [ADVANCED LEVEL] [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces robust continuous delivery architectures utilizing Tekton for image construction and Argo CD for GitOps-based state syncs. Serves as the primary operational blueprint for enterprise microservice platforms in 2026. -## Platform Engineering +## Platform Engineering (1) -### GitOps (11) - -#### Helm Lifecycle Management - - - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions. -### GitOps and Deployment +### Gitops and Deployment #### Flux Ecosystem - **(2021)** [==github: Flux==](https://github.com/fluxcd/flux) ⭐ 6861 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The deprecated and archived GitHub repository for the original Flux v1 GitOps engine. Completely succeeded by the microservice-driven, decoupled Flux v2 architecture. -### Infrastructure as Code (4) +### Infrastructure As Code (4) #### Terraform and AWS ##### EKS Modules - **(2023)** [**AWS EKS Argo CD Terraform Component**](https://github.com/cloudposse-terraform-components/aws-eks-argocd) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases. -### Kubernetes GitOps and Packaging +### Kubernetes Gitops and Packaging #### Alternative Deployment Engines - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) ⭐ 1083 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-performance deployment engine embedded in Werf that provides a drop-in, robust alternative to standard Helm tracking. It addresses Helm's native state validation limitations by offering deep, real-time resource validation and status monitoring. -### Multi-Cluster Routing +### Multi-cluster Routing #### Fleet Orchestration - **(2020)** [==open-cluster-management.io==](https://open-cluster-management.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open Cluster Management (OCM) is a modular, extensible CNCF project designed to orchestrate fleets of Kubernetes clusters at scale. It defines standardized API abstractions for cluster registration, application deployment policies, and compliance management. ## Provisioning -### GitOps (12) +### Gitops (10) #### Legacy Tools (1) @@ -458,7 +466,7 @@ description: "Top Gitops resources for 2026, AI-ranked: Helm, openshift-applier - **(2020)** [WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops) [COMMUNITY-TOOL] β€” An InfoQ technical review detailing the core benefits of using WKSctl to manage host infrastructure via GitOps, analyzing how automated controllers handle node upgrades and configurations without manual ssh actions. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) +πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Jenkins](./jenkins.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/golang.md b/v2-docs/golang.md index da9ef864..ae22ab15 100644 --- a/v2-docs/golang.md +++ b/v2-docs/golang.md @@ -1,5 +1,5 @@ --- -description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and more β€” curated Cloud Native tools, guides and references." +description: "Top Golang resources for 2026, AI-ranked: Awesome Go, Dapr and more β€” curated Cloud Native tools, guides and references." --- # Golang - Go @@ -29,7 +29,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and - [go-kratos/kratos](https://github.com/go-kratos/kratos) ⭐ 25727 [ADVANCED LEVEL] [DE FACTO STANDARD] β€” Curator Insight defines Kratos as a heavy-duty microservice framework for Go, designed for highly scalable web-scale systems. Live Grounding highlights its extensive use of gRPC/Protobuf-first code generation, integrated observability, and pluggable service discovery protocols. ### Networking -#### Go High-Performance Network Libraries +#### Go High-performance Network Libraries - [gnet](https://github.com/panjf2000/gnet) ⭐ 11172 [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” Curator Insight highlights gnet as a high-performance, non-blocking, event-driven networking library built on top of epoll/kqueue. Live Grounding showcases its superiority over Go's standard net library for raw throughput and ultra-low latency, making it ideal for custom edge proxies and IoT gateways. ## Business Applications @@ -56,7 +56,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and #### Client Wrappers - [forbearing/k8s](https://github.com/forbearing/k8s) ⭐ 73 [COMMUNITY-TOOL] β€” Curator Insight describes forbearing/k8s as an abstraction wrapper over client-go to offer a simpler API for standard Kubernetes resource orchestration. Live Grounding indicates it reduces boilerplate for minor tooling but lacks the ecosystem stability of standard controllers. -#### Go Client-Go +#### Go Client-go ##### Informer Pattern @@ -73,6 +73,11 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and #### Debugging Tools - [github.com/groundcover-com: Container Restarts Watcher](https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts) [COMMUNITY-TOOL] β€” Curator Insight points to a companion code repository for a Groundcover blog exploring Kubernetes container restart triggers. Live Grounding confirms it serves as a lightweight diagnostic template to intercept CrashLoopBackOff states in real-time. +### Microservice Runtimes + +#### Dapr + + - **(2026)** [==Dapr==](https://dapr.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Distributed Application Runtime. Employs a highly modular sidecar design to deliver developer-focused APIs for pub/sub messaging, state management, and actor models. ### Web Frameworks #### Request Binding @@ -128,7 +133,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and - [developer.okta.com: Elasticsearch in Go: A Developer's Guide](https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide) [EN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A developer's guide demonstrating how to connect, index, and query Elasticsearch instances natively using the official Go client driver. Illustrates clean integration patterns for backend microservices. - [thenewstack.io: Getting Started with Go and InfluxDB](https://thenewstack.io/getting-started-with-go-and-influxdb) [EN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A practical introduction to pushing time-series metrics from Go applications to InfluxDB. Essential for engineering robust observability pipelines inside distributed microservices. - [blog.logrocket.com: Building a simple app with Go and PostgreSQL](https://blog.logrocket.com/building-simple-app-go-postgresql) [EN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A hands-on tutorial on developing a database-backed CRUD application in Go using the PostgreSQL driver. Covers connection pool tuning and safe SQL transaction strategies. -## Database +## Databases ### ORM @@ -144,7 +149,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and - [Masterminds/sprig: Sprig: Template functions for Go templates](https://github.com/Masterminds/sprig) ⭐ 4721 [ENTERPRISE-STABLE] β€” Curator Insight presents Sprig as a comprehensive library of template functions for Go, heavily utilized in Helm charts. Live Grounding confirms its status as an industry-standard dependency for dynamic Helm manifest generation, though recent development has shifted to maintenance mode. ## Kubernetes Platform -### K8s API and Development +### Kubernetes API and Development #### Golang Client @@ -158,7 +163,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and - [github.com/iawia002/lux 🌟](https://github.com/iawia002/lux) ⭐ 31408 [DE FACTO STANDARD] β€” Curator Insight describes Lux (formerly Annie) as a fast, concurrent video downloader written in Go supporting multiple global media platforms. Live Grounding shows its vast popularity due to its high speed, multiple output formats, and clean concurrent implementation. ### Go Packages -#### YouTube Downloader +#### Youtube Downloader - [kkdai/youtube](https://github.com/kkdai/youtube) ⭐ 3899 [ENTERPRISE-STABLE] β€” Curator Insight identifies this package as a popular Go library and CLI for downloading YouTube videos. Live Grounding verifies it actively handles the ever-shifting signature and decryption schemas deployed by YouTube to maintain reliable media extraction. ## Programming Languages @@ -216,10 +221,11 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and #### Go (2) + - **(2025)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) [GO CONTENT] [COMMUNITY-TOOL] β€” A high-density Go interface dashboard providing rapid syntactical access. Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming. - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800 [GO CONTENT] [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development. ### Web Development -#### NodeJS +#### Nodejs - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) ⭐ 105318 [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Spanish localization of the leading Node.js architecture and security handbook. It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems. ## Utilities @@ -231,7 +237,7 @@ description: "Top Golang resources for 2026, AI-ranked: Awesome Go, go-micro and - [rehacktive/caffeine](https://github.com/rehacktive/caffeine) ⭐ 1176 [COMMUNITY-TOOL] β€” Curator Insight shows Caffeine as a simple Go command-line tool designed to prevent system sleep cycles. Live Grounding shows stable but quiet activity, functioning perfectly as an OS-level utility. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/grafana.md b/v2-docs/grafana.md index 668d7382..a600f88e 100644 --- a/v2-docs/grafana.md +++ b/v2-docs/grafana.md @@ -9,29 +9,6 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter !!! info "Architectural Context" Detailed reference for Grafana in the context of Architectural Foundations. -## Cloud Architecture - -### Certification - -#### AWS - -##### Solutions Architect Professional - - - **(2020)** [Tips on Passing AWS Certified Solutions Architect - Professional Level](https://www.linkedin.com/top-content/?trk=article_not_found) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A strategic study guide for passing the AWS Certified Solutions Architect - Professional exam. The content focuses on advanced architectural design patterns, multi-tier application migration, cost optimization, and high-availability setups across complex AWS environments. Curator Insight: Highly structured blueprint for enterprise AWS exam prep. Live Grounding: Real-world value lies in understanding multi-account strategies, organizational governance, and security at scale. -## Infrastructure as Code - -### Package Archives - -#### Visualization - - - **(2020)** [grafana-6.7.2-1.x86_64.rpm](https://grafana.com) [NONE CONTENT] [LEGACY] β€” A legacy RPM binary package of Grafana 6.7.2. Kept as a reference point for historical dashboards and older enterprise network configurations. -## Kubernetes and Cloud Native - -### CICD - -#### Continuous Deployment - - - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD: Kubernetes Continuous Deployment for Microservices](https://devm.io/blog) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Part two of the microservices CI/CD series, detailing continuous deployment onto active Kubernetes clusters. Focuses on orchestrating declarative manifest YAML files, configuring deployment strategies like rolling updates, and handling Kubernetes secrets securely. ## Kubernetes Tools ### General Reference @@ -47,7 +24,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter - **(2024)** [==Artemis Prometheus Metrics Plugin==](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) ⭐ 28 [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Duplicates technical setup for the Artemis-Prometheus plugin, highlighting metrics formatting for queue lengths, active sessions, and underlying JVM memory states. ## Observability -### Infrastructure as Code (1) +### Infrastructure As Code #### Grafana Provisioning @@ -71,7 +48,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter #### JVM Monitoring - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) ⭐ 3306 [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra. -### Visualization (1) +### Visualization #### Grafana Configuration @@ -79,7 +56,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter #### Grafana Extensibility - **(2020)** [scylladb.com: Building a Grafana Backend Plugin](https://www.scylladb.com/2020/10/01/building-a-grafana-backend-plugin) [COMMUNITY-TOOL] β€” A developer-oriented walkthrough showing how to construct custom backend data plugins for Grafana using Go. It focuses on implementing optimized query parsers, managing API secrets, and routing telemetry queries directly to non-native time-series databases. -#### Infrastructure as Code (2) +#### Infrastructure As Code (1) - **(2026)** [==Grafana provisioning Ansible Role==](https://github.com/cloudalchemy/ansible-grafana) ⭐ 503 [ANSIBLE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated Ansible role engineered by Cloud Alchemy to deploy, configure, and maintain Grafana services. It translates Grafana's file-based provisioning API parameters into clean Ansible playbooks, standardizing monitoring stack deployments across virtualized environments. #### Product Updates @@ -98,12 +75,12 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter - **(2021)** [grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud](https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud) [COMMUNITY-TOOL] [GUIDE] β€” Simplifies cluster-wide observability configurations down to three primary phases: installing the agent, collecting Prometheus metrics/Loki logs, and loading predefined cluster-health dashboards. Provides actionable advice to visually debug pod scheduling limits, node starvation, and OOM-Killed container cycles rapidly. ### Metrics Querying -#### PromQL Basics +#### Promql Basics - **(2021)** [grafana.com: Video: How to build a Prometheus query in Grafana](https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana) [COMMUNITY-TOOL] [GUIDE] β€” Video breakdown demonstrating the assembly of PromQL (Prometheus Query Language) structures inside Grafana's query editor. Explores metric labels, functions like `rate()`, aggregation operations, and template variables. A foundational resource to help infrastructure engineers formulate robust alerting rules and visual dashboards. ### Network Monitoring -#### Prometheus snmp_exporter +#### Prometheus Snmp_exporter - **(2021)** [grafana.com: A beginner's guide to network monitoring with Grafana and Prometheus](https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus) [COMMUNITY-TOOL] [GUIDE] β€” A foundational walkthrough on tracking physical and virtual networking infrastructure using Prometheus snmp_exporter. Focuses on gathering router/switch metrics, parsing bandwidth limits, and building clear Grafana interfaces to visualize network bottlenecks. An excellent baseline guide for administrators connecting traditional networks to cloud topologies. ### Synthetic Monitoring @@ -111,7 +88,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter #### Grafana Alerting - **(2021)** [grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud](https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud) [COMMUNITY-TOOL] [GUIDE] β€” Shares actionable configurations for the most prominent user-requested synthetic monitoring alerts in Grafana Cloud, including DNS failures, HTTP latency spikes, SSL certificate expirations, and global availability drops. Facilitates preemptive identification of microservice edge-network connectivity failures before user impact occurs. -### Visualization (2) +### Visualization (1) #### Dashboard Design @@ -131,7 +108,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) ⭐ 1709 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor's unified telemetry collector for OpenTelemetry and Prometheus. ### Grafana Ecosystem -#### AIOps and AI Observability +#### Aiops and AI Observability - **(2023)** [devops.com: Grafana Labs Acquires Asserts.ai to Bring AI to Observability](https://devops.com/grafana-labs-acquires-assert-ai-to-bring-ai-to-observability) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Discusses the strategic acquisition of Asserts.ai by Grafana Labs. Live grounding highlights the integration of semantic graphs, relationship maps, and automated root-cause discovery directly into Grafana's UI stack. #### Cloud and Enterprise Partnerships @@ -146,7 +123,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter - **(2022)** [==github.com/onzack/grafana-dashboards==](https://github.com/onzack/grafana-dashboards) ⭐ 145 [JSON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Collection of bespoke dashboards for infrastructure monitoring. Covers edge network routers, Ceph clusters, and hardware diagnostics via Prometheus exporters. - **(2021)** [==github.com/DevOps-Nirvana/Grafana-Dashboards==](https://github.com/DevOps-Nirvana/Grafana-Dashboards) ⭐ 314 [JSON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Community-maintained dashboard library specialized for common DevOps infrastructure. Includes optimization configurations for Nginx, PHP-FPM, MySQL, Redis, and Linux host monitoring. - **(2020)** [github.com/mlabouardy: Grafana Dashboards](https://github.com/mlabouardy/grafana-dashboards) [JSON CONTENT] [LEGACY] β€” Archived repository containing early Grafana dashboard iterations. Shows fundamental layout compositions for visualizing container workloads, though highly outdated compared to current standards. -#### Dashboard-as-Code +#### Dashboard-as-code - **(2021)** [prskavec.net: Grafana dashboards and Jsonnet](https://www.prskavec.net/post/grafana-jsonnet) [JSONNET CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An introduction to programmatic dashboard development utilizing Jsonnet. Explores Dashboard-as-Code (DaC) practices to manage, version, and scale large volumes of dashboard definitions in production. #### Dashboards @@ -202,7 +179,7 @@ description: "Top Grafana resources for 2026, AI-ranked: Prometheus JMX Exporter - **(2023)** [==Grafana Faro 🌟==](https://grafana.com/oss/faro) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduction to Grafana Faro, an open-source web SDK designed for Frontend Application Observability. Collects real-time core web vitals, user logs, console errors, and session metrics. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/helm.md b/v2-docs/helm.md index f889dedf..48d50d37 100644 --- a/v2-docs/helm.md +++ b/v2-docs/helm.md @@ -1,5 +1,5 @@ --- -description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and more β€” curated Cloud Native tools, guides and references." +description: "Top Helm resources for 2026, AI-ranked: Artifact Hub, Helm and more β€” curated Cloud Native tools, guides and references." --- # Helm Kubernetes Tool @@ -106,15 +106,15 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2022)** [DevOps with Azure, Kubernetes, and Helm](https://www.youtube.com/watch?v=INv-VCZvM_o) [COMMUNITY-TOOL] β€” Integration guide demonstrating the deployment of multi-tier applications onto Azure Kubernetes Service (AKS) using Helm. Clarifies Managed Identity setups and DevOps pipelines optimized for cloud-native workloads. ### Continuous Delivery -#### GitOps +#### Gitops -##### HashiCorp Waypoint +##### Hashicorp Waypoint - **(2021)** [**learn.hashicorp.com: Deploy a Helm-based application automatically with GitOps**](https://github.com/hashicorp/waypoint/tree/main/website/content/docs) ⭐ 4727 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Practical guide deploying Helm-based software within HashiCorp Waypoint pipelines. Compares native Waypoint continuous operations with declarative GitOps reconciliations, establishing streamlined automation protocols. ##### Helm Integration (2) - **(2021)** [codefresh.io: Using Helm with GitOps 🌟](https://octopus.com/blog/using-helm-with-gitops) [COMMUNITY-TOOL] β€” Analyzes the synergies and friction points of matching the declarative GitOps model with Helm's transactional release engine. Recommends strategies for separating configuration definitions from package logic. -##### Red Hat OpenShift +##### Red Hat Openshift - **(2021)** [youtube: GitOps Guide to the Galaxy: Working with Helm](https://www.youtube.com/watch?v=1FzOlSed5ts&ab_channel=OpenShift) [COMMUNITY-TOOL] β€” Video detailing best practices when pairing Helm with GitOps engines (such as Argo CD). Investigates template-rendering synchronization patterns, managing secret encryption, and maintaining single-source-of-truth states in git. #### Helm Integration (3) @@ -122,14 +122,17 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2022)** [Continuously delivering apps to Kubernetes using Helm](https://www.youtube.com/watch?v=CmPK93hg5w8) [COMMUNITY-TOOL] β€” Visual and technical walkthrough illustrating the orchestration of continuous delivery models with Helm. Emphasizes declarative rollouts, blue-green strategy alignment, and handling configurations inside unified CI/CD systems. ### Continuous Integration -#### CI-CD Pipelines +#### CICD ##### Jenkins - **(2021)** [Zero to Kubernetes CI/CD in 5 minutes with Jenkins and Helm](https://www.youtube.com/watch?v=eMOzF_xAm7w) [COMMUNITY-TOOL] β€” Demonstrates rapid bootstrap of a Jenkins-driven CI/CD workflow utilizing Helm charts for packaging. Showcases how automation systems leverage the Helm CLI to rapidly package, version, and deploy builds into target namespaces. +##### Red Hat Openshift (1) + + - **(2021)** [developers.redhat.com: Deploy Helm charts with Jenkins CI/CD in Red Hat OpenShift 4 🌟](https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cicd-red-hat-openshift-4) [COMMUNITY-TOOL] β€” Developer workflow demonstrating automated packaging and continuous delivery of Helm charts using Jenkins pipelines in OpenShift 4. Reviews the integration of enterprise security constraints and build processes. ### Enterprise Platforms -#### Red Hat OpenShift (1) +#### Red Hat Openshift (2) ##### Certifications @@ -153,7 +156,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2021)** [blog.knell.it: Making your Helm Chart observable for Prometheus](https://christianhuth.de/making-your-helm-chart-observable-for-prometheus) [COMMUNITY-TOOL] β€” Explains how to embed ServiceMonitor or PodMonitor definitions natively into Helm templates. Simplifies application observability by automatically registering target resources for Prometheus scraping post-deployment. ### Reliability -#### Post-Mortems +#### Post-mortems ##### Deployment Failures @@ -192,7 +195,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - [dzone: create install upgrade and rollback a helm chart - part 1](https://dzone.com/articles/create-install-upgrade-and-rollback-a-helm-chart-p) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: create install upgrade and rollback a helm chart - part 1 in the Kubernetes Tools ecosystem. - [dzone: cicd with kubernetes and helm](https://dzone.com/articles/cicd-with-kubernetes-and-helm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: cicd with kubernetes and helm in the Kubernetes Tools ecosystem. - [cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly](https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-helm-applications-instantly) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly in the Kubernetes Tools ecosystem. -## Multi-Cluster Management +## Multi-cluster Management ### Project Sveltos @@ -203,7 +206,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor ### Ingress Controllers -#### HAProxy Deployments +#### Haproxy Deployments - **(2026)** [artifacthub.io: Official Helm charts for HAProxy and the HAProxy Kubernetes Ingress Controller on Artifact Hub 🌟](https://artifacthub.io/packages/search?repo=haproxytech) [YAML CONTENT] [COMMUNITY-TOOL] β€” The official, production-grade Helm packages for HAProxy load balancers and Ingress Controllers. They offer high-performance routing, custom security profiles, proxy-protocol support, and robust SSL/TLS termination configs suitable for web traffic at scale. ## Observability (1) @@ -222,12 +225,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2026)** [prometheus-community.github.io: Prometheus Community Kubernetes Helm Charts 🌟](https://prometheus-community.github.io/helm-charts) [YAML CONTENT] [COMMUNITY-TOOL] β€” The official Prometheus community Helm charts registry, housing the essential kube-prometheus-stack. This remains the absolute industry standard for managing Prometheus, Grafana dashboards, Alertmanager definitions, and metrics-collector sidecars. ## Platform Engineering -### Application Delivery (2) - -#### Catalog UI - - - **(2025)** [==kubeapps.dev 🌟==](https://kubeapps.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A web-based control plane for deploying and managing packaged cloud-native applications on Kubernetes. Provides visual tooling to interact with Helm charts, Operators, and Carvel packages with integrated RBAC and multi-cluster deployment scopes. -### Kubernetes GitOps and Packaging +### Kubernetes Gitops and Packaging #### Alternative Deployment Engines @@ -281,7 +279,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2021)** [maorfr/helm-backup: Helm Backup Plugin](https://github.com/maorfr/helm-backup) ⭐ 83 [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An early state backup plugin designed to preserve localized copies of active Helm releases. Modern declarative GitOps frameworks (such as Argo CD or Flux) have made manual stateful backups obsolete. - **(2021)** [Kubecrt](https://github.com/blendle/kubecrt) ⭐ 113 [GO CONTENT] 🌟 [LEGACY] β€” An archived, early-stage conversion utility built to convert Helm charts into raw Kubernetes manifests. This project has been fully superseded by standard native capabilities like 'helm template' and is preserved solely as a historical reference of early declarative rendering strategies. - **(2019)** [github.com/jkosik: helm-decomposer](https://github.com/jkosik/helm-decomposer) [PYTHON CONTENT] [LEGACY] β€” An archived utility that parsed static Kubernetes manifests to automatically generate modular Helm charts. Unmaintained for several years, it serves as a legacy proof-of-concept for automated chart generation. -#### Multi-Chart Orchestration +#### Multi-chart Orchestration - **(2026)** [==github.com/helmfile/helmfile==](https://github.com/helmfile/helmfile) ⭐ 5136 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier declarative orchestrator for multi-chart environments. Helmfile allows infrastructure-as-code developers to build multi-environment states, map release hierarchies, automate parameter layering, and enforce GitOps deployment sequences seamlessly. - **(2025)** [**Helmsman: Helm Charts as Code 🌟**](https://github.com/mkubaczyk/helmsman) ⭐ 1498 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An enterprise-grade, GitOps-friendly engine for declaring Helm charts as code. By monitoring desired state files, it automates lifecycle tasks including installations, cross-cluster upgrades, namespace setup, and purging deprecated releases. @@ -304,7 +302,7 @@ description: "Top Helm resources for 2026, AI-ranked: Helm, Artifact Hub and mor - **(2022)** [aws.amazon.com: Preventing Kubernetes misconfigurations using Datree](https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree) [N/A CONTENT] [COMMUNITY-TOOL] β€” An AWS technical write-up detailing the configuration of Datree policies inside Amazon EKS clusters to catch security and configuration drift. It details automated testing strategies to block misconfigured resource manifests at pre-commit and pipeline execution gates. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/hr.md b/v2-docs/hr.md index 99f59d46..9f21300a 100644 --- a/v2-docs/hr.md +++ b/v2-docs/hr.md @@ -28,7 +28,7 @@ description: "Curated, AI-ranked HR resources for the 2026 Cloud Native architec - **(2026)** [elconfidencial.com: Olvida RRHH, ahora es el Departamento de DiversiΓ³n: la infantilizaciΓ³n del paΓ­s de las 6.000 'startups'](https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-israeli-startups_3551800) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” An analytical study investigating modern employee retention trends in high-tech environments, specifically exploring the architectural shifts in human resources and corporate cultural structures. --- -πŸ’‘ **Explore Related:** [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) | [Appointment Scheduling](./appointment-scheduling.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/iac.md b/v2-docs/iac.md index 3f68c608..6923ff2f 100644 --- a/v2-docs/iac.md +++ b/v2-docs/iac.md @@ -15,10 +15,30 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro #### General Reference - - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure Landing Zone IaC Accelerator in the Kubernetes Tools ecosystem. - [dzone.com/articles: A Beginner's Guide to Infrastructure as Code 🌟](https://dzone.com/articles/a-beginners-guide-to-infrastructure-as-code) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com/articles: A Beginner's Guide to Infrastructure as Code 🌟 in the Kubernetes Tools ecosystem. - [javacodegeeks.com: Infrastructure as Code: Best Tools For 2023 Included](https://www.javacodegeeks.com/2023/03/infrastructure-as-code-best-tools-for-2023-included.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javacodegeeks.com: Infrastructure as Code: Best Tools For 2023 Included in the Kubernetes Tools ecosystem. - [cncf.io: Cloudformation vs. Terraform: Which is better?](https://www.cncf.io/blog/2021/04/06/cloudformation-vs-terraform-which-is-better) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Cloudformation vs. Terraform: Which is better? in the Kubernetes Tools ecosystem. + - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure Landing Zone IaC Accelerator in the Kubernetes Tools ecosystem. +## CICD and DevOps + +### CICD + +#### Terraform Release Management + + - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223 [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags. +### Infrastructure As Code + +#### AI Code Generation + + - **(2026)** [gofireflyio/aiac 🌟](https://github.com/gofireflyio/aiac) ⭐ 3792 [GO CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” Duplicate entry of the AI-powered infrastructure command-line application (aiac). Generates clean IaC templates, Dockerfiles, and CI pipelines through natural language translation engines. +#### Security Scanning + + - **(2026)** [Checkmarx/kics](https://github.com/Checkmarx/kics) ⭐ 2649 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source static code analysis engine designed to uncover vulnerabilities and structural issues in IaC manifests. Parses Terraform, Kubernetes manifests, Helm charts, Dockerfiles, and Ansible files for compliance discrepancies. +### Roadmaps + +#### Career Path + + - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability. ## Cloud Governance ### Enterprise Architecture @@ -29,17 +49,12 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro - **(2026)** [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Explains the architectural principles of Azure Landing Zones under the Microsoft CAF. It emphasizes separation of concerns across management, connectivity, and identity planes, while using custom policy assignments for automated control. This guidance helps platform teams establish a robust foundation for onboarding application workloads. ## Cloud Infrastructure -### AWS Automation - -#### Serverless Orchestration - - - **(2026)** [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions) [NONE CONTENT] [COMMUNITY-TOOL] β€” Details local IDE integration utilities for designing and tracing AWS Step Functions. Enhances developer inner-loops by rendering local visual workflow representations and offering live Amazon States Language schema validation directly in-editor. ### Azure Networking -#### Multi-Tenant Topology +#### Multi-tenant Topology - **(2025)** [Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager](https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” An official exploration of Azure Virtual Network Manager (AVNM) capabilities for coordinating network topologies across distinct enterprise Entra ID tenants. Architects learn how to leverage AVNM to scale governance, enforce global security rules, and simplify cross-tenant hub-and-spoke peerings programmatically. -### Infrastructure as Code +### Infrastructure As Code (1) #### Compliance Auditing @@ -68,19 +83,19 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro - **(2025)** [Subscription Vending Implementation Guidance](https://learn.microsoft.com/en-us/azure/architecture/landing-zones/subscription-vending) [BICEP CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Automated governance framework detailing Azure Subscription Vending models. Outlines how to programmatically create subscription structures incorporating secure routing, virtual network configurations, policies, and role-based access management. ## Cloud Management -### FinOps +### Finops #### Optimization - **(2024)** [infoworld.com: 5 priorities that cut cloud costs and improve IT ops](https://www.infoworld.com/article/2338245/5-priorities-that-cut-cloud-costs-and-improve-it-ops.html) [COMMUNITY-TOOL] β€” Outlines five critical priorities for cutting cloud computing costs and enhancing operations. Covers automated resource destruction, VM rightsizing, and leveraging IaC templates to eliminate abandoned cloud environments. ## DevOps -### GitOps +### Gitops #### Automation - **(2023)** [thenewstack.io: Achieve GitOps on Day One with IaC Automation](https://thenewstack.io/achieve-gitops-on-day-one-with-iac-automation) [COMMUNITY-TOOL] β€” Provides a comprehensive pathway to establish GitOps on day one. Demonstrates how uniting declarative IaC tools with Git-based source repositories ensures compliance, configuration auditing, and unified cluster state management. -### Infrastructure as Code (1) +### Infrastructure As Code (2) #### AI Assisted @@ -94,7 +109,7 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro #### Best Practices - **(2023)** [build5nines.com: Benefits of Convention over Configuration for IaC Deployment Projects](https://build5nines.com/benefits-of-convention-over-configuration-for-iac-deployment-projects) [COMMUNITY-TOOL] β€” Explores the benefits of standardizing infrastructure template files using Convention over Configuration patterns. Demonstrates how strict naming rules, predictable directory structures, and shared default values eliminate redundant code segments. -#### CICD Platforms +#### CICD (1) - **(2023)** [spacelift.io: Why Generic CI/CD Tools Will Not Deliver Successful IaC](https://spacelift.io/blog/infrastructure-as-code-with-generic-ci-cd) [COMMUNITY-TOOL] β€” Explains why generic CI/CD tooling lacks features required to safely deploy stateful IaC projects. Details why specialized state engines, runtime locking mechanisms, policy enforcement, and drift tracking are required for reliable cloud management. #### Culture @@ -147,27 +162,7 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro #### Workflows - **(2022)** [alpacked.io: Infrastructure as Code in DevOps 🌟](https://alpacked.io/blog/infrastructure-as-code-for-devops) [COMMUNITY-TOOL] β€” Synthesizes why Infrastructure as Code represents the baseline of high-velocity DevOps frameworks. Features modular code design, collaborative version-control practices, and multi-tenant environment consistency. -## DevOps and CICD - -### CICD Automation - -#### Terraform Release Management - - - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223 [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags. -### Infrastructure as Code (2) - -#### AI Code Generation - - - **(2026)** [gofireflyio/aiac 🌟](https://github.com/gofireflyio/aiac) ⭐ 3792 [GO CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” Duplicate entry of the AI-powered infrastructure command-line application (aiac). Generates clean IaC templates, Dockerfiles, and CI pipelines through natural language translation engines. -#### Security Scanning - - - **(2026)** [Checkmarx/kics](https://github.com/Checkmarx/kics) ⭐ 2649 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source static code analysis engine designed to uncover vulnerabilities and structural issues in IaC manifests. Parses Terraform, Kubernetes manifests, Helm charts, Dockerfiles, and Ansible files for compliance discrepancies. -### Roadmaps - -#### Career Path - - - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability. -## FinOps and Cloud Cost +## Finops and Cloud Cost ### Azure Optimization @@ -188,8 +183,13 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro #### Resources - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) ⭐ 34277 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs. -## Infrastructure as Code (3) +## Infrastructure As Code (3) +### AI Integration (1) + +#### Copilot For Azure + + - **(2025)** [Enhancing Infrastructure as Code Generation with GitHub Copilot for Azure](https://techcommunity.microsoft.com/blog/AzureDevCommunityBlog/enhancing-infrastructure-as-code-generation-with-github-copilot-for-azure/4388514) [NONE CONTENT] [COMMUNITY-TOOL] β€” Technical optimization guide exploring the use of GitHub Copilot for drafting Bicep, ARM, and Terraform configurations. Shows how to engineer precise prompt schemas to maintain syntax standards. ### Architecture (1) #### Diagrams @@ -207,7 +207,7 @@ description: "Top IaC resources for 2026, AI-ranked: Awesome Sysadmin, DevOps Ro - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) ⭐ 95 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An innovative open-source tool bridging declarative Bicep files, live Azure deployments, and system diagrams using GitHub Copilot. Standardizes validation processes during complex infrastructure-as-code planning. --- -πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Crossplane](./crossplane.md) +πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [Ansible](./ansible.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/ibm_cloud.md b/v2-docs/ibm_cloud.md index 764a17c1..80cd8c24 100644 --- a/v2-docs/ibm_cloud.md +++ b/v2-docs/ibm_cloud.md @@ -1,5 +1,5 @@ --- -description: "Curated, AI-ranked Ibm_Cloud resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))." +description: "Top Ibm_Cloud resources for 2026, AI-ranked: IBM Cloud, IBM Spectrum and more β€” curated Cloud Native tools, guides and references." --- # IBM @@ -9,7 +9,7 @@ description: "Curated, AI-ranked Ibm_Cloud resources for the 2026 Cloud Native a !!! info "Architectural Context" Detailed reference for IBM in the context of Cloud Providers (Hyperscalers). -## Cloud-Native Java +## Cloud-native Java ### Runtimes @@ -19,13 +19,21 @@ description: "Curated, AI-ranked Ibm_Cloud resources for the 2026 Cloud Native a - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizations for Jakarta EE and MicroProfile. - **(2026)** [**openliberty.io**](https://openliberty.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The project portal for Open Liberty, IBM's open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloading capabilities, and seamless integration with container platforms. -#### WebSphere +#### Websphere ##### Docker - **(2026)** [**DockerHub: websphere-liberty**](https://hub.docker.com/_/websphere-liberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise application modernization, delivering low-footprint containers with IBM technical backing. ## Enterprise Integration +### Cloud-native Storage + +#### IBM Spectrum Scale Integration + + - **(2020)** [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](https://www.redbooks.ibm.com/abstracts/redp5565.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads. +#### IBM Storage Systems + + - **(2022)** [IBM Spectrum](https://www.ibm.com/solutions) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” IBM Spectrum (now rebranded under IBM Storage) delivers enterprise-grade software-defined storage architectures tailored for highly demanding Kubernetes deployments. The portfolio provides integrated high-performance block, file, and object interfaces designed for secure backup, recovery, and dynamic persistent volume management in complex hybrid-cloud ecosystems. ### Enterprise Mainframe #### Bare Metal Installation @@ -34,15 +42,15 @@ description: "Curated, AI-ranked Ibm_Cloud resources for the 2026 Cloud Native a #### Deployment Experience - **(2020)** [Red Hat OpenShift Installation Process Experiences on IBM Z/LinuxONE](https://www.redhat.com/en/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive practical review of provisioning OpenShift on IBM Z and LinuxONE infrastructures, discussing user-provisioned infrastructure (UPI) workflows. It details network configuration challenges, storage integration (FCP/FC), and operating system (RHCOS) deployment mechanics typical of s390x systems. -#### OpenShift on IBM Z +#### Openshift On IBM Z - **(2020)** [IBM and Red Hat bring OpenShift to IBM Z and LinuxONE](https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” This collaboration expands the Red Hat OpenShift Container Platform to IBM Z and LinuxONE s390x architectures. It bridges heritage mainframe reliability with modern container orchestration, enabling low-latency integration with transactional data and secure execution via IBM's Secure Service Container technology. ### Microservices -#### GraphQL and Open Liberty +#### Graphql and Open Liberty - **(2020)** [developers.redhat.com: Support for GraphQL with Open Liberty 20.0.0.6](https://developers.redhat.com/blog/2020/06/17/support-for-graphql-with-open-liberty-20-0-0-6) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Open Liberty 20.0.0.6 introduces first-class support for Eclipse MicroProfile GraphQL, enabling enterprise Java developers to build type-safe, efficient, and schema-first microservice APIs. By mitigating over-fetching and under-fetching, this integration optimizes network overhead in cloud-native deployments while aligning with OpenShift ecosystem norms. -### Multi-Cluster Management +### Multi-cluster Management #### IBM Cloud Pak SDK @@ -70,7 +78,7 @@ description: "Curated, AI-ranked Ibm_Cloud resources for the 2026 Cloud Native a - **(2019)** [IBM Leverages Containers to Advance DevOps on Mainframes](https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-containers-to-advance-devops-on-mainframes) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details how IBM brought containerization architectures (like z/OS Container Extensions) to its zSystems mainframes. Live Grounding confirms this as a key modernization vector, enabling developers to build and test mainframe workloads using Git-driven Docker/Kubernetes workflows. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/index.md b/v2-docs/index.md index 648fc5f9..5c5cd66c 100644 --- a/v2-docs/index.md +++ b/v2-docs/index.md @@ -420,7 +420,7 @@ Every technical label across Nubenetes, sized by how many resources carry it. Cl German1 Go / Javascript2 Go / Yaml2 -Go1046 +Go1050 Go/Bash1 Go/Markdown1 Go/Rego1 @@ -451,10 +451,10 @@ Every technical label across Nubenetes, sized by how many resources carry it. Cl Jsonnet5 Kotlin4 Kql5 -Legacy553 +Legacy554 Lua2 Makefile1 -Markdown348 +Markdown346 Markdown/Images1 Markdown/Shell1 Multi2 diff --git a/v2-docs/interview-questions.md b/v2-docs/interview-questions.md index d8781e85..d14f39d0 100644 --- a/v2-docs/interview-questions.md +++ b/v2-docs/interview-questions.md @@ -41,15 +41,15 @@ description: "Curated, AI-ranked Interview Questions resources for the 2026 Clou #### Aviation and Career Tools - **(2026)** [grow.google: interview warmup](https://grow.google/grow-your-career/articles/interview-tips) [NONE CONTENT] [COMMUNITY-TOOL] β€” An interactive tool developed by Google that leverages voice-to-text and NLP algorithms to evaluate mock interview responses. Analyzes candidate language patterns to offer structural feedback for technical and programmatic roles. +#### CICD and DevOps + + - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you scale your current CI-CD pipeline](https://www.learnsteps.com/devops-interview-questions-how-will-you-scale-your-current-ci-cd-pipeline) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Reviews scaling methodologies for massive enterprise continuous delivery systems. Addresses parallel task routing, build agent autoscaling, caching mechanisms, and automatic rollbacks upon deployment errors. + - **(2026)** [intellipaat.com: Top DevOps Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/devops-interview-questions) [NONE CONTENT] [COMMUNITY-TOOL] β€” A broad-spectrum reference manual for fundamental DevOps interview evaluations. Features technical breakdowns of virtualization, basic configuration pipelines, microservice deployment strategies, and monitoring solutions. #### Database and SQL - **(2026)** [gcreddy.com: SQL Interview Questions and Answers](https://www.gcreddy.com/2022/02/sql-interview-questions-and-answers.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” Provides fundamental SQL database query interview questions. Teaches logical query execution paths, normalization theories, basic syntax structure, and joining mechanisms across tabular databases. - **(2026)** [artoftesting.com: Top 40 SQL Query Interview Questions and Answers for Practice](https://artoftesting.com/sql-queries-for-interview) [NONE CONTENT] [COMMUNITY-TOOL] β€” A practical SQL query cookbook focusing on technical interview situations. Demonstrates complex nested joins, window analytic functions, indexing patterns, and deduplication queries under high-performance criteria. - **(2026)** [intellipaat.com: Top Answers to MySQL Interview Questions](https://intellipaat.com/blog/interview-question/mysql-interview-questions) [NONE CONTENT] [COMMUNITY-TOOL] β€” Focuses on MySQL transactional optimizations and engineering details. Covers storage engines (InnoDB configurations), lock structures, indexing hierarchies, and query execution optimizations. -#### DevOps and CICD - - - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you scale your current CI-CD pipeline](https://www.learnsteps.com/devops-interview-questions-how-will-you-scale-your-current-ci-cd-pipeline) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Reviews scaling methodologies for massive enterprise continuous delivery systems. Addresses parallel task routing, build agent autoscaling, caching mechanisms, and automatic rollbacks upon deployment errors. - - **(2026)** [intellipaat.com: Top DevOps Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/devops-interview-questions) [NONE CONTENT] [COMMUNITY-TOOL] β€” A broad-spectrum reference manual for fundamental DevOps interview evaluations. Features technical breakdowns of virtualization, basic configuration pipelines, microservice deployment strategies, and monitoring solutions. #### Git and Version Control - **(2026)** [intellipaat.com: Top Git Interview Questions And Answers 🌟](https://intellipaat.com/blog/interview-question/git-interview-questions-answers) [NONE CONTENT] [COMMUNITY-TOOL] β€” Explores Git architecture and workflow interview standards. Details differences between merge and rebase commands, conflict resolution strategies, index states, and local commit tracking features. @@ -110,7 +110,7 @@ description: "Curated, AI-ranked Interview Questions resources for the 2026 Clou #### Python - **(2020)** [learnsteps.com: DevOps Interview Questions: Important Python questions](https://www.learnsteps.com/devops-interview-questions-important-python-questions) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Python's usage in shell scripting, infrastructure provisioning, parsing unstructured system logs, and building resilient communication wrappers around cloud SDKs. -### CI-CD +### CICD #### Jenkins @@ -173,7 +173,7 @@ description: "Curated, AI-ranked Interview Questions resources for the 2026 Clou - **(2021)** [automationreinvented.blogspot.com: Top 70 interview questions on Automation Testing-Selenium-TestNG Set-06? TestNG Tricky Interview questions 2021 for SDET-QAE?](https://automationreinvented.blogspot.com/2021/01/top-60-interview-questions-on.html) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Broad UI automation preparation set evaluating Selenium WebDriver API combined with TestNG assertions. Covers dynamic wait mechanisms, Page Object Pattern configurations, and multi-thread test runs. --- -πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/introduction.md b/v2-docs/introduction.md index 80c4d757..f0900b3c 100644 --- a/v2-docs/introduction.md +++ b/v2-docs/introduction.md @@ -30,7 +30,7 @@ graph TD ## Application Modernization -### Monolith to Microservices +### Monolith To Microservices #### Automated Refactoring @@ -93,13 +93,13 @@ graph TD #### Monoliths - **(2023)** [devops.com: 8 Hot Takes: Will We See a Monolithic Renaissance?](https://devops.com/8-hot-takes-will-we-see-a-monolithic-renaissance) [COMMUNITY-TOOL] β€” Discusses the potential return to macro-services or modular monoliths to address the operational overhead, network latency, and complex debugging of over-engineered microservice fleets. -#### Twelve-Factor App +#### Twelve-factor App - **(2023)** [architecturenotes.co: 12 Factor App Revisited](https://architecturenotes.co/p/12-factor-app-revisited) [COMMUNITY-TOOL] β€” Critically evaluates how classic 12-Factor concepts have aged. Addresses the challenges of serverless scaling, API-first interfaces, distributed telemetry, and modern build/release pipelines. - **(2021)** [opensource.com: An open source developer's guide to 12-Factor App methodology](https://opensource.com/article/21/11/open-source-12-factor-app-methodology) [COMMUNITY-TOOL] [GUIDE] β€” Analyzes the application of 12-Factor methodology to open-source project standards. Highlights maintaining statelessness, dependency isolation, and configuration separation to simplify multi-environment testing and distribution. -### SaaS +### Saas -#### Multi-Tenancy +#### Multi-tenancy - **(2023)** [blog.scaleway.com: SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture](https://www.scaleway.com/en/blog/saas-multi-tenant-vs-multi-instance-architectures) [COMMUNITY-TOOL] β€” Compares multi-instance setups (dedicated systems per tenant) against multi-tenant models (shared compute/database with strict software isolation). Examines resource scaling, security boundaries, and noisy neighbor challenges. ### Technical Debt @@ -118,7 +118,7 @@ graph TD ### Microservices (2) -#### Cloud-Native Infrastructure +#### Cloud-native Infrastructure - **(2022)** [techerati.com: Microservices in the Cloud-Native Era](https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the strategic paradigm shift toward microservices as the de facto structural archetype for scalable cloud platforms. It dissects operational complexities including traffic routing, discovery mechanisms, and failure domain containment through circuit-breakers. A vital read for architects planning monolithic-to-microservices migrations under modern Kubernetes-centric infrastructures. ## Artificial Intelligence and ML @@ -148,6 +148,26 @@ graph TD Analyzes survey data proving how organizational and technological silos directly impede software delivery velocity and downstream business value. Argues that introducing modern container technology without breaking down departmental silos leads to failed platform transformations. +## CICD and DevOps + +### Continuous Integration + +#### Developer Experience + +??? note "shopify.engineering: Keeping Developers Happy with a Fast CI" + **[Access Resource](https://shopify.engineering/faster-shopify-ci)** 🌟🌟🌟🌟🌟 | Level: Advanced + + A case study from Shopify detailing the infrastructure and engineering effort required to maintain sub-minute continuous integration pipelines for large codebases. Explores parallelization techniques, test selection algorithms, and cache-optimization strategies that scale. + +### Microservices (3) + +#### Tooling Ecosystem + +??? note "hcltech.com: DevOps Tools and Technologies to Manage Microservices 🌟" + **[Access Resource](https://www.hcltech.com/blogs/devops-tools-and-technologies-manage-microservices)** 🌟🌟🌟🌟 | Level: Intermediate + + Maps out the comprehensive tooling stack required to manage complex microservice lifecycles. Details the intersection of build systems, container registries, service meshes, centralized logging (EFK/ELK), and distributed tracing tools (Jaeger) essential for observability. + ## Career Development ### Architect Strategy @@ -157,6 +177,13 @@ graph TD - **(2022)** [redhat.com: 5 strategies to shift your career from sysadmin to architect](https://www.redhat.com/en/blog/from-sysadmin-to-architect) [COMMUNITY-TOOL] β€” Maps professional development strategies for system administrators transitioning to IT architect roles. Emphasizes system-level thinking, mastering cloud-native paradigms, understanding business metrics, and cultivating strong communication skills. ## Cloud Architecture +### Certification + +#### AWS + +##### Solutions Architect Professional + + - **(2020)** [Tips on Passing AWS Certified Solutions Architect - Professional Level](https://www.linkedin.com/top-content/?trk=article_not_found) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A strategic study guide for passing the AWS Certified Solutions Architect - Professional exam. The content focuses on advanced architectural design patterns, multi-tier application migration, cost optimization, and high-availability setups across complex AWS environments. Curator Insight: Highly structured blueprint for enterprise AWS exam prep. Live Grounding: Real-world value lies in understanding multi-account strategies, organizational governance, and security at scale. ### Cloud Strategy #### Design Anti-patterns @@ -178,7 +205,7 @@ graph TD A comprehensive operational checklist for transitioning enterprise applications to public cloud systems. Key steps encompass assessing application dependencies, cost-modeling, security boundaries, containerization feasibility, and shifting deployment pipelines to modern CI/CD tooling. -### Cloud-Native +### Cloud-native #### Design Patterns @@ -194,7 +221,7 @@ graph TD ### Migration -#### Hands-On +#### Hands-on - **(2022)** [acloudguru.com: 3 ways to practice migrating workloads to the cloud](https://www.pluralsight.com/resources/blog/cloud/3-ways-to-practice-migrating-workloads-to-the-cloud) [COMMUNITY-TOOL] β€” Provides instructional path frameworks for developers looking to gain hands-on migration experience. Focuses on setting up mock environments, replicating on-premise infrastructure in sandboxes, and utilizing provider-native migration automation tools. #### Methodology @@ -208,7 +235,7 @@ graph TD #### Reactive Systems - **(2022)** [lightbend.com: From Java EE To Cloud Native: The End Of The Heavyweight Era 🌟](https://akka.io) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Lightbend presents the transition of traditional Java enterprise architectures to reactive, cloud-native frameworks (like Akka/Pekko). Evaluates high-concurrency patterns, asynchronous messaging, and horizontal scale-out benefits over synchronous architectures. -### Multi-Cloud Strategy +### Multi-cloud Strategy #### Data Management (1) @@ -251,10 +278,10 @@ graph TD ### Strategy -#### Multi-Cloud Benefits +#### Multi-cloud Benefits - **(2021)** [softwebsolutions.com: Why enterprises need to adopt a multi-cloud strategy](https://www.softwebsolutions.com/resources/multi-cloud-adoption-strategy) [COMMUNITY-TOOL] β€” Discusses the business and technical drivers for enterprise multi-cloud adoption, including risk mitigation, disaster recovery, avoiding vendor lock-in, and optimizing workloads across disparate public cloud provider environments. -#### Multi-Cloud Decisions +#### Multi-cloud Decisions - **(2021)** [architectelevator.com: Multi Cloud Architecture: Decisions and Options](https://architectelevator.com/cloud/hybrid-multi-cloud) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyses strategic multi-cloud architectural decisions. Gregor Hohpe presents frameworks to distinguish between cloud integration, portability, and distribution, highlighting that multi-cloud should be a deliberate architectural choice rather than a default risk-mitigation strategy. ## Cloud Architecture and Infrastructure Strategy @@ -275,7 +302,7 @@ graph TD A structured breakdown of modern system scaling, illustrating how a single database configuration evolves into a multi-tiered global architecture. Covers key mechanics like database replication, global CDN routing, horizontal scaling of stateless application nodes, and distributed cache deployment. -### Cost Optimization and FinOps +### Cost Optimization and Finops #### Efficiency Bottlenecks @@ -309,6 +336,13 @@ graph TD Explores three fundamental high-availability cloud strategies: active-active vs active-passive configurations, geo-redundant database replication, and zero-downtime DNS-routed failovers. Discusses mathematical SLA models and network traffic planning required to achieve high service uptime. +#### Multi-region Deployments + +??? note "engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive" + **[Access Resource](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive)** 🌟🌟🌟🌟🌟 | Level: Advanced + + A real-world architectural dissection of how monday.com implemented a highly resilient, multi-regional cloud strategy to improve latency and adhere to strict regional data regulations. Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling. + ### Market Trends (1) #### Open Source Business Models @@ -343,7 +377,7 @@ graph TD Introduces MACH (Microservices, API-first, Cloud-native, Headless) as a modern enterprise blueprint for agile digital experience platforms. This modular paradigm allows businesses to scale individual pieces independently, facilitating seamless integrations and preventing monolithic vendor lock-in. -### Multi-Cloud Strategy (1) +### Multi-cloud Strategy (1) #### Architecture Designs @@ -366,6 +400,15 @@ graph TD Outlines key operational drivers supporting a deliberate multi-cloud migration strategy, centering on geographic expansion, regional regulatory mandates, and optimized billing leverage. The resource emphasizes treating multi-cloud as a strategic framework to optimize application delivery across diverse vendor strengths. +### Storage and Hybrid Systems + +#### Topology Comparison + +??? note "blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds" + **[Access Resource](https://www.min.io/blog)** 🌟🌟🌟🌟 | Level: Intermediate + + Details the comparative trade-offs between mono-cloud, multi-cloud, and hybrid cloud topologies from an object storage and data gravity perspective. MinIO highlights the critical role of data portability and standardized APIs (S3) in enabling architectural freedom across multi-cloud footprints. + ## Cloud Infrastructure ### Automation @@ -385,10 +428,10 @@ graph TD - **(2022)** [redhat.com: 5 essential tools for managing hybrid cloud infrastructure](https://www.redhat.com/en/blog/hybrid-cloud-management-tools) [COMMUNITY-TOOL] β€” Identifies key categories and frameworks necessary for coordinating multi-cluster and hybrid environments. Emphasizes unified control planes, configuration management tools like Ansible, orchestration tools, and automated security scanning to maintain posture consistency. ### Kubernetes -#### OpenShift +#### Openshift - **(2018)** [thestack.com: OpenShift in a world of KaaS 🌟](https://techerati.com/the-stack-archive/cloud/2018/10/18/openshift-in-a-world-of-kaas) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Evaluates Red Hat OpenShift's standing in an increasingly crowded Kubernetes-as-a-Service (KaaS) market. Details the architectural advantages of OpenShift's integrated developer tooling, security guardrails, and automated enterprise operator systems. -#### OpenShift Comparison +#### Openshift Comparison - **(2023)** [ibm.com: OpenShift vs. Kubernetes: What’s the Difference?](https://www.ibm.com/think/topics/openshift-vs-kubernetes) [COMMUNITY-TOOL] β€” An authoritative IBM reference contrasting standard Kubernetes and OpenShift. Explains how OpenShift encapsulates the vanilla Kubernetes engine with operational defaults, security governance, and multi-tenant tooling suitable for hybrid cloud environments. - **(2021)** [phoenixnap.com: Kubernetes vs OpenShift: Key Differences Compared 🌟](https://phoenixnap.com/blog/openshift-vs-kubernetes) [COMMUNITY-TOOL] β€” Breaks down core differences between vanilla Kubernetes and Red Hat OpenShift, evaluating deployment mechanics, security configurations (SCC vs RBAC), built-in routing, out-of-the-box monitoring, and support models. @@ -421,6 +464,13 @@ graph TD Deep dive into core Kubernetes architectures, detailing controller-manager reconciliation mechanisms, kube-scheduler filters, and API-driven status updates. Provides a technical reference for engineers wanting to design resource control loops and manage standard system interactions. +#### Fundamentals (1) + +??? note "cloud.google.com: What is Kubernetes? 🌟" + **[Access Resource](https://cloud.google.com/learn/what-is-kubernetes)** 🌟🌟🌟🌟🌟 | Level: Beginner + + A comprehensive foundation on Kubernetes, detailing its architectural pillars including the control plane, worker nodes, and declarative API engine. It outlines container scheduling, automated self-healing, and service discovery mechanisms essential for running resilient, modern cloud-native systems. + #### Orchestrator Comparison ??? note "nathanpeck.com: Why should I use an orchestrator like Kubernetes, Amazon ECS, or Hashicorp Nomad?" @@ -453,7 +503,7 @@ graph TD ### Migration and Modernization (1) -#### Anti-Patterns +#### Anti-patterns ??? note "infoq.com: 9 Ways to Fail at Cloud Native" **[Access Resource](https://www.infoq.com/presentations/fail-cloud-native-migration)** 🌟🌟🌟🌟 | Level: Advanced @@ -508,10 +558,10 @@ graph TD - **(2018)** [developers.redhat.com: Why Kubernetes is The New Application Server](https://developers.redhat.com/blog/2018/06/28/why-kubernetes-is-the-new-application-server) [NONE CONTENT] [COMMUNITY-TOOL] β€” This guide analyzes the transition from traditional enterprise application servers (like JBoss or WebSphere) to Kubernetes. It positions Kubernetes as the modern application server, handling routing, state management, and lifecycle patterns natively. ### Design Patterns (1) -#### Operators and Sidecars +#### Operators And Sidecars - **(2020)** [Operators and Sidecars Are the New Model for Software Delivery](https://thenewstack.io/operators-and-sidecars-are-the-new-model-for-software-delivery) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Discusses the architectural shift toward using the Sidecar pattern and Kubernetes Operators as standard software delivery mechanisms. This architecture segregates cross-cutting concerns like proxying, logging, and security away from application logic. -### Microservices (3) +### Microservices (4) #### Enterprise Solutions (1) @@ -549,7 +599,7 @@ graph TD ### Containerization (1) -#### Fundamentals (1) +#### Fundamentals (2) ??? note "opensource.com: 6 container concepts you need to understand" **[Access Resource](https://opensource.com/article/20/12/containers-101)** 🌟🌟🌟 | Level: Beginner @@ -579,7 +629,7 @@ graph TD ### Kubernetes Orchestration -#### Fundamentals (2) +#### Fundamentals (3) ??? note "loves.cloud: Kubernetes: An Introduction" **[Access Resource](https://loves.cloud/kubernetes-an-introduction)** 🌟🌟🌟 | Level: Beginner @@ -614,7 +664,7 @@ graph TD Evaluates a curated selection of Kubernetes command-line and cluster-level utilities designed to simplify debugging, manifest inspection, and deployment automation. Highlighting extensions like K9s, Helm, and Kubectl plugins, the article contrasts native Kubernetes CLI limits with accelerated platform-engineering workflows. -#### Multi-Cluster Strategy +#### Multi-cluster Strategy ??? note "jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud Kubernetes Strategy" **[Access Resource](https://devm.io/kubernetes/kubernetes-practical-implications-171647)** 🌟🌟🌟🌟 | Level: Advanced @@ -628,6 +678,13 @@ graph TD Discusses the evolution of the Kubernetes API and the growing necessity for user interfaces that abstract the complex YAML declarations. Explores trends like custom controllers, platform wrappers, and programmatic DSLs to simplify operations for non-expert system developers. +#### Technology Assessment + +??? note "thenewstack.io: Do I Really Need Kubernetes? 🌟" + **[Access Resource](https://thenewstack.io/do-i-really-need-kubernetes)** 🌟🌟🌟🌟 | Level: Intermediate + + Offers a pragmatic architectural counter-argument to automatic Kubernetes adoption. Evaluates alternatives such as managed serverless containers (ECS, Cloud Run) and PaaS solutions, analyzing whether the infrastructure scale justifies K8s operational complexity and platform engineering overhead. + ### Professional Development (1) #### Career Engineering (1) @@ -637,7 +694,7 @@ graph TD Outlines why containerization and container orchestration skills have transitioned from advanced operational specialties to core software development competencies. Highlights the industry-wide ubiquity of Docker and Kubernetes for consistent, reproducible builds across local and cloud environments. -### Technology Assessment +### Technology Assessment (1) #### Compute Paradigms @@ -650,7 +707,7 @@ graph TD ### Platform Comparison -#### OpenShift vs Kubernetes +#### Openshift Vs Kubernetes - **(2021)** [thenewstack.io: What’s the Difference Between Kubernetes and OpenShift?](https://thenewstack.io/kubernetes/whats-the-difference-between-kubernetes-and-openshift) [COMMUNITY-TOOL] β€” This architectural comparison highlights Red Hat's opinionated enterprise extensions built atop vanilla Kubernetes. It details how OpenShift integrates security defaults, built-in container registries, router mechanisms, and lifecycle management controls (OLM) out of the box. ## Data Engineering @@ -660,26 +717,6 @@ graph TD #### Cookbook - **(2023)** [cookbook.learndataengineering.com: The Data Engineering Cookbook](https://cookbook.learndataengineering.com/docs/05-CaseStudies) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive community cookbook gathering foundational data engineering designs, pipelines, and frameworks. Includes real-world infrastructure and data science architecture case studies, such as processing extreme datasets at CERN. -## DevOps and CICD - -### Continuous Integration - -#### Developer Experience - -??? note "shopify.engineering: Keeping Developers Happy with a Fast CI" - **[Access Resource](https://shopify.engineering/faster-shopify-ci)** 🌟🌟🌟🌟🌟 | Level: Advanced - - A case study from Shopify detailing the infrastructure and engineering effort required to maintain sub-minute continuous integration pipelines for large codebases. Explores parallelization techniques, test selection algorithms, and cache-optimization strategies that scale. - -### Microservices (4) - -#### Tooling Ecosystem - -??? note "hcltech.com: DevOps Tools and Technologies to Manage Microservices 🌟" - **[Access Resource](https://www.hcltech.com/blogs/devops-tools-and-technologies-manage-microservices)** 🌟🌟🌟🌟 | Level: Intermediate - - Maps out the comprehensive tooling stack required to manage complex microservice lifecycles. Details the intersection of build systems, container registries, service meshes, centralized logging (EFK/ELK), and distributed tracing tools (Jaeger) essential for observability. - ## DevOps Automation and Modern Systems Engineering ### Automation and Orchestration @@ -700,9 +737,9 @@ graph TD Reflects on the transformation of the system administrator role into Site Reliability Engineering (SRE), Platform Engineering, and DevOps roles. It highlights how infrastructure-as-code, GitOps, and high automation levels have reshaped the operational skills required to maintain state-of-the-art enterprise platforms. -### Infrastructure-as-Code +### Infrastructure-as-code -#### Self-Healing Systems +#### Self-healing Systems ??? note "thenewstack.io: Intention-as Code: Making Self-Healing Infrastructure Work" **[Access Resource](https://thenewstack.io/intention-as-code-making-self-healing-infrastructure-work)** 🌟🌟🌟🌟 | Level: Advanced @@ -711,7 +748,7 @@ graph TD ### Security and Governance -#### Policy-as-Code +#### Policy-as-code ??? note "thenewstack.io: Cloud Engineers Try Policy-as-Code to Cure Misconfiguration Woes" **[Access Resource](https://thenewstack.io/cloud-engineers-try-policy-as-code-to-cure-misconfiguration-woes)** 🌟🌟🌟🌟 | Level: Intermediate @@ -720,6 +757,13 @@ graph TD ### Software Engineering Principles +#### Developer Cognitive Load + +??? note "infoworld.com: Complexity is killing software developers" + **[Access Resource](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html)** 🌟🌟🌟 | Level: Intermediate + + Addresses the rising developer cognitive load induced by the sprawl of cloud-native configurations, tooling, and infrastructure details. Argues for developer-centric abstractions and internal developer platforms (IDPs) to insulate application developers from cloud complexity and boost velocity. + #### Programming Languages ??? note "enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021" @@ -741,7 +785,7 @@ graph TD #### Algorithms - **(2024)** [The Raft Consensus Algorithm 🌟](https://raft.github.io) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” An interactive educational visualizer for the Raft Consensus Algorithm, designed to be more understandable than Paxos. Covers leader election, log replication, safety mechanisms, and cluster membership changes in highly consistent databases. -## Edge and IoT Orchestration +## Edge and Iot Orchestration ### Embedded Software @@ -750,9 +794,14 @@ graph TD - **(2021)** [spectrum.ieee.org: How Software Is Eating the Car](https://spectrum.ieee.org/software-eating-car) [COMMUNITY-TOOL] β€” An industry analysis of software-defined vehicle (SDV) architectures. Investigates how safety-critical embedded frameworks are migrating toward virtualized hardware, container workloads, and modular microservices structures in advanced automotive systems. ## Emerging Technology +### Machine Learning + +#### Course + + - **(2024)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) [SPANISH CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Google's structured technical course on ML foundations. Covers gradient descent, model loss, deep neural networks, and scalable tensor processing, serving as an entry point for engineers integrating ML systems into modern APIs. ### Quantum Computing -#### Fundamentals (3) +#### Fundamentals (4) - **(2024)** [cope.es: El ejemplo de 'la moneda' con el que entender cΓ³mo funciona un ordenador cuΓ‘ntico: "SerΓ‘ una revoluciΓ³n"](https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Introduce los principios de la computaciΓ³n cuΓ‘ntica de manera accesible mediante la analogΓ­a de una moneda girando para ilustrar la superposiciΓ³n. Destaca el impacto potencial de los cΓΊbits frente a la computaciΓ³n clΓ‘sica. ## Frontend Architecture @@ -779,7 +828,7 @@ graph TD - **(2021)** [cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly](https://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle) [COMMUNITY-TOOL] β€” Unpacks the historical context of the 'Pets vs Cattle' cloud infrastructure analogy. Contrasts bespoke, manually maintained systems (pets) with standardized, automatically rebuilt, and ephemeral containerized node pools (cattle). ### Cloud Financials -#### FinOps +#### Finops - **(2023)** [theregister.com: Basecamp details 'obscene' $3.2 million bill that caused it to quit the cloud](https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill-that-saw-it-quit-cloud/270397) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Investigates 37signals' highly publicized exit from AWS public cloud infrastructure. Highlights the architectural transition back to owned bare-metal hardware, showcasing substantial cost reductions and FinOps optimization. ### Legacy @@ -869,7 +918,7 @@ graph TD - **(2023)** [infoworld.com: You can’t run away from technical debt](https://www.infoworld.com/article/2338860/you-cant-run-away-from-technical-debt.html) [COMMUNITY-TOOL] β€” Discusses the inevitability of technical debt as cloud environments and architectures naturally age. Argues that cloud adoption does not eliminate debt but merely shifts it to configuration, infrastructure, and IaC domains. ## Microservices (5) -### Anti-Patterns (1) +### Anti-patterns (1) #### Failure Modes @@ -879,7 +928,7 @@ graph TD - **(2021)** [world.hey.com: Disasters I've seen in a microservices world 🌟🌟](https://world.hey.com/joaoqalves/disasters-i-ve-seen-in-a-microservices-world-a9137a51) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A candid engineering post-mortem of catastrophic distributed systems architectures. It warns against over-engineered microservice boundaries, distributed transactions, massive latency chains, and premature optimization that results in 'distributed monoliths'. ### Data Management (2) -#### Event-Driven Architecture +#### Event-driven Architecture - **(2016)** [infoq.com: Turning Microservices Inside-Out](https://www.infoq.com/articles/microservices-inside-out) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” This piece outlines Martin Kleppmann's paradigm of 'turning the database inside-out'. It advocates for treating state logs as a first-class citizen, enabling downstream services to process and construct specialized read-optimized views. ### Design Patterns (3) @@ -890,10 +939,10 @@ graph TD #### Catalog - **(2021)** [javarevisited.blogspot.com: Top 10 Microservices Design Patterns and Principles - Examples](https://javarevisited.blogspot.com/2021/09/microservices-design-patterns-principles.html) [COMMUNITY-TOOL] β€” Explores 10 industry-standard microservices design patterns, providing concrete conceptual diagrams and usage examples for Database-per-Microservice, Event Sourcing, CQRS, Saga Orchestration, and the Backends-for-Frontends (BFF) topology. -#### DotNet +#### Dotnet - **(2021)** [dotnetcurry.com: Microservices Architecture Pattern 🌟](https://www.dotnetcurry.com/microsoft-azure/microservices-architecture) [COMMUNITY-TOOL] β€” Details implementing microservices architectures specifically utilizing modern .NET and Azure frameworks. It explores domain partitioning, local persistent storage designs, and event-driven communications mediated by Azure Service Bus. -#### Event-Driven +#### Event-driven - **(2021)** [zdnet.com: Why microservices need event-driven architecture](https://www.zdnet.com/article/when-microservices-need-event-driven-architecture) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the symbiotic relationship between microservices and event-driven patterns. Outlines how asynchronous event publication decoupled via brokers like Kafka or RabbitMQ mitigates tight runtime coupling, enhancing overall system fault tolerance and temporal scalability. #### Reference Architecture @@ -979,7 +1028,7 @@ graph TD Establishes a rigorous decision framework for migrating from monolithic systems to microservices, balancing organization size, domain boundaries, and cognitive load. The synthesis emphasizes that microservices should only be selected when parallel development velocity and independent horizontal scaling justify the added network complexity. -#### Fundamentals (4) +#### Fundamentals (5) ??? note "thenewstack.io: What Is Microservices Architecture?" **[Access Resource](https://thenewstack.io/microservices/what-is-microservices-architecture)** 🌟🌟🌟🌟 | Level: Beginner @@ -1017,7 +1066,7 @@ graph TD ### Disaster Recovery -#### Cloud-Native (1) +#### Cloud-native (1) - **(2023)** [thenewstack.io: Disaster Recovery Is Different for the Cloud](https://thenewstack.io/disaster-recovery-is-different-for-the-cloud) [LEGACY] β€” Highlights the key differences between legacy cold-standby disaster recovery models and modern, cloud-native active-active paradigms. Highlights regional replication, automatic failover orchestration, and chaotic failure injection. #### DevOps (1) @@ -1027,7 +1076,7 @@ graph TD ### Kubernetes (2) -#### Anti-Patterns (2) +#### Anti-patterns (2) - **(2024)** [paulbutler.org: The hater’s guide to Kubernetes](https://paulbutler.org/2024/the-haters-guide-to-kubernetes) [COMMUNITY-TOOL] β€” Offers a pragmatic, critical look at Kubernetes' administrative complexity. Outlines strategic advice for startups, warning against premature orchestration setup while detailing how to run lean, low-overhead Kubernetes deployments. #### Paradigms (1) @@ -1036,7 +1085,7 @@ graph TD #### Prerequisites - **(2022)** [thenewstack.io: Learn 12 Factor Apps Before Kubernetes](https://thenewstack.io/learn-12-factor-apps-before-kubernetes) [COMMUNITY-TOOL] β€” Argues that mastering cloud-native architectural patterns (such as 12-Factor principles) is essential before deploying workloads on complex container orchestration fabrics like Kubernetes to prevent broken anti-patterns. -#### Twelve-Factor App (1) +#### Twelve-factor App (1) - **(2022)** [acloudguru.com: Twelve-Factor Apps in Kubernetes](https://www.pluralsight.com/resources/blog/cloud/twelve-factor-apps-in-kubernetes) [COMMUNITY-TOOL] β€” Demonstrates mapping the 12-Factor framework directly onto Kubernetes primitives. Maps ConfigMaps and Secrets to Factor III (Config), and Deployments/ReplicaSets to Factor IX (Disposability). #### Workloads @@ -1048,7 +1097,7 @@ graph TD ## Platform Engineering (3) -### PaaS Solutions +### Paas Solutions #### Market Shifts @@ -1062,7 +1111,7 @@ graph TD #### GCP - **(2023)** [humanitec.com: Platform reference architecture on GCP](https://humanitec.com/reference-architectures) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Outlines enterprise platform blueprints tailored for Google Cloud Platform. Combines GKE, Cloud Run, and Secret Manager under a unified platform orchestrator layer to drive developer velocity while keeping governance secure. -### Self-Service +### Self-service #### Case Studies (1) @@ -1110,7 +1159,7 @@ graph TD Examines methodologies for containerizing and decomposing legacy applications into microservices. It highlights refactoring patterns, the strangler fig pattern, and the steps required to isolate state and transition monolithic database architectures to distributed cloud-native databases. -### Event-Driven Systems +### Event-driven Systems #### Asynchronous Messaging @@ -1219,7 +1268,7 @@ graph TD An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems. -### Full-Stack Fundamentals +### Full-stack Fundamentals #### Architectural Roles @@ -1239,7 +1288,7 @@ graph TD ### Web Development -#### NodeJS +#### Nodejs ??? note "NodeJS Best Practices (Spanish Translation)" **[Access Resource](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md)** 🌟🌟🌟🌟🌟 | Level: Advanced @@ -1258,7 +1307,7 @@ graph TD - **(2022)** [ubiqum.com: 20 Software Development Tools that will make you more productive](https://ubiqum.com/blog/20-software-development-tools-that-will-make-you-more-productive) [COMMUNITY-TOOL] β€” Curated technical list analyzing software development tools engineered to enhance engineering velocity. Explores IDE extensions, local container utilities, source control clients, and task automators critical for scaling developer operations. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md) -πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/istio.md b/v2-docs/istio.md index 1ad70483..2c9064cb 100644 --- a/v2-docs/istio.md +++ b/v2-docs/istio.md @@ -1,5 +1,5 @@ --- -description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and more β€” curated Cloud Native tools, guides and references." +description: "Curated, AI-ranked Istio resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Networking & Service Mesh)." --- # Istio - Service Mesh @@ -23,6 +23,13 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Istio Examples - **(2024)** [istiobyexample.dev 🌟](https://istiobyexample.dev) [COMMUNITY-TOOL] [GUIDE] β€” An exemplary repository of practical, real-world Istio deployment configurations. Provides direct templates for traffic routing, rate limiting, and mTLS security configurations, serving as an indispensable resource for platform teams building service mesh architectures. +## Cloud Native and Kubernetes + +### Networking and Edge Routing + +#### Gateway API + + - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) [GO / YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced architectural post demonstrating how Azure Application Gateway for Containers (AGC) integrates with Istio Service Mesh via Kubernetes Gateway API. It details how edge traffic routing seamlessly hands off to internal mesh proxy sidecars while preserving end-to-end mTLS and header-based routing. This integration is critical for high-security microservices topologies demanding zero-trust communication. ## Cloud Native Infrastructure ### Data Plane @@ -33,7 +40,10 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Installation - **(2022)** [getenvoy.io](https://www.envoyproxy.io/docs/envoy/latest/start/install) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Distribution platform providing certified binaries, installer packages, and bootstrapping resources for Envoy Proxy, facilitating direct deployments on local machines or hybrid container systems. -### Multi-Cluster +#### Proxy + + - **(2022)** [envoyproxy.io](https://www.envoyproxy.io) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Homepage for Envoy Proxy, the C++ cloud-native L7 edge and service proxy. Serving as the primary data plane for Istio and modern gateway tools, it offers unmatched extensibility, advanced load balancing, and dynamic runtime configuration. +### Multi-cluster #### Automation @@ -60,13 +70,16 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and - **(2021)** [thenewstack.io: Why Do You Need Istio When You Already Have Kubernetes? 🌟](https://thenewstack.io/why-do-you-need-istio-when-you-already-have-kubernetes) [COMMUNITY-TOOL] β€” A deep discussion outlining why standard Kubernetes routing resources fall short of handling sophisticated application-level routing. Demonstrates how Istio implements intelligent weight-based splitting, distributed tracing, and zero-trust policies out of the box. - **(2021)** [thenewstack.io: What Is Istio and Why Does Kubernetes Need it? 🌟](https://thenewstack.io/what-is-istio-and-why-does-kubernetes-need-it) [COMMUNITY-TOOL] β€” An introductory overview focusing on how Istio decouples communication concerns from business logic. Explains the operational benefits of shifting circuit breaking, telemetry collection, and dynamic routing into Envoy proxies. - **(2021)** [youtube: Istio & Service Mesh - simply explained in 15 mins 🌟](https://www.youtube.com/watch?v=16fgzklcF7Y&ab_channel=TechWorldwithNana) [COMMUNITY-TOOL] β€” A structured visual video tutorial explaining Istio's control plane (Istiod) and sidecar proxy data plane architecture. Delivers a high-level explanation of routing, security policies, and distributed telemetry collection within fifteen minutes. +#### Grpc + + - **(2021)** [useanvil.com: Load balancing gRPC in Kubernetes with Istio](https://www.useanvil.com/blog/engineering/load-balancing-grpc-in-kubernetes-with-istio) [COMMUNITY-TOOL] β€” Explains why traditional L4 Kubernetes service proxies fail to properly distribute traffic for HTTP/2-based gRPC connections. Details how Istio acts at Layer 7 to intelligently resolve multiplexed gRPC endpoints and distribute load evenly across backend pods. #### Industry Analysis - **(2021)** [thenewstack.io: Solo.io: Istio Is Winning the Service Mesh War](https://thenewstack.io/solo-io-istio-is-winning-the-service-mesh-war) [COMMUNITY-TOOL] β€” A comprehensive market analysis examining Istio's technical and community dominance over competitor service meshes. Highlights how deep integration with Kubernetes, rich feature sets, and aggressive industry backing cemented Istio as the dominant standard for service-to-service connectivity. #### Internals - **(2021)** [jimmysong.io: Understanding the Sidecar Injection, Traffic Intercepting & Routing Process in Istio](https://jimmysong.io/blog/sidecar-injection-iptables-and-traffic-routing) [COMMUNITY-TOOL] β€” A deep dive into the mechanics of sidecar injection, iptables configuration, and traffic redirection in Istio. Indispensable reading for platform architects needing to diagnose internal routing mechanisms or design custom networking overlays. -#### OpenShift +#### Openshift - **(2022)** [==github.com: Maistra Istio==](https://github.com/maistra/istio) ⭐ 94 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments. - **(2022)** [Maistra.io](https://maistra.io) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Documentation and portal hub for Maistra, a customized OpenShift-centric distribution of Istio. Enhances core Istio upstream distributions with multi-tenant control, platform-specific operators, and seamless integration with Red Hat identity frameworks. @@ -93,25 +106,13 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Tutorials - **(2022)** [freecodecamp.org: Learn Istio – How to Manage, Monitor, and Secure Microservices 🌟](https://www.freecodecamp.org/news/learn-istio-manage-microservices) [COMMUNITY-TOOL] β€” A structured, end-to-end tutorial designed to teach engineers how to deploy, monitor, and secure microservices using Istio. Covers key topics including canary releases, distributed tracing integration, and mutual TLS configuration. -#### gRPC - - - **(2021)** [useanvil.com: Load balancing gRPC in Kubernetes with Istio](https://www.useanvil.com/blog/engineering/load-balancing-grpc-in-kubernetes-with-istio) [COMMUNITY-TOOL] β€” Explains why traditional L4 Kubernetes service proxies fail to properly distribute traffic for HTTP/2-based gRPC connections. Details how Istio acts at Layer 7 to intelligently resolve multiplexed gRPC endpoints and distribute load evenly across backend pods. ## Continuous Delivery -### GitOps +### Gitops #### Progressive Delivery - **(2020)** [dev.to: A GitOps recipe for Progressive Delivery with Istio 🌟](https://dev.to/stefanprodan/a-gitops-recipe-for-progressive-delivery-2pa3) [COMMUNITY-TOOL] β€” A production-grade GitOps blueprint leveraging Flagger, Flux, and Istio to implement progressive canary deployments. Explores how continuous automated monitoring and Prometheus metrics validate rollouts and trigger instant rollbacks on error. -## Infrastructure - -### Networking - -#### Security (1) - -##### Egress Traffic - - - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Details the technical execution of isolating and managing external network endpoints from within a production Kubernetes banking cluster. Features strategies on proxy security, dynamic firewall rule sets, and compliance monitoring. ## Observability ### Continuous Profiling @@ -124,20 +125,12 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Deployment - **(2021)** [hackernoon.com: A Guide to Deploying Jaeger on Kubernetes in Production](https://hackernoon.com/a-guide-to-deploying-jaeger-on-kubernetes-in-production-0p2n3tub) [COMMUNITY-TOOL] β€” An operations guide detailing how to run Jaeger in high-traffic production environments on Kubernetes. Compares Elasticsearch and Cassandra storage backends and reviews the deployment of collectors and agents. -#### Jaeger - - - **(2026)** [Jaeger](https://www.jaegertracing.io) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The flagship Jaeger engine for distributed tracing, featuring comprehensive backend storage backends (Elasticsearch, Cassandra) and advanced UI query panels for deep dive transaction forensics. -#### OpenTelemetry +#### Opentelemetry - **(2022)** [hackernoon.com: How To Use OpenTelemetry And Jaeger To Implement Distributed Tracing And APM](https://hackernoon.com/how-to-use-opentelemetry-and-jaeger-to-implement-distributed-tracing-and-apm-jcx34fi) [COMMUNITY-TOOL] β€” An integration tutorial illustrating how to link OpenTelemetry APIs with Jaeger collectors. Outlines architectural best practices for standardizing traces, contextual metadata, and spans across polyglot microservice environments. -### Log Management - -#### Visualization - - - **(2026)** [Kibana](https://www.elastic.co/kibana) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” The industry-standard data visualization and exploration dashboard designed specifically for Elastic Stack and OpenSearch engines. Enables deep analytical queries, log visualization, machine learning anomalies detection, and application performance monitoring (APM) reporting. ### Service Mesh (3) -#### Visualization (1) +#### Visualization - **(2023)** [==github.com: kiali==](https://github.com/kiali/kiali) ⭐ 3617 [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic routing mechanisms directly within Istio. - **(2022)** [kiali.io](https://kiali.io) [DOCUMENTATION] [COMMUNITY-TOOL] β€” Homepage for Kiali, the primary management and visualization console for Istio. Delivers dynamic physical and logical topology maps, active health metrics, and direct configurations diagnostic tracking. @@ -163,7 +156,7 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Architecture (2) - **(2023)** [istio.io: Learn Microservices using Kubernetes and Istio 🌟](https://istio.io/latest/docs/examples/microservices-istio) [COMMUNITY-TOOL] [GUIDE] β€” Official tutorial illustrating how to orchestrate multi-language microservices inside Kubernetes using Istio to handle service discovery, fault injection, and dynamic traffic routing. -### Networking (1) +### Networking #### API Gateway (2) @@ -177,6 +170,7 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Traffic Management (2) - **(2026)** [==github.com: Istio==](https://github.com/istio/istio) ⭐ 38217 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Main repository containing Istio's unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress, and mutual TLS. + - **(2026)** [Istio.io](https://istio.io) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Home of the de facto standard open-source service mesh. Implements a uniform plane for managing, securing, and routing microservices traffic across hybrid cloud container clusters. #### Troubleshooting - **(2021)** [karlstoney.com: Istio 503's with UC's and TCP Fun Times](https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” High-impact technical case study investigating intermittent HTTP 503 errors and connection closure (UC) challenges under high TCP load inside Istio service meshes. Excellent deep-dive into sidecar race conditions. @@ -185,11 +179,12 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and #### Monitoring - **(2021)** [sysdig.com: How to monitor Istio, the Kubernetes service mesh](https://www.sysdig.com/blog/monitor-istio) [COMMUNITY-TOOL] [GUIDE] β€” Operational overview focused on gathering metrics from the Istio control plane (Istiod) and sidecar proxies. Synthesizes standard Prometheus configurations to target golden signals. -### Red Hat OpenShift +### Red Hat Openshift #### Enterprise Platforms - **(2024)** [Red Hat Developer: Istio Service Mesh](https://developers.redhat.com/topics/service-mesh) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Red Hat's developer hub offering deep integration architectures for managing Red Hat OpenShift Service Mesh. Synthesizes Istio, Kiali, and Jaeger into an enterprise-ready networking stack. + - **(2020)** [blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What you should know 🌟](https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know) [COMMUNITY-TOOL] β€” Announcement detailing the GA availability of Red Hat OpenShift Service Mesh. Explains the integrated packaging of Istio, Envoy, and Jaeger under OpenShift's strict security paradigms. #### Observability (2) - **(2020)** [openshift.com: Monitoring Services like an SRE in OpenShift ServiceMesh Part 2: Collecting Standard Metrics 🌟](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step SRE manual describing standard metrics collection (latency, error rates, throughput) across an enterprise OpenShift Service Mesh. Leveraging Prometheus and Kiali telemetry mappings. @@ -205,7 +200,7 @@ description: "Top Istio resources for 2026, AI-ranked: Envoy Gateway, Jaeger and - **(2023)** [redhat-scholars: istio-tutorial 🌟](https://github.com/redhat-scholars/istio-tutorial) ⭐ 1206 [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive scenario-driven learning path designed by Red Hat. Covers service deployment, routing, traffic splitting, canary deployments, circuit breakers, and advanced security models using Envoy. --- -πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) +πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) -πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/java-and-java-performance-optimization.md b/v2-docs/java-and-java-performance-optimization.md index c1546a7b..26e2c98a 100644 --- a/v2-docs/java-and-java-performance-optimization.md +++ b/v2-docs/java-and-java-performance-optimization.md @@ -1,5 +1,5 @@ --- -description: "Top Java And Java Performance Optimization resources for 2026, AI-ranked: Byteman, Jillegal OffHeap Module and more β€” curated Cloud Native tools, guides and." +description: "Top Java And Java Performance Optimization resources for 2026, AI-ranked: Byteman, Running Jenkins on Java 11 and more β€” curated Cloud Native tools, guides and." --- # Java and Memory Management @@ -25,6 +25,16 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(None)** [](https://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem. - [DZone: Understanding the Java Memory Model and Garbage Collection 🌟](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Understanding the Java Memory Model and Garbage Collection 🌟 in the Kubernetes Tools ecosystem. - [DZone: Memory Leaks and Java Code](https://dzone.com/articles/memory-leak-andjava-code) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Memory Leaks and Java Code in the Kubernetes Tools ecosystem. +## CICD + +### Jenkins Management + +#### Infrastructure Upgrades + + - **(2019)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11) [LEGACY] β€” Comprehensive administration runbook describing JVM upgrade pathways from Java 8 to Java 11. Addresses class-loading modifications, modularization parameters, and deprecated agent arguments. +#### JVM Performance Tuning + + - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Critical infrastructure advisory detailing memory allocation and G1GC GC argument tuning for massive Jenkins instances. Provides ready-to-use flag structures to eliminate long-duration Stop-The-World JVM freezes. ## Cloud Native Infrastructure ### Kubernetes @@ -47,12 +57,12 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(2021)** [vladmihalcea.com: How to tunnel localhost to the public Internet](https://vladmihalcea.com/tunnel-localhost-public-internet) [COMMUNITY-TOOL] β€” A practical guide explaining how to tunnel local developer server environments to the public internet using tools like ngrok and SSH reverse forwarding. It details routing steps necessary to test webhook integrations, third-party platform callbacks, and mobile application APIs. ## JVM Architecture -### Ahead-of-Time Compilation +### Ahead-of-time Compilation #### Diagnostics - **(2021)** [developers.redhat.com: JDK Flight Recorder support for GraalVM Native Image: The journey so far 🌟](https://developers.redhat.com/articles/2021/07/23/jdk-flight-recorder-support-graalvm-native-image-journey-so-far) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Highlights runtime monitoring capabilities for Ahead-of-Time (AOT) compiled Java applications. Explains how native binaries built with GraalVM leverage JFR events to expose custom runtime execution metrics. -### High-Performance Systems +### High-performance Systems #### Thread Affinity @@ -72,26 +82,8 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(2023)** [speakerdeck.com: Profiling a Java Application @DevDays 2023 | Victor Rentea](https://speakerdeck.com/victorrentea/profiling-a-java-application-at-devdays-2023) [COMMUNITY-TOOL] β€” Deep presentation deck outlining hands-on strategies for profiling complex enterprise Java deployments. Explores diagnosing thread contention, locking bottlenecks, heap leaks, and high JIT compilation latency. - **(2020)** [developers.redhat.com: Get started with JDK Flight Recorder in OpenJDK 8u 🌟](https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u) [ADVANCED LEVEL] [LEGACY] β€” Explores backporting JDK Flight Recorder to OpenJDK 8u, enabling low-overhead hardware and software event monitoring in production environments. Demonstrates negligible performance drag (<1%) compared to legacy profilers. -## Java Platform - -### Runtime and JVM - -#### Garbage Collection (1) - - - **(2021)** [kstefanj.github.io: GC progress from JDK 8 to JDK 17](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive technical evaluation tracking the performance evolution and design changes of garbage collectors from JDK 8 to JDK 17. The analysis highlights significant throughput gains, memory footprint reductions, and sub-millisecond pause-time optimizations achieved in modern G1 and ZGC algorithms, making Java 17 highly optimized for containerized microservice execution environments. ## Observability (1) -### Application Monitoring - -#### Java Diagnostics - - - **(2020)** [Debugging Java Applications On OpenShift and Kubernetes](https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Investigates techniques for profiling and debugging remote Java applications running on Kubernetes pods. Walks through port-forwarding JDWP connections and using CLI profiling utilities. -#### Java Performance - - - **(2026)** [tier1app.com](https://tier1app.com) [NONE CONTENT] [COMMUNITY-TOOL] β€” Platform behind core JVM diagnostic tools such as GCEasy, FastThread, and HeapHero. Provides automated analysis of GC logs, thread dumps, and heap dumps to resolve memory leaks and performance bottlenecks. - - **(2026)** [FastThread.io](https://fastthread.io) [NONE CONTENT] [COMMUNITY-TOOL] β€” An automated engine designed to diagnose JVM thread dumps. Resolves thread lock contention, transaction delays, and thread starvation bottlenecks in Kubernetes-hosted enterprise Java services. - - **(2026)** [gceasy.io 🌟](https://gceasy.io) [NONE CONTENT] [COMMUNITY-TOOL] β€” An advanced JVM garbage collection log analyzer. Uses machine learning algorithms to evaluate GC pauses, throughput, and memory trends, delivering actionable tuning recommendations for JVM sizing and GC algorithms (G1GC, ZGC). - - **(2026)** [heaphero.io](https://heaphero.io) [NONE CONTENT] [COMMUNITY-TOOL] β€” An instant heap dump analyzer that processes HPROF and system files to isolate leaking data structures. Generates visual memory maps to point out waste and duplicate objects in JVM workloads. ### Application Performance Monitoring #### Spring Boot @@ -125,7 +117,7 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- #### Language Fundamentals - **(2021)** [freecodecamp.org: Learn the Basics of Java Programming](https://www.freecodecamp.org/news/learn-the-basics-of-java-programming) [COMMUNITY-TOOL] [GUIDE] β€” Introductory guide to Java development kit setup, language syntax, primitive types, control flows, object-oriented concepts, and basic error handling patterns. -#### Object-Oriented Programming +#### Object-oriented Programming - **(2021)** [freecodecamp.org: Advanced Object-Oriented Programming in Java – Full Book](https://www.freecodecamp.org/news/object-oriented-programming-in-java) [COMMUNITY-TOOL] [GUIDE] β€” Advanced curriculum covering deep encapsulation, inheritance hierarchies, abstract factories, polymorphical design patterns, interfaces, and SOLID architectural design principles in Java. ### Testing @@ -137,12 +129,12 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- ### Java Virtual Machine -#### Diagnostics and Troubleshooting +#### Diagnostics And Troubleshooting - **(2024)** [Byteman](https://byteman.jboss.org) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A highly robust runtime bytecode injection tool utilizing JBoss rule engines to trace, test, and inject faults into live Java applications. By using Event-Condition-Action (ECA) rules without requiring source code modifications, it remains a vital instrument for simulating extreme edge cases, chaos engineering, and tracing complex cloud microservices. - **(2021)** [developers.redhat.com: A faster way to access JDK Flight Recorder data](https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-recorder-data) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical review of modern JVM Flight Recorder streaming capabilities. It reviews strategies for consuming real-time telemetry events via Java in-memory APIs, offering low-latency, zero-overhead diagnostic monitoring without relying on bulky local file dumps. - **(2020)** [developers.redhat.com: Collect JDK Flight Recorder events at runtime with JMC Agent 🌟](https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A detailed Red Hat guide walking through real-time runtime JVM tracing using the JMC Agent. It explains how to dynamically inject custom JDK Flight Recorder (JFR) event declarations into third-party libraries and production codebases on-the-fly, bypassing the need for restarts or manual instrumentation. -#### Garbage Collection (2) +#### Garbage Collection (1) - **(2011)** [javarevisited.blogspot.com: How Garbage Collection works in Java? Explained (2011)](https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html) [COMMUNITY-TOOL] β€” A fundamental learning resource explaining basic JVM Garbage Collection loops, young-and-old generational divisions, and classic algorithms (such as Serial and Parallel collectors). While standard for conceptual onboarding, developers should supplement this material with modern G1GC and low-latency concurrent garbage collectors. #### Memory Management (1) @@ -155,7 +147,7 @@ description: "Top Java And Java Performance Optimization resources for 2026, AI- - **(2020)** [developers.redhat.com: Checkpointing Java from outside of Java](https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An exploration of JVM checkpoint/restore methodologies focusing on Coordinated Restore at Checkpoint (CRaC) and external CRIU mechanisms. This approach enables instantaneous microservice startup by taking cold snapshots of memory, dramatically lowering latency penalties in serverless deployments. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/java_app_servers.md b/v2-docs/java_app_servers.md index 0a5ff8b1..b066aed8 100644 --- a/v2-docs/java_app_servers.md +++ b/v2-docs/java_app_servers.md @@ -19,14 +19,14 @@ description: "Top Java_App_Servers resources for 2026, AI-ranked: Payara Micro, - [Dzone: Jakarta EE & Wildfly Running on Kubernetes](https://dzone.com/articles/jakarta-ee-amp-wildfly-running-on-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Jakarta EE & Wildfly Running on Kubernetes in the Kubernetes Tools ecosystem. ## Cloud DevOps -### CI-CD Pipelines +### CICD #### Build Environments ##### Runtime Configuration - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) [SPANISH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates how to dynamically install Java 23 onto Azure DevOps pipeline agents using automated setup tasks. In 2026, using localized runtime installation tasks is preferred over relying on pre-baked VM images, allowing pipelines to remain flexible and easily adapt to new framework versions. -## Cloud-Native Java +## Cloud-native Java ### Runtimes @@ -40,28 +40,15 @@ description: "Top Java_App_Servers resources for 2026, AI-ranked: Payara Micro, ##### Docker (1) - **(2026)** [Payara](https://hub.docker.com/r/payara/server-full) 🌟🌟🌟 [LEGACY] β€” The official Docker Hub repository for Payara Server Full, providing ready-made container images for complete Jakarta EE runtime capabilities. Live Grounding shows its primary use in legacy system migration, allowing enterprise operations to orchestrate monolithic workloads with modern container tooling. -#### WildFly +#### Wildfly ##### Developer Workflow - **(2021)** [opensource.com: Get started with WildFly for Java web development](https://opensource.com/article/21/7/wildfly) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory guide on using WildFly for web application development, demonstrating fast setup and deploy loops. Live Grounding indicates its practical value for developers looking to run traditional web-profiles on modular container frameworks without heavy J2EE runtime friction. - **(2026)** [**WildFly**](https://www.wildfly.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The project homepage for WildFly, Red Hat's open-source application server executing modern Jakarta EE specifications. Live Grounding highlights WildFly as a high-performance, modular system featuring fast startup and low memory usage, heavily favored for container deployments. -## Enterprise Java - -### Runtimes (1) - -#### Apache TomEE - - - **(2026)** [TomEE from Tomitribe](https://tomee.apache.org) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Apache TomEE is a lightweight, certified Jakarta EE and MicroProfile implementation built on Apache Tomcat. It merges Tomcat's speed and small footprint with full Java Enterprise capabilities, including CDI, JTA, and JPA, making it ideal for microservice deployments requiring standardized API layers. -#### KumuluzEE - - - **(2026)** [KumuluzEE](https://ee.kumuluz.com) [JAVA CONTENT] [COMMUNITY-TOOL] β€” An award-winning, lightweight microservice framework that enables standard Java EE APIs to run as independent, containerized applications. It focuses on modular, plug-and-play architecture, bypassing heavy runtime components to achieve fast startup times and minimal cloud resource utilization. -#### Payara Server (1) - - - **(2026)** [Payara](https://payara.fish) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Payara Server and Payara Micro provide high-performance, container-friendly environments for running Jakarta EE and MicroProfile workloads. Designed for critical production architectures, it supports built-in clustering, hazelcast-powered data grids, and auto-tuning capabilities inside Kubernetes deployments. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) -πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md) +πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) diff --git a/v2-docs/java_frameworks.md b/v2-docs/java_frameworks.md index 5e930381..cf3b4c89 100644 --- a/v2-docs/java_frameworks.md +++ b/v2-docs/java_frameworks.md @@ -15,7 +15,6 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### General Reference - - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟 in the Kubernetes Tools ecosystem. - [reddit.com/r/java](https://www.reddit.com/r/java) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/java in the Kubernetes Tools ecosystem. - [dzone: Java Creator James Gosling Interview](https://dzone.com/articles/java-creator-james-gosling-interview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Java Creator James Gosling Interview in the Kubernetes Tools ecosystem. - [dzone: Choosing Library To Build Rest API in Java](https://dzone.com/articles/building-rest-api-in-java) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Choosing Library To Build Rest API in Java in the Kubernetes Tools ecosystem. @@ -29,6 +28,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l - [dzone: Spring Cloud Config Server on Kubernetes (Part 1)](https://dzone.com/articles/spring-cloud-config-server-on-kubernetes-part-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Spring Cloud Config Server on Kubernetes (Part 1) in the Kubernetes Tools ecosystem. - [dzone: Build a Java REST API With Quarkus](https://dzone.com/articles/build-a-java-rest-api-with-quarkus) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Build a Java REST API With Quarkus in the Kubernetes Tools ecosystem. - [dzone: A Java developer's guide to Quarkus](https://dzone.com/articles/a-java-developers-guide-to-quarkus) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Java developer's guide to Quarkus in the Kubernetes Tools ecosystem. + - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟 in the Kubernetes Tools ecosystem. - [dzone: Microservices: Quarkus vs. Spring Boot](https://dzone.com/articles/microservices-quarkus-vs-spring-boot) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Microservices: Quarkus vs. Spring Boot in the Kubernetes Tools ecosystem. - [dzone: The Best Java Testing Frameworks to focus in 2021](https://dzone.com/articles/the-best-java-testing-frameworks-to-focus-in-2021) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: The Best Java Testing Frameworks to focus in 2021 in the Kubernetes Tools ecosystem. ## Cloud Native @@ -50,7 +50,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### Case Study - **(2023)** [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) ⭐ 354 [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive practical blueprint mapping out the refactoring of monolithic architectures to Kubernetes-native services. Demonstrates key modernization steps including structural separation of services, data partitioning, and ingress configuration. This project is highly referenceable as a hands-on pedagogical resource for architectural transitions. -## Cloud-Native Platforms +## Cloud-native Platforms ### Java Microservices @@ -88,6 +88,9 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### Manifest Generation - **(2025)** [**Dekorate**](https://dekorate.io) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An annotation-based code generation tool that automatically creates Kubernetes manifests (YAML, JSON) during compile time. By decorating Java code directly, developers can emit Deployment, Service, and Ingress templates without leaving their IDEs. While highly convenient for Java-centric shops, it can obscure platform-level complexities that DevOps teams may need to manage externally. +#### Maven Integration + + - **(2025)** [**JKube**](https://eclipse.dev/jkube) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Eclipse JKube is a collection of plugins and libraries used for building container images and generating Kubernetes manifests out of Java projects. Successor to the popular Fabric8 Maven Plugin, it integrates natively into Maven and Gradle builds. In 2026, it remains a robust enterprise choice for teams seeking to automate image builds and deployments directly from their existing JVM build pipelines. #### Orchestration Tooling - **(2025)** [==Skaffold --generate-manifests==](https://skaffold.dev/docs/pipeline-stages/init) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Detail on Skaffold's `--generate-manifests` capability, which facilitates local build and deployment orchestration on Kubernetes. This tool manages the developer inner loop by tracking local code modifications, triggering rebuilding/tagging of images, and automating deployments. It has become an industry standard for continuous local feedback loops in multi-service local environments. @@ -122,17 +125,17 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### Market Analysis - **(2022)** [Best Java Frameworks Solutions](https://www.peerspot.com/categories/java-frameworks) [JAVA CONTENT] [COMMUNITY-TOOL] β€” A curated directory compiling enterprise evaluations and peer reviews of leading Java frameworks. It contrasts Spring, Jakarta EE, Quarkus, and Micronaut along critical axes such as developer experience, memory footprint, cold-start latencies, and containerization maturity. -### JBoss EAP - -#### Development Environment - - - **(2020)** [developers.redhat.com: Develop Eclipse MicroProfile applications on Red Hat JBoss Enterprise Application Platform Expansion Pack 1.0 with Red Hat CodeReady Workspaces](https://developers.redhat.com/blog/2020/07/01/develop-eclipse-microprofile-applications-on-red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-with-red-hat-codeready-workspaces) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Guides engineers in deploying MicroProfile-based applications on Red Hat JBoss EAP Expansion Pack. It illustrates how to leverage cloud-integrated environments such as CodeReady Workspaces to run, test, and containerize certified enterprise services inside Kubernetes namespaces. ### Jakarta EE #### Core Platform - **(2019)** [developers.redhat.com: Jakarta EE 8: The new era of Java EE explained](https://developers.redhat.com/blog/2019/09/12/jakarta-ee-8-the-new-era-of-java-ee-explained) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Explains the transition of Java EE to the Eclipse Foundation as Jakarta EE 8. While maintaining API compatibility with Java EE 8, it established the open governance model and vendor-neutral IP processes required for subsequent namespace evolution and cloud-native specification delivery. -### MicroProfile +### Jboss EAP + +#### Development Environment + + - **(2020)** [developers.redhat.com: Develop Eclipse MicroProfile applications on Red Hat JBoss Enterprise Application Platform Expansion Pack 1.0 with Red Hat CodeReady Workspaces](https://developers.redhat.com/blog/2020/07/01/develop-eclipse-microprofile-applications-on-red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-with-red-hat-codeready-workspaces) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Guides engineers in deploying MicroProfile-based applications on Red Hat JBoss EAP Expansion Pack. It illustrates how to leverage cloud-integrated environments such as CodeReady Workspaces to run, test, and containerize certified enterprise services inside Kubernetes namespaces. +### Microprofile #### Framework Standard @@ -150,10 +153,19 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l - **(2021)** [developers.redhat.com: Spring Boot on Quarkus: Magic or madness?](https://developers.redhat.com/blog/2021/02/09/spring-boot-on-quarkus-magic-or-madness) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Evaluates the Quarkus extension layer designed to process Spring API annotations. This architecture allows developers to reuse Spring Web, Security, and DI code while benefiting from Quarkus's ultra-low memory usage, rapid boot times, and optimized GraalVM native builds. ### Runtimes -#### WildFly Swarm +#### Apache Tomee + + - **(2026)** [TomEE from Tomitribe](https://tomee.apache.org) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Apache TomEE is a lightweight, certified Jakarta EE and MicroProfile implementation built on Apache Tomcat. It merges Tomcat's speed and small footprint with full Java Enterprise capabilities, including CDI, JTA, and JPA, making it ideal for microservice deployments requiring standardized API layers. +#### Kumuluzee + + - **(2026)** [KumuluzEE](https://ee.kumuluz.com) [JAVA CONTENT] [COMMUNITY-TOOL] β€” An award-winning, lightweight microservice framework that enables standard Java EE APIs to run as independent, containerized applications. It focuses on modular, plug-and-play architecture, bypassing heavy runtime components to achieve fast startup times and minimal cloud resource utilization. +#### Payara Server + + - **(2026)** [Payara](https://payara.fish) [JAVA CONTENT] [COMMUNITY-TOOL] β€” Payara Server and Payara Micro provide high-performance, container-friendly environments for running Jakarta EE and MicroProfile workloads. Designed for critical production architectures, it supports built-in clustering, hazelcast-powered data grids, and auto-tuning capabilities inside Kubernetes deployments. +#### Wildfly Swarm - **(2018)** [RedHat’s WildFly Swarm](https://wildfly-swarm.io) [JAVA CONTENT] [LEGACY] β€” WildFly Swarm (subsequently renamed Thorntail) was Red Hat's early approach to packaging Java EE apps as customized, self-contained executable JARs. This project is now archived and deprecated, with Red Hat channeling cloud-native engineering resources toward Quarkus. -## Event-Driven Architecture +## Event-driven Architecture ### Distributed Transactions @@ -289,8 +301,21 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l #### Javadoc - **(2021)** [openjdk.java.net: JEP 413: Code Snippets in Java API Documentation](https://openjdk.org/jeps/413) [JAVA CONTENT] [COMMUNITY-TOOL] β€” This proposal details JEP 413, introducing the `@snippet` tag for Java API documentation. By allowing the integration of validated, syntax-highlighted code snippets directly from external source files or internal blocks, it replaces fragile HTML `
` tags, streamlining the documentation-as-code workflow for large enterprise platforms.
+### Runtime and JVM
+
+#### Garbage Collection
+
+  - **(2021)** [kstefanj.github.io: GC progress from JDK 8 to JDK 17](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical evaluation tracking the performance evolution and design changes of garbage collectors from JDK 8 to JDK 17. The analysis highlights significant throughput gains, memory footprint reductions, and sub-millisecond pause-time optimizations achieved in modern G1 and ZGC algorithms, making Java 17 highly optimized for containerized microservice execution environments.
 ## Kubernetes and Cloud Native
 
+### CICD
+
+#### Continuous Deployment
+
+  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD: Kubernetes Continuous Deployment for Microservices](https://devm.io/blog) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part two of the microservices CI/CD series, detailing continuous deployment onto active Kubernetes clusters. Focuses on orchestrating declarative manifest YAML files, configuring deployment strategies like rolling updates, and handling Kubernetes secrets securely.
+#### Dockerization
+
+  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](https://devm.io/microservices/cicd-microservices-docker-162408) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Details optimal Docker containerization patterns for Spring Boot microservices, addressing multi-stage image builds, layer caching, and minimizing runtime footprint sizes. It shows how to design pipeline steps to generate secure, unprivileged OCI-compliant container images.
 ### Microservices (1)
 
 #### Best Practices
@@ -330,7 +355,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
 #### Logging (3)
 
   - **(2026)** [==logbook==](https://github.com/zalando/logbook) ⭐ 2048  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensible Java library developed by Zalando for logging HTTP requests and responses. In 2026, Logbook is a de facto standard for security compliance and audit logging in distributed environments, providing clean, structured JSON payloads with context-safe credential masking.
-#### MicroProfile (1)
+#### Microprofile (1)
 
   - **(2021)** [Red Hat Thorntail](https://thorntail.io) [JAVA CONTENT]  [LEGACY] β€” Formerly known as WildFly Swarm, Thorntail was Red Hat's early MicroProfile runtime. In 2026, Thorntail is entirely deprecated and archived. Red Hat has transitioned its engineering effort and user community to Quarkus, which serves as the modern standard for fast cloud-native Java.
 #### Migrations
@@ -340,7 +365,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
 
   - **(2021)** [piotrminkowski.com: Quarkus Tips, Tricks and Techniques 🌟](https://piotrminkowski.com/2021/10/12/quarkus-tips-tricks-and-techniques) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A curated blog post packed with tips, tricks, and advanced architectural patterns for Quarkus developers. It highlights key features like reactive programming, Panache ORM, and Quarkus Dev Services. 2026 practices emphasize using Dev Services to automatically spin up Testcontainers dynamically.
   - **(2021)** [infoq.com: Kubernetes Native Java with Quarkus](https://www.infoq.com/articles/native-java-quarkus) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive analysis of running native Java workloads on Kubernetes. It covers ahead-of-time (AOT) compilation trade-offs and build pipelines. In 2026, these native compilation profiles are standard practice, ensuring enterprise Java workloads start in milliseconds and use minimal memory.
-#### Quarkus vs Spring
+#### Quarkus Vs Spring
 
   - **(2021)** [developers.redhat.com: Why should I choose Quarkus over Spring for my microservices?](https://developers.redhat.com/articles/2021/08/31/why-should-i-choose-quarkus-over-spring-my-microservices) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical comparison explaining the advantages of Quarkus over Spring for cloud-native Java workloads. While Spring Boot 3 has improved native compilation, Quarkus remains highly competitive in 2026 for serverless startup time, memory footprints, and GraalVM build optimization.
 #### Reactive Programming (1)
@@ -387,7 +412,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
   - **(2022)** [javatechonline.com: Making Java easy to learn - OOPs Design Principles](https://javatechonline.com/oops-principles-oops-design-principles) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An in-depth guide on SOLID design principles and Object-Oriented Programming (OOP) methodologies. This resource links core design patterns to system modularity and maintainability, providing developers with the tools to construct long-term, evolvable software systems.
 ### JVM Internals
 
-#### Garbage Collection
+#### Garbage Collection (1)
 
   - **(2021)** [developers.redhat.com: Shenandoah in OpenJDK 17: Sub-millisecond GC pauses](https://developers.redhat.com/articles/2021/09/16/shenandoah-openjdk-17-sub-millisecond-gc-pauses) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This Red Hat engineering analysis covers Shenandoah GC in OpenJDK 17. It details how the garbage collector achieves sub-millisecond pauses by performing evacuation and compacting concurrently with active application threads, making it ideal for low-latency Java microservices.
   - **(2021)** [tschatzl.github.io: JDK 17 G1/Parallel GC changes](https://tschatzl.github.io/2021/09/16/jdk17-g1-parallel-gc-changes.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An expert analysis on GC improvements within JDK 17, specifically targeting the G1 and Parallel garbage collectors. It explains the runtime optimizations that reduce memory footprints, improve memory reclaiming speeds, and stabilize GC latency during containerized workloads.
@@ -416,7 +441,8 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
 #### Licensing
 
   - **(2021)** [Oracle Java](https://www.oracle.com/java/technologies/java-se-glance.html) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details Oracle's licensing pivot with the introduction of the No-Fee Terms and Conditions (NFTC) license for JDK 17. The analysis explains how this license permits free production usage, easing previous compliance friction for enterprise environments.
-#### OpenJDK Support
+  - **(2018)** [Oracle's Java 11 trap - Use OpenJDK instead! 🌟](https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A highly discussed warning article regarding the commercial risks associated with using Oracle JDK 11 without a paid subscription. The piece strongly urges teams to migrate standard JVM deployments to community OpenJDK distributions to maintain licensing compliance.
+#### Openjdk Support
 
   - **(2018)** [developers.redhat.com: The future of Java and OpenJDK updates without Oracle support](https://developers.redhat.com/blog/2018/09/24/the-future-of-java-and-openjdk-updates-without-oracle-support) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's strategic statement on taking over the stewardship of OpenJDK updates (specifically JDK 8 and JDK 11) after Oracle's support cycles. It outlines Red Hat's commitment to community-driven, enterprise-grade, open-source Java runtimes suitable for cloud native microservices.
 #### Roadmaps
@@ -430,7 +456,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
 #### Migration (1)
 
   - **(2019)** [All You Need To Know For Migrating To Java 11](https://nipafx.dev/java-11-migration-guide) [JAVA CONTENT]  [LEGACY] β€” A granular, highly practical developer migration handbook for transitioning older codebases from Java 8 to Java 11. It highlights class path vs module path adjustments, removed APIs, and deprecated flags essential for upgrading core software systems.
-#### Syntax and Features
+#### Syntax And Features
 
   - **(2022)** [foojay.io: Top 10 Java Language Features](https://foojay.io/today/top-10-java-language-features) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Curates the top ten most impactful modern language features in Java. Highlighting functional programming enhancements, records, pattern matching, and var inference, this guide demonstrates how modern Java matches the developer ergonomics of younger languages.
   - **(2021)** [marcobehler.com: Java Versions and Features 🌟](https://www.marcobehler.com/guides/a-guide-to-java-versions-and-features) [JAVA CONTENT]  [LEGACY] β€” A structured developer guide tracing major feature updates and API additions across Java versions from JDK 8 up to modern LTS releases. Highly useful for architects evaluating migration paths, refactoring legacy codebases, or choosing compile-time targets.
@@ -496,14 +522,14 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
 #### JDBC
 
   - **(2020)** [javarevisited.blogspot.com: 10 JdbcTemplate Examples in Spring Framework](https://javarevisited.blogspot.com/2020/05/10-jdbctemplate-examples-in-spring.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides ten practical coding patterns for leveraging Spring's robust `JdbcTemplate`. It highlights how the framework automates SQL connection pool resource management, handles query mapping, and converts vendor-specific SQL exceptions into standard Spring-based exceptions.
-### GraalVM
+### Graalvm
 
 #### Native Image
 
   - **(2020)** [Spring Boot native images. The path towards Spring Boot native applications](https://spring.io/blog/2020/06/10/the-path-towards-spring-boot-native-applications) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details Spring's path towards compiling JVM applications into GraalVM native binaries. By executing class-path analysis and proxy initialization at compile time, native compilation minimizes memory overhead and scales startup times down to milliseconds, transforming Java's serverless viability.
 ### Interoperability (1)
 
-#### MicroProfile (2)
+#### Microprofile (2)
 
   - **(2018)** [developers.redhat.com: Eclipse MicroProfile for Spring Boot developers](https://developers.redhat.com/blog/2018/11/21/eclipse-microprofile-for-spring-boot-developers) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A mapping reference designed to help Spring Boot developers translate standard Spring concepts into Eclipse MicroProfile equivalents. It details how CDI annotation-driven injection patterns align with Spring's dependency injection mechanisms, easing cross-framework platform migrations.
 ### Microservices (2)
@@ -545,7 +571,7 @@ description: "Top Java_Frameworks resources for 2026, AI-ranked: Spring Cloud, l
   - **(2022)** [javarevisited.blogspot.com: Spring Boot + Angular Example Tutorial for Java Developers](https://javarevisited.blogspot.com/2022/01/spring-boot-angular-example-tutorial.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A fullstack starter tutorial demonstrating how to integrate a Spring Boot backend API with an Angular single-page frontend application. It covers structuring cross-origin request policies (CORS), handling JSON model parsing, and securing application endpoints.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/javascript.md b/v2-docs/javascript.md
index 92dda82c..bde6ff5d 100644
--- a/v2-docs/javascript.md
+++ b/v2-docs/javascript.md
@@ -18,6 +18,11 @@ description: "Top Javascript resources for 2026, AI-ranked: dev.to: JavaScript O
   - **(2021)** [developers.redhat.com: Introduction to the Node.js reference architecture, Part 5: Building good containers](https://developers.redhat.com/articles/2021/08/26/introduction-nodejs-reference-architecture-part-5-building-good-containers) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Part of Red Hat's Node.js reference architecture focusing on secure container images. Outlines distroless base choices, multi-stage Docker builds, user permissions management, and resource allocation policies for production runtimes.
 ## Developer Productivity
 
+### Integrated Development Environments
+
+#### Rust
+
+  - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Comparative review evaluating IntelliJ Rust versus VSCode + rust-analyzer. Analyzes memory footprint, compilation speed feedback loops, macro expansion accuracy, and integrated debugger performance.
 ### Package Management
 
 #### Supply Chain Security
@@ -46,7 +51,7 @@ description: "Top Javascript resources for 2026, AI-ranked: dev.to: JavaScript O
 #### State Persistence
 
   - **(2021)** [freecodecamp.org: Web Storage API – How to Store Data on the Browser](https://www.freecodecamp.org/news/web-storage-api-how-to-store-data-on-the-browser) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Explores client-side data persistence layers including LocalStorage, SessionStorage, and modern alternatives like IndexedDB. Compares design tradeoffs between execution thread safety, payload capacity limits, and synchronous blocking.
-### JavaScript Fundamentals
+### Javascript Fundamentals
 
 #### Data Structures
 
@@ -60,7 +65,10 @@ description: "Top Javascript resources for 2026, AI-ranked: dev.to: JavaScript O
 #### Software Architecture
 
   - **(2020)** [==react js: mithi/react-philosophies==](https://github.com/mithi/react-philosophies) ⭐ 3728  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly structured philosophy repository outlining architectural principles for designing maintainable React codebases. Emphasizes declarative code patterns, state encapsulation, hook extraction, and unit testing strategies.
-### Real-Time Communication
+#### State Management
+
+  - **(2019)** [useHooks - React Hooks Library](https://usehooks.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Production-ready React hook recipes facilitating decoupled side effects, event listener bindings, dynamic state persistence, and responsive UI behaviors without custom boilerplate code.
+### Real-time Communication
 
 #### Notifications
 
@@ -74,17 +82,17 @@ description: "Top Javascript resources for 2026, AI-ranked: dev.to: JavaScript O
 
 ### HTTP Networking
 
-#### Client-Server Communication
+#### Client-server Communication
 
   - **(2022)** [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Deep-dive handbook covering HTTP protocols, status codes, fetch APIs, CORS configurations, and asynchronous stream handling. Essential reading for constructing robust and latency-aware client-server network requests.
-### REST APIs
+### REST Apis
 
 #### Rapid Prototyping
 
   - **(2021)** [dev.to: How to build 7,000+ REST APIs within 2 mins (Node.js + MySQL) !!](https://dev.to/o1lab/how-to-build-7-000-rest-apis-within-2-mins-node-js-mysql-470b) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Demonstration of automated REST API generation from relational schemas using code generator frameworks. Examines dynamic routing models, DB pool initialization, and the trade-offs of using automated ORMs versus custom SQL design.
 ## Runtime Environments
 
-### JavaScript Engines
+### Javascript Engines
 
 #### Optimization
 
@@ -107,7 +115,7 @@ description: "Top Javascript resources for 2026, AI-ranked: dev.to: JavaScript O
   - **(2022)** [web.dev/explore/react](https://web.dev/explore/react) [JAVASCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Google's comprehensive developer resource hub focused on optimizing React application performance. Emphasizes web vitals, code-splitting, bundle reduction, and server-side rendering strategies crucial for designing low-latency web interfaces.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/jenkins-alternatives.md b/v2-docs/jenkins-alternatives.md
index 22139c06..edff21f7 100644
--- a/v2-docs/jenkins-alternatives.md
+++ b/v2-docs/jenkins-alternatives.md
@@ -17,71 +17,61 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 
   - [dzone: Jenkins vs GitLab CI: Battle of CI/CD Tools](https://dzone.com/articles/jenkins-vs-gitlab-ci-battle-of-cicd-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Jenkins vs GitLab CI: Battle of CI/CD Tools in the Kubernetes Tools ecosystem.
   - [GitLab CI](https://dzone.com/articles/gitlab-ci-with-docker-environment-variable-quirks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitLab CI in the Kubernetes Tools ecosystem.
-## CICD Pipeline
+## CICD
 
-### OpenShift and JFrog
+### Cloud-native Delivery
+
+  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [AGNOSTIC CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep architectural comparison of cloud-native delivery platforms. Contrasts Spinnaker's multi-cloud pipeline orchestration against Argo CD's GitOps-driven pull model, Tekton's highly flexible Kubernetes-native custom resource execution, and Jenkins X's opinionated automation scaffolding, highlighting ideal production deployment scenarios for each.
+### Enterprise DevOps
+
+  - **(2022)** [acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools 🌟](https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins) [AGNOSTIC CONTENT]  [GUIDE] [LEGACY] β€” Provides an analysis comparing Microsoft's two flagship developer platforms: Azure DevOps (Pipelines/Boards/Repos) and GitHub (Enterprise/Actions). Details how GitHub is increasingly prioritized for cloud-native innovation and modern community-led ecosystems, while Azure DevOps remains standard for legacy corporate enterprise environments.
+### Jenkins Alternatives
+
+  - **(2024)** [lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers](https://www.testmuai.com/blog/best-jenkins-alternatives) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Surveys the shifting ecosystem of modern Continuous Integration (CI) tools, contrasting traditional server-based systems with cloud-native architectures. Outlines key replacements for Jenkins (such as GitHub Actions, GitLab CI, and CircleCI), detailing differences in hosting topologies, plugin dependency models, and configuration maintenance burdens.
+### Openshift and Jfrog
 
 #### DevOps Integrations
 
   - **(2020)** [openshift.com: Cloud DevOps With OpenShift and JFrog](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This integration study outlines the cooperative benefits of leveraging Red Hat OpenShift alongside JFrog Artifactory to drive secure, enterprise-grade cloud-native development. It covers automated build triggers, container compliance, and continuous deployment workflows. It showcases how combining these enterprise tools streamlines DevOps practices at scale.
-### Pipeline Automation
+### Tool Comparison
 
-#### JFrog Pipelines
-
-  - **(2021)** [jfrog.com: How I Leaped Forward My Jenkins Build with JFrog Pipelines](https://jfrog.com/blog) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights the transition of software build jobs from standard Jenkins architectures to optimized JFrog Pipelines. It details structural enhancements in build speeds, caching mechanisms, and overall pipeline orchestrations using Artifactory integrations. This technical blog demonstrates techniques for reducing CI bottleneck overhead.
-## Cloud Infrastructure
-
-### AWS Ecosystem
-
-#### Cloud Services
-
-  - **(2026)** [AWS DevOps 🌟](https://aws.amazon.com/devops) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in.
+  - **(2024)** [lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool](https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the structural and financial differences between JetBrains TeamCity and open-source Jenkins. Highlights Jenkins' raw extensibility via thousands of community-authored plugins against TeamCity's high-quality out-of-the-box features, configuration-as-code capabilities, and refined user-access controls.
+  - **(2024)** [cBamboo vs Jenkins: Showdown Of CI/CD Tools](https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Compares Atlassian's commercial Bamboo platform against open-source Jenkins. Investigates how Bamboo's native integrations with Jira and Bitbucket simplify build-to-deploy traceability for enterprise engineering operations, weighing these out-of-the-box benefits against the licensing model and configuration flexibility of Jenkins.
+  - **(2024)** [lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool](https://www.testmuai.com/blog/circleci-vs-gitlab) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Examines SaaS-first CircleCI against the all-in-one DevOps platform of GitLab CI. Contrasts CircleCI's fast docker-in-docker execution and orb-based pipeline sharing with GitLab's comprehensive feature set, which covers source control management, security scanning, and pipeline delivery in a unified framework.
+  - **(2024)** [lambdatest.com: Jenkins vs Travis vs Bamboo vs TeamCity: Clash Of The Titans](https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” An exhaustive battle card detailing the functional tradeoffs of four historic CI platforms. Contrasts the self-managed flexibility of Jenkins, the pioneered SaaS simplicity of Travis CI, the Jira-aligned integrations of Bamboo, and the polished configurations of TeamCity.
 ## Continuous Delivery
 
-### CI-CD Pipelines
+### CICD (1)
 
-#### GitHub Actions
+#### Github Actions
 
   - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) ⭐ 27907  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-backed library for GitHub Actions workflows, custom actions, and orchestrator tools. Streamlines structural pipelines by detailing matrix patterns, self-hosted runner optimizations, and security hardening configurations.
 ## Deployment and Delivery
 
-### Application Delivery
+### CICD (2)
 
-#### Waypoint
-
-  - **(2024)** [waypointproject.io](https://developer.hashicorp.com/waypoint) [GO CONTENT]  [COMMUNITY-TOOL] β€” HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. Utilizing a single declarative configuration file, it unifies the build, deployment, and release pipeline stages.
-### CICD and Delivery
-
-#### Industry Reports
-
-  - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines)  [CASE STUDY] [COMMUNITY-TOOL] β€” An industry analyst review of enterprise CI/CD solutions. Highlights the positioning of systems like JFrog Pipelines on parameters including multi-cloud portability, automated governance, secure distribution, and hybrid scalability.
-#### Self-Hosted Runners
-
-  - **(2025)** [Buildbot](https://buildbot.net) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A Python-based framework designed for continuous integration testing. Although largely surpassed by Kubernetes-native engines, Buildbot remains a robust, highly extensible platform for complex, non-standard compilation requirements.
-### CICD Engines
-
-#### Local Execution
-
-  - **(2024)** [==dagger/dagger: Dagger is a portable devkit for CICD==](https://github.com/dagger/dagger) ⭐ 15954  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing verbose, fragile YAML pipeline orchestrations.
-  - **(2023)** [dagger.io](https://dagger.io)  [COMMUNITY-TOOL] β€” Dagger is a highly portable CI/CD development kit that allows developers to define pipelines as application code. Powered by BuildKit, it guarantees identical pipeline behavior during local dev iterations and execution on remote cloud CI systems.
-### CICD Orchestration
-
-#### Deployment Strategies
-
-  - **(2021)** [youtube: jfrog - Modern App Deployments: How to use NGINX and JFrog to Automate your Blue/Green deployments](https://www.youtube.com/watch?v=15CGdzfDlpQ&ab_channel=JFrog)  [COMMUNITY-TOOL] [GUIDE] β€” This technical tutorial demonstrates orchestration of blue/green deployments using NGINX as an ingress traffic controller and JFrog Artifactory as the container registry. It highlights automating immutable artifact promotions and shifting traffic paths smoothly to prevent production downtime.
-### CICD Platforms
-
-#### Cloud-Native CI
+#### Cloud-native CI
 
   - **(2023)** [Semaphore](https://semaphore.io)  [COMMUNITY-TOOL] β€” Semaphore CI/CD is a high-performance continuous integration and delivery platform engineered for cloud-native workflows. The platform prioritizes out-of-the-box Docker support, dynamic monorepo build optimizations, and automated pipeline scaling to maximize build velocity.
 #### Custom Platforms
 
   - **(2021)** [empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications)  [CASE STUDY] [COMMUNITY-TOOL] β€” An engineering case study introducing HAT, a custom GitOps CI/CD engine built by Empathy.co. The post documents how standardizing declarative deployment manifests drastically simplified continuous delivery operations across various development squads.
-#### Kubernetes-Native CI
+#### Deployment Strategies
+
+  - **(2021)** [youtube: jfrog - Modern App Deployments: How to use NGINX and JFrog to Automate your Blue/Green deployments](https://www.youtube.com/watch?v=15CGdzfDlpQ&ab_channel=JFrog)  [COMMUNITY-TOOL] [GUIDE] β€” This technical tutorial demonstrates orchestration of blue/green deployments using NGINX as an ingress traffic controller and JFrog Artifactory as the container registry. It highlights automating immutable artifact promotions and shifting traffic paths smoothly to prevent production downtime.
+#### Industry Reports
+
+  - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines)  [CASE STUDY] [COMMUNITY-TOOL] β€” An industry analyst review of enterprise CI/CD solutions. Highlights the positioning of systems like JFrog Pipelines on parameters including multi-cloud portability, automated governance, secure distribution, and hybrid scalability.
+#### Kubernetes-native CI
 
   - **(2022)** [==csweichel/werft==](https://github.com/csweichel/werft) ⭐ 194  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Werft is a lightweight, Kubernetes-native CI system designed to launch build tasks as custom pods directly from Git actions. Bypassing bulky traditional build systems, it leverages native Kubernetes scheduling to guarantee isolated, deterministic execution environments.
+  - **(2021)** [jenkins-x.io](https://jayex.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Jenkins X is an automated, cloud-native CI/CD platform engineered specifically for Kubernetes environments. Driven by Tekton and Helm, it implements comprehensive GitOps-based environment promotion and dynamic preview deployment capabilities.
   - **(2020)** [devopstoolkitseries.com](https://www.devopstoolkitseries.com)  [COMMUNITY-TOOL] [GUIDE] β€” A video-guided tutorial from the DevOps Toolkit Series demonstrating Jenkins X setups. It details the process of establishing Kubernetes-native continuous delivery, showcasing automated PR checks and progressive staging mechanics.
   - **(2020)** [Book: The DevOps 2.6 Toolkit: Jenkins X](https://leanpub.com/the-devops-2-6-toolkit) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical book outlining the implementation of automated, Kubernetes-native workflows using Jenkins X. Details advanced patterns using Helm, Tekton, and Prow, providing solid strategies for robust continuous delivery.
+#### Local Execution
+
+  - **(2024)** [==dagger/dagger: Dagger is a portable devkit for CICD==](https://github.com/dagger/dagger) ⭐ 15954  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing verbose, fragile YAML pipeline orchestrations.
+  - **(2023)** [dagger.io](https://dagger.io)  [COMMUNITY-TOOL] β€” Dagger is a highly portable CI/CD development kit that allows developers to define pipelines as application code. Powered by BuildKit, it guarantees identical pipeline behavior during local dev iterations and execution on remote cloud CI systems.
 #### Pipeline Observability
 
   - **(2021)** [jenkins-x.io: Traces for your pipelines](https://jayex.io/blog/2021/04/08/jx3-pipeline-trace) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive into Jenkins X v3's pipeline tracing architecture, detailing the technical mechanisms connecting Tekton tasks with OpenTelemetry metrics. Highlights tracing as a primary tool to audit and optimize massive build workloads.
@@ -93,10 +83,10 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Declarative Pipelines
 
   - **(2020)** [speakerdeck.com: Introduction to Spinnaker Managed Pipeline Templates](https://speakerdeck.com/keisukeyamashita/introduction-to-spinnaker-managed-pipeline-templates)  [COMMUNITY-TOOL] β€” A technical slide deck introducing Spinnaker Managed Pipeline Templates (MPT v2). Shows how organizations can specify pipelines-as-code in YAML format, fostering consistency and reducing manual orchestration across massive microservice domains.
-#### Infrastructure as Code
+#### Infrastructure As Code
 
   - **(2020)** [speakerdeck.com: Spinnaker Application management by Terraform Plugins](https://speakerdeck.com/keisukeyamashita/spinnaker-application-management-by-terraform-plugins) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This deck explores the administration of Spinnaker application and pipeline configurations using Terraform plugins. It highlights unifying infrastructure lifecycle management and application delivery configuration under one single, declarative git source.
-#### Multi-Cloud Continuous Delivery
+#### Multi-cloud Continuous Delivery
 
   - **(2023)** [spinnaker.io deployment tool](https://spinnaker.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Spinnaker is an enterprise-grade, multi-cloud continuous deployment engine designed for scale. Featuring native integration with cloud platforms and automated canary testing via Kayenta, it enables highly sophisticated deployment policies.
   - **(2019)** [opensource.com: Why Spinnaker matters to CI/CD](https://opensource.com/article/19/8/why-spinnaker-matters-cicd)  [COMMUNITY-TOOL] β€” Analyzes Spinnaker's architectural importance in decouple-focused CI/CD architectures. Focuses on its ability to handle complex canary, blue/green, and multi-region deployments out-of-the-box, mitigating the dependency on fragile custom scripts.
@@ -105,104 +95,64 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
   - **(2021)** [Deploy Spinnaker CD Pipelines in Kubernetes](https://www.opsmx.com/blog/deploy-spinnaker-cd-pipelines-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A step-by-step configuration guide illustrating Spinnaker deployment within a target Kubernetes cluster using the Spinnaker Operator. Outlines how to define cloud providers and manage internal persistence layers for pipeline reliability.
 ## DevOps
 
-### CI-CD Platforms
+### CICD (3)
 
 #### Tooling
 
   - **(2021)** [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools)  [COMMUNITY-TOOL] β€” Compares seven dominant open-source CI/CD frameworks, assessing execution speed, plugin ecosystems, maintenance overhead, and architectural fitness for hybrid and Kubernetes configurations.
 ### Container Orchestration
 
-#### CICD Libraries
+#### CICD (4)
 
   - **(2023)** [github.com: RedHat Actions 🌟](https://github.com/redhat-actions) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The main organizational hub housing Red Hat's official actions for OpenShift deployment. These components standardize cluster authentication, CLI installation, and container orchestration tasks directly in pipeline code. Acts as the primary bridge for enterprise Kubernetes pipeline operations.
-#### Self-Hosted Runners (1)
+#### Self-hosted Runners
 
   - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) [DOCKERFILE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Holds Red Hat's containerized self-hosted GitHub Actions runner configurations optimized for execution on OpenShift clusters. Offers secure scaling patterns that allow pipelines to process resource-intensive compilation and container builds natively within the cluster fabric.
-### Continuous Delivery (1)
+## Devsecops
 
-#### Spinnaker Setup
-
-##### Git Integration
-
-  - **(2022)** [armory.io: Git Pull Support in Spinnaker](https://www.harness.io/products/continuous-delivery) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight addresses configuring Git pull trigger functionality inside Spinnaker. Live Grounding confirms that enabling automated repository monitoring allows Spinnaker to initiate targeted application pipelines immediately upon commit detection. This establishes the prerequisite feedback loop necessary for true continuous delivery.
-## DevSecOps
-
-### CICD Pipelines
+### CICD (5)
 
 #### Tekton Pipelines
 
   - **(2023)** [Tekton](https://nubenetes.com/tekton/) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep-dive review of Tekton, a Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines. It structures pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating VM-based runner dependencies. Live validation establishes Tekton as the standard engine powering modern cloud-native container build environments like OpenShift Pipelines.
-#### Tool Comparison
+#### Tool Comparison (1)
 
   - **(2021)** [k21academy.com: Azure pipelines VS Jenkins](https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins)  [COMMUNITY-TOOL] β€” A comprehensive comparative analysis contrasting Jenkins (self-hosted, highly extensible, plugin-heavy) against Azure Pipelines (managed, cloud-native SaaS, deep Azure integration). Highlights differences in maintenance overhead, security configurations, build agent execution, and enterprise scaling architectures. Essential reading for platform teams deciding on their continuous delivery stack.
 ## Enterprise Platforms
 
-### Red Hat OpenShift
+### Red Hat Openshift
 
-#### Container Images
-
-  - **(2020)** [https://github.com/jenkins-x/jenkins-x-openshift-image](https://github.com/jenkins-x/jenkins-x-openshift-image) ⭐ 3  [DOCKERFILE CONTENT] 🌟🌟🌟 [LEGACY] β€” A legacy helper repository containing customized Dockerfiles designed to package Jenkins X binaries for OpenShift container platforms. This repository facilitates deployment compliance inside restricted cluster ecosystems.
-#### Serverless CICD
+#### CICD (6)
 
   - **(2021)** [==Jenkins-X + Tekton on OpenShift==](https://github.com/openshift/tektoncd-pipeline-operator) ⭐ 53  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community-maintained repository detailing the configuration of Jenkins X alongside Tekton on Red Hat OpenShift. Offers resource definitions and custom templates designed to respect OpenShift-specific Security Context Constraints (SCC).
   - **(2020)** [CI/CD OpenShift and Tekton](https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton)  [COMMUNITY-TOOL] β€” An in-depth blog post detailing cloud-native CI/CD on Red Hat OpenShift using the Tekton Pipelines operator. It analyzes how OpenShift Pipelines provides on-demand containerized execution environments to eliminate resource-hungry, idle build servers.
-## GitOps and CICD
+#### Container Images
 
-### CICD Platforms (1)
-
-#### Cloud-Native Delivery
-
-  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [AGNOSTIC CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep architectural comparison of cloud-native delivery platforms. Contrasts Spinnaker's multi-cloud pipeline orchestration against Argo CD's GitOps-driven pull model, Tekton's highly flexible Kubernetes-native custom resource execution, and Jenkins X's opinionated automation scaffolding, highlighting ideal production deployment scenarios for each.
-#### Enterprise DevOps
-
-  - **(2022)** [acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools 🌟](https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins) [AGNOSTIC CONTENT]  [GUIDE] [LEGACY] β€” Provides an analysis comparing Microsoft's two flagship developer platforms: Azure DevOps (Pipelines/Boards/Repos) and GitHub (Enterprise/Actions). Details how GitHub is increasingly prioritized for cloud-native innovation and modern community-led ecosystems, while Azure DevOps remains standard for legacy corporate enterprise environments.
-#### Jenkins Alternatives
-
-  - **(2024)** [lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers](https://www.testmuai.com/blog/best-jenkins-alternatives) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Surveys the shifting ecosystem of modern Continuous Integration (CI) tools, contrasting traditional server-based systems with cloud-native architectures. Outlines key replacements for Jenkins (such as GitHub Actions, GitLab CI, and CircleCI), detailing differences in hosting topologies, plugin dependency models, and configuration maintenance burdens.
-#### Tool Comparison (1)
-
-  - **(2024)** [lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool](https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the structural and financial differences between JetBrains TeamCity and open-source Jenkins. Highlights Jenkins' raw extensibility via thousands of community-authored plugins against TeamCity's high-quality out-of-the-box features, configuration-as-code capabilities, and refined user-access controls.
-  - **(2024)** [cBamboo vs Jenkins: Showdown Of CI/CD Tools](https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Compares Atlassian's commercial Bamboo platform against open-source Jenkins. Investigates how Bamboo's native integrations with Jira and Bitbucket simplify build-to-deploy traceability for enterprise engineering operations, weighing these out-of-the-box benefits against the licensing model and configuration flexibility of Jenkins.
-  - **(2024)** [lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool](https://www.testmuai.com/blog/circleci-vs-gitlab) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” Examines SaaS-first CircleCI against the all-in-one DevOps platform of GitLab CI. Contrasts CircleCI's fast docker-in-docker execution and orb-based pipeline sharing with GitLab's comprehensive feature set, which covers source control management, security scanning, and pipeline delivery in a unified framework.
-  - **(2024)** [lambdatest.com: Jenkins vs Travis vs Bamboo vs TeamCity: Clash Of The Titans](https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity) [AGNOSTIC CONTENT]  [COMMUNITY-TOOL] β€” An exhaustive battle card detailing the functional tradeoffs of four historic CI platforms. Contrasts the self-managed flexibility of Jenkins, the pioneered SaaS simplicity of Travis CI, the Jira-aligned integrations of Bamboo, and the polished configurations of TeamCity.
+  - **(2020)** [https://github.com/jenkins-x/jenkins-x-openshift-image](https://github.com/jenkins-x/jenkins-x-openshift-image) ⭐ 3  [DOCKERFILE CONTENT] 🌟🌟🌟 [LEGACY] β€” A legacy helper repository containing customized Dockerfiles designed to package Jenkins X binaries for OpenShift container platforms. This repository facilitates deployment compliance inside restricted cluster ecosystems.
 ## Infrastructure
 
-### CI-CD
+### CICD (7)
 
-#### Kubernetes-Native CI (1)
+#### Kubernetes-native CI (1)
 
   - **(2026)** [==Prow==](https://github.com/kubernetes/test-infra/tree/master/prow) ⭐ 4004  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier), it enforces declarative GitOps and extensible ChatOps automation. Highly complex but acts as the core engine powering the Kubernetes ecosystem's test infrastructure.
 ## Kubernetes and Container Orchestration
 
 ### Platform Engineering
 
-#### AppOps and GitOps
+#### Appops and Gitops
 
   - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
-## Kubernetes Developer Experience
-
-### Inner-Loop Automation
-
-#### Skaffold
-
-  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's Skaffold remains an industry-leading workflow engine that orchestrates code building, artifact pushing, and target deployment steps. It features smart caching, file sync capability, and multi-profile handling configurations.
-## MLOps
-
-### Kubernetes
-
-#### Kubeflow
-
-  - **(2026)** [==kubeflow==](https://www.kubeflow.org) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.
 ## Orchestration and Packaging
 
-### Cloud-Native Delivery (1)
+### Cloud-native Delivery (1)
 
 #### Keptn
 
   - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Nubenetes architectural reference on Keptn, a CNCF enterprise-grade control plane for cloud-native application lifecycle orchestration. Integrates SLO-based evaluations, automated canary promotions, and zero-touch application remediation out of the box.
 ## Platform Architecture
 
-### CICD
+### CICD (8)
 
 #### Tekton Pipelines (1)
 
@@ -219,13 +169,14 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Database Integration
 
   - **(2026)** [circleci.com: Performing database tests on SQL databases](https://circleci.com/blog/relational-db-testing)  [COMMUNITY-TOOL] β€” A guide focused on the isolated integration of relational databases inside automated validation pipelines. Discusses execution patterns such as ephemeral test container sidecars to safely run structural migrations during active test stages.
-### CI-CD Pipelines (1)
+### CICD (9)
 
 #### Advanced Configurations
 
   - **(2026)** [Building CI/CD pipelines using dynamic config](https://circleci.com/blog/building-cicd-pipelines-using-dynamic-config)  [COMMUNITY-TOOL] β€” An advanced technical guide showing how to build dynamically generated configurations inside CI pipelines. Explains runtime parsing techniques of source code changes to dynamically build matrix execution chains for complex monorepos.
-#### Container-Native CI
+#### Container-native CI
 
+  - **(2026)** [Agola](https://agola.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” A modern, container-first CI/CD platform designed to run natively on top of Kubernetes. Featuring a microservices-based architecture, Agola decouples execution from orchestration to facilitate dynamic pipeline scalability, secure execution via OpenID Connect (OIDC), and simplified distributed caching.
   - **(2026)** [Drone](https://www.drone.io) [GO CONTENT]  [LEGACY] β€” A container-native CI/CD runner engineered around YAML pipeline-as-code definitions. Drone isolates every build step inside a distinct, ephemeral container containerized workspace, resolving dependency pollution and offering a lightweight, modern alternative to legacy VM-based executors.
 #### Declarative Architectures
 
@@ -233,14 +184,6 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Declarative Templates
 
   - **(2026)** [Managing reusable pipeline configuration with object parameters](https://circleci.com/blog/parameters-in-pipeline-config)  [COMMUNITY-TOOL] β€” A configuration guide describing optimization of complex, multi-repo YAML setups. Outlines architectural patterns for using pipeline object parameters, permitting platform teams to isolate build steps cleanly across heterogeneous developer clusters.
-#### Pipeline Control
-
-  - **(2026)** [Adding approval jobs to your CI pipeline](https://circleci.com/blog/adding-approval-jobs-to-your-ci-pipeline)  [COMMUNITY-TOOL] β€” A practical technical guide demonstrating the design of manual validation gates in automated pipelines. Outlines strategies to securely pause deployment execution before promoting artifacts into mission-critical target environments.
-### CI-CD Platforms (1)
-
-#### Container-Native CI (1)
-
-  - **(2026)** [Agola](https://agola.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” A modern, container-first CI/CD platform designed to run natively on top of Kubernetes. Featuring a microservices-based architecture, Agola decouples execution from orchestration to facilitate dynamic pipeline scalability, secure execution via OpenID Connect (OIDC), and simplified distributed caching.
 #### Dynamic Execution
 
   - **(2026)** [==Screwdriver API==](https://github.com/screwdriver-cd/screwdriver) ⭐ 1041  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A pluggable CI/CD engine originally built by Yahoo to execute container-native, dynamic pipelines. Leveraging an API-driven, decoupled microservices architecture, it orchestrates builds cleanly across Kubernetes or Mesos execution grids.
@@ -267,10 +210,13 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Managed Pipelines
 
   - **(2026)** [Circle CI](https://circleci.com) [CLOJURE CONTENT]  [COMMUNITY-TOOL] β€” A highly scalable, hosted CI/CD platform offering fast parallel compilation via isolated virtual environments and custom runner options. Simplifies pipeline orchestrations through reusable 'Orbs' configurations and maintains native support for containerized cloud deployment paths.
-#### No-Code Delivery
+#### No-code Delivery
 
   - **(2026)** [shuttleOps](https://www.shuttleops.io) [N/A CONTENT]  [LEGACY] β€” A no-code cloud delivery platform engineered to streamline application builds and deployments. It has largely exited the market or pivoted, leaving it as a legacy reference for visual-oriented deployment orchestrators.
   - **(2026)** [thenewstack.io: ShuttleOps: No-Code Docker and Kubernetes](https://thenewstack.io/shuttleops-no-code-docker-and-kubernetes)  [COMMUNITY-TOOL] β€” A technical feature article reviewing ShuttleOps' attempt to democratize containerized application delivery through a drag-and-drop orchestration layer, mapping out visually how code transforms to containers without YAML overhead.
+#### Pipeline Control
+
+  - **(2026)** [Adding approval jobs to your CI pipeline](https://circleci.com/blog/adding-approval-jobs-to-your-ci-pipeline)  [COMMUNITY-TOOL] β€” A practical technical guide demonstrating the design of manual validation gates in automated pipelines. Outlines strategies to securely pause deployment execution before promoting artifacts into mission-critical target environments.
 #### Pipeline Orchestration
 
   - **(2026)** [GoCD](https://www.gocd.org) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An enterprise-grade continuous delivery tool specializing in complex workflow modeling and Value Stream Map (VSM) visibility. Despite its strong capability to map multi-stage pipeline dependencies, it has largely been superseded by modern GitOps-centric, declarative cloud-native platforms.
@@ -285,18 +231,18 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 #### Concourse Integration
 
   - **(2026)** [Building a continious deployment pipeline with Kubernetes and Concourse-CI](https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html)  [COMMUNITY-TOOL] β€” A deep-dive engineering guide on interfacing Concourse CI pipelines directly with target Kubernetes clusters. Focuses on the security boundaries of Kubernetes resources, service accounts, and secret synchronization patterns.
-### GitHub Ecosystem
+### Github Ecosystem
 
-#### GitHub Actions (1)
+#### Github Actions (1)
 
   - **(2026)** [GitHub Actions CI/CD](https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The de facto standard enterprise platform for CI/CD, integrated natively directly within the GitHub ecosystem. Offering matrix builds, multi-platform environments, and an extensive repository of marketplace actions, it has redefined modern platform engineering.
   - **(2026)** [docs.github.com: Learn GitHub Actions](https://docs.github.com/en/actions/how-tos/write-workflows) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation hub for constructing GitHub Actions pipelines. It outlines syntax conventions for workflows, custom runner setup, enterprise secrets isolation, matrix compilation strategies, and native target routing configurations.
 #### Runner Utilities
 
   - **(2026)** [==yokawasa/action-setup-kube-tools==](https://github.com/yokawasa/action-setup-kube-tools) ⭐ 92  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated GitHub Action designed to dynamically download and configure vital Kubernetes operational binaries (such as kubectl, helm, kustomize, and minikube) across runner agents, ensuring strict parity between tool states.
-### GitOps
+### Gitops
 
-#### ArgoCD Enterprise
+#### Argocd Enterprise
 
   - **(2026)** [Codefresh](https://octopus.com/codefresh) [GO CONTENT]  [COMMUNITY-TOOL] β€” An enterprise GitOps and progressive delivery platform built entirely on Argo CD and Argo Rollouts (acquired by Octopus Deploy). Provides centralized, multi-cluster deployment visibility, automated release analytics, and advanced deployment strategies (Canary, Blue/Green) within Kubernetes topologies.
 ### Release Orchestration
@@ -305,20 +251,20 @@ description: "Top Jenkins Alternatives resources for 2026, AI-ranked: Prow, Scre
 
   - **(2026)** [Octopus Deploy - deployment tool](https://octopus.com) [C# CONTENT]  [COMMUNITY-TOOL] β€” A prominent release management and deployment platform engineered to coordinate complex multi-tenant releases, offering visual runbooks, automated target deployments, and progressive delivery (canary/blue-green) across Kubernetes clusters.
   - **(2026)** [octopus.com: Deployment process as code](https://octopus.com/docs/deployments/patterns/deployment-process-as-code) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An operational guide focusing on Octopus Deploy's configuration-as-code pattern. Explains how release steps, parameters, and variable definitions are described natively in Git repositories using Octopus Configuration Language (OCL).
-#### Infrastructure as Code (1)
+#### Infrastructure As Code (1)
 
   - **(2026)** [registry.terraform.io: octopusdeploy Provider](https://registry.terraform.io/providers/OctopusDeployLabs/octopusdeploylatest/docs) [GO CONTENT]  [COMMUNITY-TOOL] β€” The official Terraform provider for managing Octopus Deploy resources. Enables infrastructure teams to programmatically construct projects, target deployment environments, tenants, and target resources.
-#### SDKs
+#### Sdks
 
   - **(2026)** [==github.com/OctopusDeploy/go-octopusdeploy==](https://github.com/OctopusDeploy/go-octopusdeploy) ⭐ 15  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Go client library designed to facilitate programmatic interaction with the Octopus Deploy REST API. Widely used for creating custom cloud-native controllers, deployment operators, and scripts.
-### Self-Hosted Git
+### Self-hosted Git
 
 #### Unified Platforms
 
   - **(2026)** [==onedev==](https://github.com/theonedev/onedev) ⭐ 15041  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node setup or distributed across Kubernetes environments.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Gitops](./gitops.md) | [Jenkins](./jenkins.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/jenkins.md b/v2-docs/jenkins.md
index deb1560c..3fa30c3d 100644
--- a/v2-docs/jenkins.md
+++ b/v2-docs/jenkins.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, git-plugin and more β€” curated Cloud Native tools, guides and references."
+description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Next Generation and more β€” curated Cloud Native tools, guides and references."
 ---
 # Jenkins and CloudBees
 
@@ -15,6 +15,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 
 #### General Reference
 
+  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem.
   - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/jenkinsci in the Kubernetes Tools ecosystem.
   - [dzone: getting started with jenkins the ultimate guide](https://dzone.com/articles/getting-started-with-jenkins-the-ultimate-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: getting started with jenkins the ultimate guide in the Kubernetes Tools ecosystem.
   - [dzone: jenkins in a nutshell](https://dzone.com/articles/jenkins-in-a-nutshell)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: jenkins in a nutshell in the Kubernetes Tools ecosystem.
@@ -29,40 +30,162 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - [stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library?](https://stackoverflow.com/questions/45889796/can-i-have-an-entire-declarative-pipeline-defined-and-parameterized-in-a-shared)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library? in the Kubernetes Tools ecosystem.
   - [Dzone: Running Jenkins Server With Configuration-as-Code 🌟](https://dzone.com/articles/running-jenkins-server-with-configuration-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Jenkins Server With Configuration-as-Code 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: how to setup scalable jenkins on top of a kubernetes cluster](https://dzone.com/articles/how-to-setup-scalable-jenkins-on-top-of-a-kubernet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: how to setup scalable jenkins on top of a kubernetes cluster in the Kubernetes Tools ecosystem.
-  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Running Ansible Playbooks From Jenkins in the Kubernetes Tools ecosystem.
   - [jrebel.com: Top 10 Jenkins Plugins and Features (2014)](https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jrebel.com: Top 10 Jenkins Plugins and Features (2014) in the Kubernetes Tools ecosystem.
   - [Building Docker images when running Jenkins in Kubernetes](https://www.reddit.com/r/jenkinsci/comments/ctirsc/building_docker_images_when_running_jenkins_in)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Building Docker images when running Jenkins in Kubernetes in the Kubernetes Tools ecosystem.
-## CI-CD
+## CICD
 
+### Administration
+
+#### Migration Utilities
+
+  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Assists teams in migrating legacy Freestyle Jenkins jobs into modern Declarative Pipelines. Best suited as a transitional tool for large-scale enterprise modernization efforts seeking to enforce pipeline-as-code patterns.
+### Artifact Management
+
+#### Build Dependencies
+
+  - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Enables secure and parameterized copying of workspace artifacts between different Jenkins jobs. Crucial for non-pipeline or multi-stage legacy freestyle architectures, though modern pipeline-based artifact repositories are preferred.
+### Automation Philosophy
+
+#### Anti-patterns
+
+  - **(2017)** [youtube: Jenkins World 2017: How to Use Jenkins Less 🌟](https://www.youtube.com/watch?v=Zeqc6--0eQw&ab_channel=CloudBeesTV) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A thought-provoking presentation encouraging engineers to decouple heavy domain logic from Jenkins specific DSL configurations, moving instead towards portable container runtimes. *Curator Insight*: Architectural presentation. *Live Grounding*: This decoupling remains the golden standard for cloud-native setups in 2026.
+#### Case Studies
+
+  - **(2020)** [slideshare.net: Jeff Geerling - Jenkins or: How I learned to stop worrying and love automation 🌟](https://www.slideshare.net/geerlingguy/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation)  [COMMUNITY-TOOL] β€” Slide presentation by Jeff Geerling exploring automation fundamentals and CI/CD philosophy. Focuses on reduction of manual operations and managing server drift. *Curator Insight*: Historical perspective on automation. *Live Grounding*: Continues to serve as an industry reference for designing maintainable automation infrastructure.
+### Build and Packaging
+
+#### Custom Packager
+
+  - **(2025)** [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) ⭐ 87  [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Duplicate citation verification for the Custom WAR Packager. Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations.
 ### Build Acceleration
 
 #### Performance Optimization
 
   - **(2026)** [CloudBees Accelerator](https://www.cloudbees.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise build and test acceleration platform designed to distribute compilation and test execution tasks across an optimized cluster. Minimizes execution cycle duration for high-concurrency systems.
   - **(2021)** [How to Speed Up Software Development with Build and Test Acceleration Tools](https://www.cloudbees.com/blog)  [COMMUNITY-TOOL] β€” Discusses the business and technical value of distributed build acceleration systems. Analyzes build parallelization constraints, dependency mapping, and caching strategies to maximize developer productivity.
+### Build Tools
+
+#### Maven
+
+  - **(2025)** [**pipeline-maven: Pipeline Maven Integration 🌟**](https://plugins.jenkins.io/pipeline-maven) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides rich integration between Apache Maven executions and Jenkins Pipelines. It automatically tracks build artifacts, processes downstream test results (Surefire, Failsafe), and manages Maven-based dependency triggering across internal jobs.
+### Code Quality
+
+#### Sonarqube and Maven
+
+  - **(2021)** [youtube: Jenkins and Sonarqube Integration with Maven | SonarScanner for Maven and Integrate with Jenkins](https://www.youtube.com/watch?v=yEyVXUExSqs&ab_channel=DevOpsHint)  [COMMUNITY-TOOL] β€” Demonstrates connecting Maven projects with SonarQube quality gates during Jenkins build pipelines to ensure code security. *Curator Insight*: Code quality gates. *Live Grounding*: Fundamental in DevSecOps pipelines ensuring security scans occur before deployment.
+#### Test Automation
+
+  - **(2021)** [youtube LambdaTest: Jenkins Tutorial For Beginners | Part 9 | Cross Browser Testing With LambdaTest Jenkins Plugin](https://www.youtube.com/watch?v=x5cyrE9ecis&ab_channel=LambdaTest)  [COMMUNITY-TOOL] β€” Shows integration of the LambdaTest automated cross-browser matrix plugin inside Jenkins pipeline stages. *Curator Insight*: UI and browser testing. *Live Grounding*: Critical for frontend systems to execute visual verification and cross-browser coverage during the CI stage.
+  - **(2021)** [automationqahub.com: How To Publish ExtentReport Using Jenkins](https://automationqahub.com/how-to-publish-extentreport-using-jenkins)  [COMMUNITY-TOOL] β€” Shows how to integrate the Jenkins HTML Publisher plugin to generate interactive ExtentReport test reports inside build views. *Curator Insight*: Publishing test metrics. *Live Grounding*: Essential for making automation test feedback available inside build dashboards.
+### Configuration As Code
+
+#### Docker Deployment
+
+  - **[Official Jenkins Docker Image](https://github.com/jenkinsci/docker)** [DE FACTO STANDARD] β€” Official Docker templates and build scripts for Jenkins controllers.
+  - **[jenkins-in-docker Swarm Cluster setup](https://github.com/shazChaudhry/docker-jenkins)** [COMMUNITY-TOOL] β€” A reference setup demonstrating how to run scalable Jenkins workers inside a Docker Swarm environment.
+  - **(2025)** [Example of JCasC](https://github.com/halkeye-docker/docker-jenkins) ⭐ 16  [DOCKERFILE CONTENT] 🌟 [COMMUNITY-TOOL] β€” A practical reference architecture repository deploying containerized Jenkins masters using pre-mounted configurations and declarative configurations. Ideal for sandboxing configuration-as-code workflows.
+#### Enterprise Platforms
+
+  - **(2025)** [docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Enterprise implementation architectural blueprint outlining how to distribute configuration as code (CasC) bundles safely from central Operations Centers down to managed controller clusters across dynamic Kubernetes namespaces.
+#### Jenkins Jcasc
+
+  - **(2024)** [devops.com: Using jenkins configuration as code](https://devops.com/using-jenkins-configuration-as-code) [YAML CONTENT]  [LEGACY] β€” A practical industry analysis illustrating standard techniques for shifting legacy Jenkins controller provisioning workflows into git-centric, declaration-first structures. It presents a detailed taxonomy of automated setup validation strategies.
+#### Job Generation
+
+  - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) ⭐ 2790  [GROOVY CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational setup manual detailing how to bootstrap a primary seed job inside configuration-as-code files. This enables the controller to dynamically generate all subsequent projects automatically on initial server launch.
+  - **(2025)** [Job DSL Plugin 🌟](https://plugins.jenkins.io/job-dsl) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The baseline plugin enabling declarative, Groovy-driven definitions of Jenkins jobs and folders. Integrates seamlessly with configuration-as-code models to allow automatic scaling of massive delivery pipelines.
+  - **(2024)** [jenkins-job-builder.readthedocs.io 🌟](https://jenkins-job-builder.readthedocs.io/en/latest) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A specialized templating utility designed by OpenStack to parse YAML or JSON structures into standard Jenkins XML models. Enables highly-repeatable multi-job configuration scaling across multi-tenant servers.
+### Configuration Management
+
+#### Ansible Roles
+
+  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) ⭐ 852  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A widely adopted Ansible playbook automation framework for preparing enterprise Linux hosts to run Jenkins controllers. Includes baked-in configurations for repository keys, dependencies, and default configurations.
+#### Environment Variables
+
+  - **(2022)** [lambdatest.com: How To Set Jenkins Pipeline Environment Variables? 🌟](https://www.testmuai.com/blog/set-jenkins-pipeline-environment-variables-list)  [COMMUNITY-TOOL] β€” An operational guide detailing how to declare, set, and override global and local environment variables in Jenkins declarative and scripted pipelines. *Curator Insight*: Environment variable syntax tutorial. *Live Grounding*: Crucial for maintaining clean parameterization and securing configurations outside application code.
+#### Notifications
+
+  - **(2021)** [automationreinvented.blogspot.com: How to send email notification in Jenkins using Groovy Script?](https://automationreinvented.blogspot.com/2021/06/how-to-send-email-notification-in.html)  [LEGACY] β€” Shows how to write custom Groovy scripts to generate context-aware email notifications at key stages of pipeline execution. *Curator Insight*: Custom notifications. *Live Grounding*: Though legacy compared to modern Slack/Teams webhooks, it remains widely used in enterprise setups.
+  - **(2021)** [dev.to: Send notification to slack from the Jenkins CI Job and Jenkinsfile](https://dev.to/eavnitech/send-notification-to-slack-from-the-jenkins-ci-job-and-jenkinsfile-e-avni-tech-2lm5)  [COMMUNITY-TOOL] β€” A walkthrough demonstrating how to wire Slack notifications directly to Jenkins post-build declarative blocks. *Curator Insight*: Slack chat notifications. *Live Grounding*: Crucial for ChatOps environments to share instant telemetry and status metrics across developer squads.
+#### Parameterized Builds
+
+  - **(2021)** [automationreinvented.blogspot.com: How to create parameterized job in Jenkins? What is parameterized build in Jenkins?](https://automationreinvented.blogspot.com/2021/08/how-to-create-parameterized-job-in.html)  [COMMUNITY-TOOL] β€” A guide illustrating how to set up runtime input parameters inside Jenkins to enable selective builds. *Curator Insight*: Parameter setups. *Live Grounding*: Key paradigm for allowing operators to input custom variables like deployment targets during ad-hoc pipelines.
+#### Shared Libraries
+
+  - **(2021)** [community.jenkins.io: DSTY - jenkins-std-lib (Shared Library) - Interact with files/directories using Groovy!](https://community.jenkins.io/t/dsty-jenkins-std-lib-shared-library-interact-with-files-directories-using-groovy/398) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reviews an open-source Groovy standard library tailored for programmatic interactions with target host directory paths in pipeline pipelines. *Curator Insight*: Shared library systems. *Live Grounding*: Illustrates strategies for avoiding script-bloat in pipeline code bases.
+### Container Delivery
+
+#### Docker Integration
+
+  - **(2021)** [youtube: Build Docker Image using Jenkins Pipeline | Push Docker Image to Docker Hub using Jenkins 🌟](https://www.youtube.com/watch?v=ShTC1u7_jew&ab_channel=DevOpsHint)  [COMMUNITY-TOOL] β€” A video guide describing how to construct Dockerfiles, run image builds inside Jenkins nodes, and ship artifacts to secure Docker registries. *Curator Insight*: Docker containerization flow. *Live Grounding*: Essential knowledge for delivery pipelines delivering containerized applications.
+  - **(2021)** [infoworld.com: Continuous integration with Docker and Jenkins](https://www.infoworld.com/article/2270388/continuous-integration-with-docker-and-jenkins.html)  [LEGACY] β€” A historical conceptual article introducing continuous integration patterns using Jenkins and Docker containers. *Curator Insight*: Legacy CI overview. *Live Grounding*: Primarily of historical value given modern cloud-native Kubernetes integrations.
 ### Containerization
 
 #### Networking
 
   - **(2018)** [**ref1: docker build --network=host**](https://github.com/awslabs/amazon-eks-ami/issues/183) ⭐ 2651  🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A long-standing GitHub issue discussing Docker build networking constraints, specifically regarding the utilization of host-networking. Valuable for troubleshooting build-time network discovery and enterprise proxy traversal.
-### Enterprise Platforms
+### Containers
+
+#### Docker Integration (1)
+
+  - **(2021)** [CloudBees Docker Custom Build Environment](https://plugins.jenkins.io/docker-custom-build-environment) [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Allows building projects inside a custom Docker container, providing an isolated build runtime. Generally succeeded by native Jenkins Pipeline declarative `agent { docker }` syntax, rendering this standalone plugin largely obsolete.
+### Core Architecture
+
+#### Deprecations
+
+  - **(2021)** [jenkins.io: Deprecating non-Java plugins](https://www.jenkins.io/blog/2021/12/22/deprecated-ruby-runtime) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Official engineering announcement detailing the sunset of legacy Ruby and Python runtime layers in modern core Jenkins installations. Emphasizes JVM optimization and security surface minimization.
+#### Foundations
+
+  - **(2024)** [devopscube.com: Jenkins Architecture Explained – Beginners Guide](https://devopscube.com/jenkins-architecture-explained) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A classic conceptual primer outlining standard architecture dynamics between Jenkins central control plane instances and scale-out worker agents. Delivers essential mental models for networking, agent provisioning, and persistence.
+#### Version Tracking
+
+  - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An infrastructure management micro-library maintaining core platform version maps. Used by operations modules to trace historical releases, coordinate security updates, and validate target software compatibility matrices.
+### Developer Tooling
+
+#### Editor Extension
+
+  - **(2024)** [marketplace.visualstudio.com: Jenkins Extension Pack: DontShaveTheYak](https://marketplace.visualstudio.com/items?itemName=DontShaveTheYak.jenkins-extension-pack) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A pre-curated editor extension pack tailored to optimize developer workflows. Includes custom Groovy autocompletion rules, pipeline linter commands, and snippets built around the DontShaveTheYak ecosystem.
+### Dynamic Agents
+
+#### Docker Integration (2)
+
+  - **(2024)** [devopscube.com: How to Setup Docker containers as Build Slaves for Jenkins](https://devopscube.com/docker-containers-as-build-slaves-jenkins) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A practical guide for implementing Dockerized executors, enabling dynamic allocation of ephemeral developer containers as isolated, on-demand agents. Ensures high container clean-room isolation across parallel builds.
+### Enterprise Integrations
+
+#### SAP Automation
+
+  - **(2021)** [blogs.sap.com: SAP Cloud Integration automated testing using Jenkins and Pipeline as a Code approach](https://blogs.sap.com/2021/07/29/sap-cloud-integration-automated-testing-using-jenkins-and-pipeline-as-a-code-approach) [ADVANCED LEVEL]  [LEGACY] β€” An enterprise case study explaining how to build automated integration testing using SAP Cloud integrations inside a Jenkins Pipeline-as-Code architecture. *Curator Insight*: SAP Jenkins automated pipeline. *Live Grounding*: Essential for systems architects needing to standardize automated delivery in legacy enterprise networks.
+### Enterprise Platforms (1)
 
 #### SAP
 
   - **(2026)** [sap.github.io/jenkins-library](https://www.project-piper.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Project Piper home, representing SAP's official, reusable shared library and preconfigured pipeline templates for Jenkins. Simplifies standardized development, automated compliance validation, and deployment steps inside SAP cloud ecosystems.
   - **(2020)** [blogs.sap.com: Continuous quality using plugins and Jenkins (ABAP & UI5)](https://blogs.sap.com/2020/10/18/continuous-quality-using-plugins-and-jenkins-abap-ui5)  [LEGACY] β€” Outlines technical practices for ensuring SAP application code quality utilizing automated Jenkins pipelines. Introduces test automation execution structures for both legacy ABAP backends and modern UI5 frontend projects.
   - **(2020)** [blogs.sap.com: CI/CD Tools for SAP Cloud Platform ABAP Environment](https://blogs.sap.com/2020/10/22/ci-cd-tools-for-sap-cloud-platform-abap-environment)  [COMMUNITY-TOOL] β€” Details native CI/CD tools and integration patterns optimized for the SAP Cloud Platform ABAP environment. Demonstrates automated artifact builds, transport releases, and compliance workflows.
+### Enterprise Templating
+
+#### Devsecops Integration
+
+  - **(2023)** [cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Video guide demonstrating how the Jenkins Templating Engine (JTE) enforces global security scanning policies and continuous validation controls across multi-tier software environments without individual pipeline customization.
+#### Jenkins JTE
+
+  - **(2024)** [plugins.jenkins.io/templating-engine: Jenkins Template Engine JTE 🌟](https://plugins.jenkins.io/templating-engine) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced alternative pipeline runtime engine decoupling overall operational workflows from specific developer tools. Rather than copy-pasting monolithic Jenkinsfiles, JTE allows central operations teams to provision abstract compliance configurations.
 ### Feature Flagging
 
 #### Reliability
 
   - **(2021)** [How to Disable Code: The Developer's Production Kill Switch 🌟](https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch)  [COMMUNITY-TOOL] β€” Conceptual guide detailing the architecture of application "kill switches" using modern feature flagging frameworks. Discusses the trade-offs between static environment configurations and dynamic, real-time control mechanisms.
+### Industry Analysis
+
+#### DevOps Trends
+
+  - **(2021)** [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding)  [COMMUNITY-TOOL] β€” A comprehensive industry report analyzing the evolution of modern CI/CD pipelines as they swallow up operations, security compliance (DevSecOps), and AI/ML model integration (MLOps). It traces how simple deployment automation has evolved into highly integrated, complex policy engines that run across distributed clouds.
 ### Jenkins
 
 #### .NET
 
   - **(2021)** [youtube: MSBuild With Jenkins | Jenkins For C# / .NET Applications](https://www.youtube.com/watch?v=uC7vajbnZS4)  [COMMUNITY-TOOL] β€” A visual step-by-step tutorial for compiling C# and enterprise .NET applications using MSBuild and Jenkins. It details configuring build triggers, workspace setup, and MSBuild plugin integrations.
-#### Administration
+#### Administration (1)
 
   - **(2020)** [jenkins.io 2020-05-06: Slave to Agent renaming. Renaming of the official Docker images for Jenkins agents](https://www.jenkins.io/blog/2020/05/06/docker-agent-image-renaming)  [LEGACY] β€” Documents the official deprecation and refactoring of legacy terms like 'slave' to the inclusive 'agent' across the Jenkins UI, API layers, and baseline Docker registry images.
   - **(2020)** [On Jenkins Terminology Updates](https://www.jenkins.io/blog/2020/06/18/terminology-update)  [LEGACY] β€” Detailed administrative guide exploring global updates regarding inclusive terminology within the Jenkins ecosystem, describing deprecated configurations and the transition plan for third-party plugin developers.
@@ -77,7 +200,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Containerization (1)
 
   - **(2020)** [code-maze.com: ci jenkins docker](https://code-maze.com/ci-jenkins-docker)  [COMMUNITY-TOOL] β€” A tutorial guiding engineers on deploying and orchestrating Jenkins pipelines inside Docker containers. Emphasizes workflow automation, environment isolation, and clean container cleanup during continuous integration runs.
-#### Containers
+#### Containers (1)
 
   - **(2021)** [jenkins.io: Docker image updates](https://www.jenkins.io/blog/2021/02/08/docker-base-os-upgrade)  [COMMUNITY-TOOL] β€” A release bulletin reviewing base operating system upgrades from Debian Stretch to Buster across official Jenkins Docker images, improving stability and applying critical system security updates.
   - **(2020)** [Windows Docker Agent Images: General Availability 🌟](https://www.jenkins.io/blog/2020/05/11/docker-windows-agents)  [COMMUNITY-TOOL] β€” Announces general availability of official Windows-based Docker agent images for Jenkins. This enables enterprise teams to natively compile, package, and test .NET framework workloads inside native Windows containers.
@@ -110,10 +233,13 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Performance Optimization (1)
 
   - **(2021)** [youtube - CloudBeesTV: Jenkins Performance: Avoiding Pitfalls, Diagnosing Issues & Scaling for Growth](https://www.youtube.com/watch?v=yTafQ-e84eY) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical deep-dive into Jenkins scaling challenges, garbage collection tuning, and heap size optimization. It outlines diagnostic strategies to mitigate UI slowness, agent connection drops, and pipeline execution bottlenecks within high-concurrency enterprise environments.
-#### Pipeline as Code
+#### Pipeline As Code
 
   - **(2021)** [Jervis](https://github.com/samrocketman/jervis/wiki) ⭐ 271  [GROOVY CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Jenkins Receiving Versatile Infrastructure Script (Jervis) simplifies job lifecycle automation by supporting Travis CI-style YAML configurations natively in Jenkins. It enables declarative pipeline builds without complex Groovy setups.
   - **(2020)** [SCM Filter Jervis YAML Plugin](https://plugins.jenkins.io/scm-filter-jervis) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An auxiliary Jenkins plugin designed to parse and filter repositories using Jervis YAML configuration files. Promotes automated, multi-branch pipeline generation based on Git root metadata files.
+#### Reporting Plugins
+
+  - **(2024)** [performance-plugin](https://github.com/jenkinsci/performance-plugin) ⭐ 194  [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This Jenkins CI plugin compiles, parses, and visualizes execution metrics from load testing utilities like JMeter, Taurus, and JUnit directly within build workflows. Architecturally, it helps teams enforce automated quality gates by failing pipelines based on strict metric thresholds (e.g., error percentages or response time limits).
 #### Roadmap
 
   - **(2018)** [Jenkins: Shifting Gears 🌟🌟](https://www.jenkins.io/blog/2018/08/31/shifting-gears)  [COMMUNITY-TOOL] β€” The 'Shifting Gears' strategic blueprint outlining Jenkins Evergreen and efforts toward Cloud-Native Jenkins. It describes structural shifts towards cloud-native data stores, serverless build execution, and automated configurations.
@@ -121,59 +247,28 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 
   - **(2026)** [stats.jenkins.io 🌟](https://stats.jenkins.io)  [COMMUNITY-TOOL] β€” Live landing dashboard presenting global aggregated usage statistics of the Jenkins ecosystem. Tracks monthly active installations, plugin adoption counts, OS distributions, and version trends across the community.
   - **(2018)** [jenkins-infra/jenkins-usage-stats 🌟](https://github.com/jenkins-infra/jenkins-usage-stats) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official scripts and tools used by the Jenkins Infrastructure team to process, aggregate, and publish anonymous usage statistics from global Jenkins installations. Helps track plugin usage trends and version distributions.
-#### Tutorial
+#### Tutorials
 
   - **(2023)** [lambdatest.com: How To Set Up Continuous Integration With Git and Jenkins?](https://www.testmuai.com/blog/how-to-setup-continuous-integration-with-git-jenkins)  [COMMUNITY-TOOL] β€” A beginner guide outlining basic integrations between Git control layers and Jenkins CI servers. It walks through configuring automated polling, webhooks, SSH keys, and multi-branch pipeline pipelines.
-### Kubernetes Native
+### Jenkins Pipeline
 
-#### Jenkins X
+#### Best Practices
 
-  - **(2018)** [Youtube: Jenkins X: Continuous Delivery for Kubernetes with James Strachan](https://www.youtube.com/watch?v=BF3MhFjvBTU) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores Jenkins X architectures, GitOps patterns, and automated Helm chart management for rapid Kubernetes software delivery. Co-presented with deep-dives on DigitalOcean and standard orchestrator engines.
-### Serverless Pipelines
+  - **(2024)** [devops.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟](https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A fundamental playbook cataloging pipeline coding mistakes. Covers memory footprint reductions, parallel thread orchestrations, avoiding non-serializable objects, and managing global timeouts.
+#### Shared Libraries (1)
 
-#### Google Cloud Run
+  - **(2024)** [lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? 🌟](https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline) [GROOVY CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An industry-wide reference demonstrating the implementation of version-controlled, modular Jenkins Shared Libraries to streamline development. This approach encapsulates repeatable tasks inside global Groovy modules, minimizing configuration drift and maximizing pipeline standardization.
+  - **(2024)** [DontShaveTheYak/jenkins-std-lib:  Jenkins Standard Shared Library 🌟](https://github.com/DontShaveTheYak/jenkins-std-lib) ⭐ 51  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A production-grade collection of reusable Groovy utilities providing standardized code blocks for dynamic build systems. This standard library speeds up custom pipeline composition.
+### Jenkins Tools
 
-  - **(2021)** [blog.csanchez.org: Serverless Jenkins Pipelines with Google Cloud Run](https://blog.csanchez.org/2021/06/15/serverless-jenkins-pipelines-with-google-cloud-run) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to run scale-to-zero, serverless Jenkins pipelines executing build pods on Google Cloud Run. This approach eliminates master runtime overheads by wrapping job logic in highly portable container environments.
-## CICD
+#### Validation and Linting
 
-### Administration (1)
+  - **(2021)** [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Provides targeted code snippets, auto-complete utilities, and syntax validations optimized for declarative Jenkinsfiles. It dramatically reduces developer syntax errors when managing complex multi-stage pipeline steps.
+### Job Triggering
 
-#### Migration Utilities
+#### Cron Scheduling
 
-  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Assists teams in migrating legacy Freestyle Jenkins jobs into modern Declarative Pipelines. Best suited as a transitional tool for large-scale enterprise modernization efforts seeking to enforce pipeline-as-code patterns.
-### Artifact Management
-
-#### Build Dependencies
-
-  - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Enables secure and parameterized copying of workspace artifacts between different Jenkins jobs. Crucial for non-pipeline or multi-stage legacy freestyle architectures, though modern pipeline-based artifact repositories are preferred.
-### Automation (1)
-
-#### Deployment Tools
-
-  - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Jenkins plugin designed to coordinate container deployment pipelines, allowing seamless application delivery onto Kubernetes clusters. It handles cluster authentication, manifest interpolation, and rollout verification, although modern enterprise GitOps architectures have largely transitioned target deployments to ArgoCD or Flux.
-#### Jenkins Integration
-
-  - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational plugin that integrates Jenkins with Kubernetes clusters to dynamically provision Jenkins agent pods on-demand. By leveraging Kubernetes namespaces and resources, it ensures isolated build environments, scaling agent capacity up during intensive test stages and scaling down to save compute budget.
-### Build Tools
-
-#### Maven
-
-  - **(2025)** [**pipeline-maven: Pipeline Maven Integration 🌟**](https://plugins.jenkins.io/pipeline-maven) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides rich integration between Apache Maven executions and Jenkins Pipelines. It automatically tracks build artifacts, processes downstream test results (Surefire, Failsafe), and manages Maven-based dependency triggering across internal jobs.
-### Containers (1)
-
-#### Docker Integration
-
-  - **(2021)** [CloudBees Docker Custom Build Environment](https://plugins.jenkins.io/docker-custom-build-environment) [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Allows building projects inside a custom Docker container, providing an isolated build runtime. Generally succeeded by native Jenkins Pipeline declarative `agent { docker }` syntax, rendering this standalone plugin largely obsolete.
-### Industry Analysis
-
-#### DevOps Trends
-
-  - **(2021)** [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding)  [COMMUNITY-TOOL] β€” A comprehensive industry report analyzing the evolution of modern CI/CD pipelines as they swallow up operations, security compliance (DevSecOps), and AI/ML model integration (MLOps). It traces how simple deployment automation has evolved into highly integrated, complex policy engines that run across distributed clouds.
-### Jenkins (1)
-
-#### Reporting Plugins
-
-  - **(2024)** [performance-plugin](https://github.com/jenkinsci/performance-plugin) ⭐ 194  [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This Jenkins CI plugin compiles, parses, and visualizes execution metrics from load testing utilities like JMeter, Taurus, and JUnit directly within build workflows. Architecturally, it helps teams enforce automated quality gates by failing pipelines based on strict metric thresholds (e.g., error percentages or response time limits).
+  - **(2021)** [automationreinvented.blogspot.com: How to schedule a job in Jenkins pipeline? How to run automation suite everyday with auto trigger scheduler?](https://automationreinvented.blogspot.com/2021/05/how-to-schedule-job-in-jenkins-pipeline.html)  [COMMUNITY-TOOL] β€” Walks through cron syntax integrations inside declarative pipelines to handle nightly build operations and scheduled automation triggers. *Curator Insight*: Scheduled job triggers. *Live Grounding*: Critical for configuring resource-intensive smoke tests to execute during low-traffic windows.
 ### Kubernetes and Cloud
 
 #### CLI Integrations
@@ -182,26 +277,80 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Cloud VM Agents
 
   - **(2025)** [==Amazon EC2 plugin==](https://plugins.jenkins.io/ec2) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dynamically spins up EC2 instances as Jenkins build agents based on queue load, terminating them after idle thresholds are reached. Includes advanced IAM profile routing, VPC placement, Spot Instance support, and customizable AMI launch configurations.
-#### OpenShift Integration
+#### Openshift Integration
 
   - **(2023)** [openshift-login](https://plugins.jenkins.io/openshift-login) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Provides automated authentication against OpenShift clusters inside Jenkins pipelines, handling token retrieval and renewal seamlessly. Secures interactions with OpenShift API servers using temporary ServiceAccount tokens or OAuth configs.
   - **(2018)** [openshift-deployer](https://plugins.jenkins.io/openshift-deployer) [JAVA CONTENT] 🌟 [LEGACY] β€” An older plugin designed for deploying applications to OpenShift V2/V3 environments. Modern GitOps engines (ArgoCD) and OpenShift GitOps have largely replaced this plugin, rendering it legacy for newer cloud-native deployments.
-### OpenShift
+### Kubernetes Native
 
-#### CLI Tools
+#### Jenkins X
 
-  - **(2022)** [==openshift-client==](https://plugins.jenkins.io/openshift-client) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vital Jenkins plugin that packages and injects the OpenShift CLI (oc) command tool directly into pipeline execution containers. It enables automation scripts to easily authenticate, query, and manipulate OpenShift namespaces, security context constraints (SCCs), and route resources.
-#### Pipelines
+  - **(2018)** [Youtube: Jenkins X: Continuous Delivery for Kubernetes with James Strachan](https://www.youtube.com/watch?v=BF3MhFjvBTU) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores Jenkins X architectures, GitOps patterns, and automated Helm chart management for rapid Kubernetes software delivery. Co-presented with deep-dives on DigitalOcean and standard orchestrator engines.
+### Learning Paths
 
-  - **(2022)** [==openshift-pipeline==](https://plugins.jenkins.io/openshift-pipeline) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A key Jenkins integration designed to trigger and coordinate OpenShift source-to-image (S2I) and binary-to-image build pipelines directly from Jenkins stages. It bridges traditional centralized orchestration with OpenShift-native application delivery models. Modern workloads are increasingly migrating toward Tekton-based OpenShift Pipelines.
-#### Synchronization
+#### Jenkins Core
 
-  - **(2022)** [==openshift-sync==](https://plugins.jenkins.io/openshift-sync) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Jenkins plugin designed to continuously synchronize Jenkins Job states, configurations, and build logs directly with OpenShift’s Build configurations and pipelines. By unifying build states, it provides developers with a single dashboard experience within the native OpenShift console interface.
+  - **(2024)** [lambdatest.com: Jenkins Tutorial 🌟](https://www.testmuai.com/learning-hub/jenkins) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An extensive Jenkins learning hub providing developer onboarding material covering setup, node orchestration, plugin configurations, and automated testing integrations. *Curator Insight*: Foundational learning path. *Live Grounding*: Useful for baseline developer onboarding though less representative of advanced IaC pipelines.
+  - **(2021)** [dev.to: Setting up a CI/CD with Jenkins](https://dev.to/kennethatria/setting-up-a-ci-cd-with-jenkins-4hln)  [COMMUNITY-TOOL] β€” A basic, hands-on tutorial detailing how to set up your first functional Jenkins instance, connect plugins, and build an execution flow. *Curator Insight*: Fundamental Jenkins setups. *Live Grounding*: Good for engineers seeking a fast onboarding path.
+  - **(2021)** [lambdatest.com: What Is Jenkins Used For? 🌟](https://www.testmuai.com/blog/what-is-jenkins)  [COMMUNITY-TOOL] β€” A high-level educational article describing the business value of Jenkins, its plugin ecosystem, and core deployment use cases. *Curator Insight*: Core fundamentals guide. *Live Grounding*: Useful resource for non-technical leadership onboarding.
+  - **(2021)** [youtube: Tech World with Nana - Jenkins Tutorial for Beginners](https://www.youtube.com/playlist?list=PLy7NrYWoggjw_LIiDK1LXdNN82uYuuuiC)  [COMMUNITY-TOOL] β€” A popular, high-density video tutorial playlist by Nana Janashia covering Jenkins architectures, shared libraries, container builds, and deployment workflows. *Curator Insight*: Comprehensive playlist. *Live Grounding*: Widely regarded as one of the best video onboarding courses for engineers learning Jenkins.
+  - **(2021)** [freecodecamp.org: Learn Jenkins by Building a CI/CD Pipeline 🌟](https://www.freecodecamp.org/news/learn-jenkins-by-building-a-ci-cd-pipeline)  [COMMUNITY-TOOL] β€” A hands-on FreeCodeCamp tutorial guiding developers through setting up pipelines with parallel stages and testing loops. *Curator Insight*: FreeCodeCamp walkthrough. *Live Grounding*: Excellent practice resource for developers learning standard Jenkinsfile structures.
+### Modernization
+
+#### Migration
+
+  - **(2022)** [infracloud.io: Migrating Jenkins Freestyle Job to Multibranch Pipeline 🌟](https://www.infracloud.io/blogs/jenkins-freestyle-pipeline-migration) [NONE CONTENT]  [LEGACY] β€” An extensive structural migration blueprint detailing the step-by-step logic, pattern conversions, and pitfalls associated with transitioning legacy UI-defined Freestyle jobs to multibranch pipeline declarations.
+#### Scm Integration
+
+  - **(2021)** [youtube: How to Create a Bitbucket Cloud Branch Source Multibranch Pipeline in Jenkins](https://www.youtube.com/watch?v=LNfthmZuRDI&ab_channel=CloudBeesTV) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An instructional overview outlining how to orchestrate high-performance multibranch pipelines using Bitbucket Cloud source managers, ensuring real-time testing and webhook synchronization across dynamic repository branches.
 ### Pipeline Definition
 
 #### Declarative Alternatives
 
   - **(2024)** [Pipeline as YAML (Incubated) 🌟](https://plugins.jenkins.io/pipeline-as-yaml) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An alternative Jenkins pipeline engine allowing users to define build structures inside YAML instead of Groovy. Caters to teams seeking standard YAML CI definitions comparable to GitHub Actions or GitLab CI/CD, bridging the gap for Jenkins setups.
+### Pipeline Execution
+
+#### Parallel Execution
+
+  - **(2019)** [Matrix 🌟](https://www.jenkins.io/blog/2019/11/22/welcome-to-the-matrix) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A core feature enabling developers to configure multi-dimensional test combinations across parallel agents. Greatly accelerates feedback loops for applications targeting diverse platforms.
+### Pipeline Patterns
+
+#### Declarative Vs Scripted
+
+  - **(2021)** [youtube/Bribe By Bytes: Jenkins Pipelines | Pipeline Concept | Types of Pipelines | Part 1](https://www.youtube.com/watch?v=iddMXjmr7mk&ab_channel=BribeByBytes)  [COMMUNITY-TOOL] β€” Covers declarative versus scripted pipelines in Jenkins, defining the programmatic DSL paradigms and stage blocks inside modern Jenkinsfiles. *Curator Insight*: Compares pipeline design models. *Live Grounding*: While declarative is the industry default, scripted pipeline syntax remains critical for custom Groovy orchestration.
+#### Execution Steps
+
+  - **(2021)** [youtube - CloudBeesTV: How to Run a Shell Script in Jenkins Pipeline 🌟](https://www.youtube.com/watch?v=mbeQWBNaNKQ&ab_channel=CloudBeesTV)  [COMMUNITY-TOOL] β€” A hands-on video showcasing secure shell (`sh`) execution steps in Jenkins pipelines. Discusses return codes, parameter escaping, and environment overrides. *Curator Insight*: Quick shell integration. *Live Grounding*: Shell execution remains the baseline execution engine within standard continuous delivery runs.
+#### Gitlab Integration
+
+  - **(2021)** [youtube: How to Create a GitLab Multibranch Pipeline in Jenkins](https://www.youtube.com/watch?app=desktop&v=y4XGFluzPHY&ab_channel=CloudBeesTV)  [COMMUNITY-TOOL] β€” Technical tutorial demonstrating how to integrate GitLab repository configurations with Jenkins multibranch pipelines. Walks through auto-discovering repository branches, handling webhook triggers for pull requests, and automating branch-specific builds. *Curator Insight*: Video tutorial on GitLab pipelines. *Live Grounding*: Essential for hybrid environments bridging traditional Jenkins setups with modern GitLab VCS topologies.
+#### Gitops
+
+  - **(2022)** [developers.redhat.com: A developer's guide to CI/CD and GitOps with Jenkins Pipelines](https://developers.redhat.com/articles/2022/01/13/developers-guide-cicd-and-gitops-jenkins-pipelines) [ADVANCED LEVEL]  [LEGACY] β€” A developer-focused guide by Red Hat covering best practices for declarative pipelines and GitOps strategies. *Curator Insight*: Red Hat pipeline strategy. *Live Grounding*: Highly valuable blueprint for organizations looking to integrate legacy Jenkins setups with GitOps loops.
+#### Pipeline Validation
+
+  - **(2021)** [fosstechnix.com: How to Validate Jenkinsfile using Visual Studio Code](https://www.fosstechnix.com/validate-jenkinsfile-using-visual-studio-code)  [COMMUNITY-TOOL] β€” Explains how to configure VS Code extensions to validate and lint declarative Jenkinsfiles before committing. *Curator Insight*: Local code linting. *Live Grounding*: Drastically reduces developer feedback loops by catching syntax errors before running builds on controllers.
+### Pipeline Testing
+
+#### Linting
+
+  - **(2025)** [Pipeline Development Tools (Command-line Pipeline Linter)](https://www.jenkins.io/doc/book/pipeline/development) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The standard linting interface built to parse dynamic Jenkinsfiles against syntax engines. Ensures early discovery of Groovy typos, security blocks, and formatting errors before pipelines run on physical infrastructure.
+#### Local Execution
+
+  - **(2025)** [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.
+#### Unit Testing
+
+  - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) ⭐ 1585  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The standard community pipeline testing toolkit. Simplifies verifying multi-step pipeline syntax, credential queries, and shared libraries within local mock environments, accelerating delivery validation times.
+### Plugin Management
+
+#### CLI Tooling
+
+  - **(2025)** [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) ⭐ 460  [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks.
+#### Ecosystem Curations
+
+  - **(2024)** [devops.com: 15 must have Jenkins plugins to increase productivity](https://devops.com/15-must-jenkins-plugins-increase-productivity) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An operational digest analyzing fifteen key plugin utilities critical to scaling production clusters, spanning monitoring hooks, dynamic cleanup scripts, and visual feedback mechanisms.
+  - **(2024)** [devteam.space: 10 Best Jenkins Plugins For DevOps](https://www.devteam.space/blog/10-best-jenkins-plugins-for-devops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative analysis evaluating the top 10 enterprise plugins critical for scaling CI/CD pipelines, highlighting security integrations, Kubernetes agent controllers, and pipeline visualization plugins.
+  - **(2019)** [dev.to: 8 Jenkins plugins I can't live without (2019)](https://dev.to/jcoelho/8-jenkins-plugins-i-cant-live-without-3bin) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A popular community catalog of essential plugins. Focuses on developer velocity, visual tracing, Slack interactions, and credential storage interfaces that form the foundation of efficient operations.
 ### Quality Assurance
 
 #### Code Coverage
@@ -232,134 +381,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### SCM Core
 
   - **(2026)** [==Pipeline: SCM Step (workflow-scm-step)==](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational Jenkins Pipeline plugin providing the `checkout` step. Translates abstract SCM definitions into executable steps, maintaining critical source control parameters, commit histories, and changelogs across execution nodes.
-### User Interface
-
-#### Dashboard
-
-  - **(2021)** [Deploy Dashboard by Namecheap](https://plugins.jenkins.io/deploy-dashboard) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A visualization plugin from Namecheap that helps track and showcase deployment progress across environments. Provides developers with a dashboard to quickly grasp which artifact version is running on staging, UAT, or production.
-#### Job Parameters
-
-  - **(2024)** [Extensible Choice Parameter](https://plugins.jenkins.io/extensible-choice-parameter) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Extends Jenkins' basic choice parameter type by feeding build configuration fields dynamic data sources (such as Groovy scripts, text files, or global lists). Simplifies UI-driven parameterized builds significantly.
-  - **(2023)** [Parameter Separator](https://plugins.jenkins.io/parameter-separator) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Enhances the visual layout of parameterized Jenkins jobs by adding custom line separators and CSS styled labels between fields. Helps organize massive build form structures for improved operator ergonomics.
-## CICD and DevOps
-
-### Enterprise Jenkins
-
-#### OpenShift Integration (1)
-
-  - **(2018)** [opensource.com: Running Jenkins builds in Openshift containers](https://opensource.com/article/18/4/running-jenkins-builds-containers) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Guide detailing the setup and execution of transient Jenkins agents within OpenShift containers. Focuses on orchestrating dynamic pod allocations for build execution, maximizing cluster efficiency and isolating build contexts.
-## CICD Foundations
-
-### Automation Philosophy
-
-#### Anti-Patterns
-
-  - **(2017)** [youtube: Jenkins World 2017: How to Use Jenkins Less 🌟](https://www.youtube.com/watch?v=Zeqc6--0eQw&ab_channel=CloudBeesTV) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A thought-provoking presentation encouraging engineers to decouple heavy domain logic from Jenkins specific DSL configurations, moving instead towards portable container runtimes. *Curator Insight*: Architectural presentation. *Live Grounding*: This decoupling remains the golden standard for cloud-native setups in 2026.
-#### Case Studies
-
-  - **(2020)** [slideshare.net: Jeff Geerling - Jenkins or: How I learned to stop worrying and love automation 🌟](https://www.slideshare.net/geerlingguy/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation)  [COMMUNITY-TOOL] β€” Slide presentation by Jeff Geerling exploring automation fundamentals and CI/CD philosophy. Focuses on reduction of manual operations and managing server drift. *Curator Insight*: Historical perspective on automation. *Live Grounding*: Continues to serve as an industry reference for designing maintainable automation infrastructure.
-### Learning Paths
-
-#### Jenkins Core
-
-  - **(2024)** [lambdatest.com: Jenkins Tutorial 🌟](https://www.testmuai.com/learning-hub/jenkins) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An extensive Jenkins learning hub providing developer onboarding material covering setup, node orchestration, plugin configurations, and automated testing integrations. *Curator Insight*: Foundational learning path. *Live Grounding*: Useful for baseline developer onboarding though less representative of advanced IaC pipelines.
-  - **(2021)** [dev.to: Setting up a CI/CD with Jenkins](https://dev.to/kennethatria/setting-up-a-ci-cd-with-jenkins-4hln)  [COMMUNITY-TOOL] β€” A basic, hands-on tutorial detailing how to set up your first functional Jenkins instance, connect plugins, and build an execution flow. *Curator Insight*: Fundamental Jenkins setups. *Live Grounding*: Good for engineers seeking a fast onboarding path.
-  - **(2021)** [lambdatest.com: What Is Jenkins Used For? 🌟](https://www.testmuai.com/blog/what-is-jenkins)  [COMMUNITY-TOOL] β€” A high-level educational article describing the business value of Jenkins, its plugin ecosystem, and core deployment use cases. *Curator Insight*: Core fundamentals guide. *Live Grounding*: Useful resource for non-technical leadership onboarding.
-  - **(2021)** [youtube: Tech World with Nana - Jenkins Tutorial for Beginners](https://www.youtube.com/playlist?list=PLy7NrYWoggjw_LIiDK1LXdNN82uYuuuiC)  [COMMUNITY-TOOL] β€” A popular, high-density video tutorial playlist by Nana Janashia covering Jenkins architectures, shared libraries, container builds, and deployment workflows. *Curator Insight*: Comprehensive playlist. *Live Grounding*: Widely regarded as one of the best video onboarding courses for engineers learning Jenkins.
-  - **(2021)** [freecodecamp.org: Learn Jenkins by Building a CI/CD Pipeline 🌟](https://www.freecodecamp.org/news/learn-jenkins-by-building-a-ci-cd-pipeline)  [COMMUNITY-TOOL] β€” A hands-on FreeCodeCamp tutorial guiding developers through setting up pipelines with parallel stages and testing loops. *Curator Insight*: FreeCodeCamp walkthrough. *Live Grounding*: Excellent practice resource for developers learning standard Jenkinsfile structures.
-## CICD Infrastructure
-
-### Build and Packaging
-
-#### Custom Packager
-
-  - **(2025)** [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) ⭐ 87  [JAVA CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Duplicate citation verification for the Custom WAR Packager. Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations.
-### Configuration Management
-
-#### Ansible Roles
-
-  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) ⭐ 852  [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A widely adopted Ansible playbook automation framework for preparing enterprise Linux hosts to run Jenkins controllers. Includes baked-in configurations for repository keys, dependencies, and default configurations.
-### Configuration as Code
-
-!!! info "Jenkins Configuration as Code (CasC) Architectural Reference"
-    To design a robust, modern, and reproducible Jenkins infrastructure in 2026, you must understand the distinction and interplay between the three complementary Configuration-as-Code layers.
-    
-    ### 1. The Controller Layer: [Jenkins Configuration as Code (JCasC)](https://plugins.jenkins.io/configuration-as-code)
-    Managing the controller's settings, plugin installations, and credentials via the web UI creates operational snowflakes. JCasC solves this by defining the entire controller configuration in declarative YAML files.
-    - **Key Resources**:
-        - [Official JCasC Plugin 🌟](https://plugins.jenkins.io/configuration-as-code) β€” The entry point for declaring your Jenkins configuration in YAML.
-        - [Example of JCasC for Kubernetes 🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s) β€” A practical bootstrap reference.
-        - [Read-only Jenkins Configuration 🌟](https://www.jenkins.io/blog/2020/05/25/read-only-jenkins-announcement/) β€” Lock down the UI configuration screens using JEP-224 to enforce CasC immutability.
-    
-    ### 2. The Job Generation Layer: [Job DSL Plugin](https://plugins.jenkins.io/job-dsl)
-    If you have hundreds of repositories, manually creating Jenkins jobs is non-viable. The Job DSL plugin allows you to describe Jenkins jobs programmatically using a Groovy-based DSL.
-    - **Key Resources**:
-        - [Job DSL Plugin 🌟](https://plugins.jenkins.io/job-dsl) β€” Programmatic job generation.
-        - [Jenkins Job DSL API Reference 🌟](https://jenkinsci.github.io/job-dsl-plugin) β€” Comprehensive API reference documentation.
-        - [Guide: Jenkins Jobs as Code with Groovy DSL 🌟](https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a) β€” A step-by-step introduction.
-    
-    ### 3. The Pipeline Execution Layer: [Jenkins Declarative Pipeline](https://www.jenkins.io/solutions/pipeline)
-    The execution steps of your build, test, and deploy pipeline belong in the application repository. The `Jenkinsfile` defines this using the Declarative Pipeline syntax, which provides a structured, version-controlled delivery flow.
-    - **Key Resources**:
-        - [Pipeline as Code with Jenkins 🌟](https://www.jenkins.io/solutions/pipeline) β€” Conceptual overview.
-        - [Jenkinsfile Syntax Book 🌟](https://www.jenkins.io/doc/book/pipeline/jenkinsfile) β€” Official syntax and grammar reference.
-        - [DZone Refcard: Declarative Pipeline with Jenkins 🌟](https://dzone.com/refcardz/declarative-pipeline-with-jenkins) β€” Quick reference sheet.
-        - [Dzone Refcard: Continuous Delivery with Jenkins Pipeline 🌟](https://dzone.com/refcardz/continuous-delivery-with-jenkins-pipeline) β€” CD workflow design.
-
-    ### 4. The Visual/User Interface Layer: [Pipeline Graph View Plugin](https://plugins.jenkins.io/pipeline-graph-view)
-    With the official deprecation of the Blue Ocean plugin, the Pipeline Graph View plugin is the de-facto standard for interactive pipeline visualizations directly embedded in the native Jenkins UI.
-    - **Key Resources**:
-        - [Pipeline Graph View Plugin 🌟](https://plugins.jenkins.io/pipeline-graph-view) β€” The modern interactive UI to view execution graphs and stages.
-        - [pipeline-graph-view-plugin repository 🌟](https://github.com/jenkinsci/pipeline-graph-view-plugin) β€” Open-source repository for the Pipeline Graph View project.
-
-    ---
-    πŸ’‘ **Architectural Recommendation**: Use **JCasC** to set up the controller, **Job DSL** to generate your multibranch pipeline jobs automatically, and a **Declarative Jenkinsfile** inside each repo to define the build steps. Enrich the visual feedback loop by deploying the **Pipeline Graph View Plugin**, and lock the UI down to read-only mode to prevent configuration drift.
-
-#### Developer Tooling
-
-  - **(2024)** [Visual Studio Code JCasC-Plugin 🌟](https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A high-performance developer editor tool designed to provide autocompletion, real-time schema linting, and context-aware validation syntax checks specifically for managing complex Jenkins Configuration as Code declarations.
-#### Docker Deployment
-
-  - **[Official Jenkins Docker Image](https://github.com/jenkinsci/docker)** [DE FACTO STANDARD] β€” Official Docker templates and build scripts for Jenkins controllers.
-  - **[jenkins-in-docker Swarm Cluster setup](https://github.com/shazChaudhry/docker-jenkins)** [COMMUNITY-TOOL] β€” A reference setup demonstrating how to run scalable Jenkins workers inside a Docker Swarm environment.
-  - **(2025)** [Example of JCasC](https://github.com/halkeye-docker/docker-jenkins) ⭐ 16  [DOCKERFILE CONTENT] 🌟 [COMMUNITY-TOOL] β€” A practical reference architecture repository deploying containerized Jenkins masters using pre-mounted configurations and declarative configurations. Ideal for sandboxing configuration-as-code workflows.
-#### Enterprise Platforms (1)
-
-  - **(2025)** [docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Enterprise implementation architectural blueprint outlining how to distribute configuration as code (CasC) bundles safely from central Operations Centers down to managed controller clusters across dynamic Kubernetes namespaces.
-#### Jenkins JCasC
-
-  - **(2024)** [devops.com: Using jenkins configuration as code](https://devops.com/using-jenkins-configuration-as-code) [YAML CONTENT]  [LEGACY] β€” A practical industry analysis illustrating standard techniques for shifting legacy Jenkins controller provisioning workflows into git-centric, declaration-first structures. It presents a detailed taxonomy of automated setup validation strategies.
-#### Job Generation
-
-  - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) ⭐ 2790  [GROOVY CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An operational setup manual detailing how to bootstrap a primary seed job inside configuration-as-code files. This enables the controller to dynamically generate all subsequent projects automatically on initial server launch.
-  - **(2025)** [Job DSL Plugin 🌟](https://plugins.jenkins.io/job-dsl) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The baseline plugin enabling declarative, Groovy-driven definitions of Jenkins jobs and folders. Integrates seamlessly with configuration-as-code models to allow automatic scaling of massive delivery pipelines.
-  - **(2024)** [jenkins-job-builder.readthedocs.io 🌟](https://jenkins-job-builder.readthedocs.io/en/latest) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A specialized templating utility designed by OpenStack to parse YAML or JSON structures into standard Jenkins XML models. Enables highly-repeatable multi-job configuration scaling across multi-tenant servers.
-### Core Architecture
-
-#### Deprecations
-
-  - **(2021)** [jenkins.io: Deprecating non-Java plugins](https://www.jenkins.io/blog/2021/12/22/deprecated-ruby-runtime) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Official engineering announcement detailing the sunset of legacy Ruby and Python runtime layers in modern core Jenkins installations. Emphasizes JVM optimization and security surface minimization.
-#### Foundations
-
-  - **(2024)** [devopscube.com: Jenkins Architecture Explained – Beginners Guide](https://devopscube.com/jenkins-architecture-explained) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A classic conceptual primer outlining standard architecture dynamics between Jenkins central control plane instances and scale-out worker agents. Delivers essential mental models for networking, agent provisioning, and persistence.
-#### Version Tracking
-
-  - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An infrastructure management micro-library maintaining core platform version maps. Used by operations modules to trace historical releases, coordinate security updates, and validate target software compatibility matrices.
-### Dynamic Agents
-
-#### Docker Integration (1)
-
-  - **(2024)** [devopscube.com: How to Setup Docker containers as Build Slaves for Jenkins](https://devopscube.com/docker-containers-as-build-slaves-jenkins) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A practical guide for implementing Dockerized executors, enabling dynamic allocation of ephemeral developer containers as isolated, on-demand agents. Ensures high container clean-room isolation across parallel builds.
-### Plugin Management
-
-#### CLI Tooling
-
-  - **(2025)** [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) ⭐ 460  [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks.
-#### Ecosystem Curations
-
-  - **(2024)** [devops.com: 15 must have Jenkins plugins to increase productivity](https://devops.com/15-must-jenkins-plugins-increase-productivity) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An operational digest analyzing fifteen key plugin utilities critical to scaling production clusters, spanning monitoring hooks, dynamic cleanup scripts, and visual feedback mechanisms.
-  - **(2024)** [devteam.space: 10 Best Jenkins Plugins For DevOps](https://www.devteam.space/blog/10-best-jenkins-plugins-for-devops) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative analysis evaluating the top 10 enterprise plugins critical for scaling CI/CD pipelines, highlighting security integrations, Kubernetes agent controllers, and pipeline visualization plugins.
-  - **(2019)** [dev.to: 8 Jenkins plugins I can't live without (2019)](https://dev.to/jcoelho/8-jenkins-plugins-i-cant-live-without-3bin) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A popular community catalog of essential plugins. Focuses on developer velocity, visual tracing, Slack interactions, and credential storage interfaces that form the foundation of efficient operations.
 ### Scalability and Resilience
 
 #### JVM Tuning
@@ -376,183 +397,39 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - **[CloudBees: Troubleshooting Jenkins Performance](https://support.cloudbees.com/hc/en-us/articles/204856094-Troubleshooting-Jenkins-Performance)** [ENTERPRISE-STABLE] β€” Exhaustive reference for debugging heap usage, thread dumps, garbage collection pauses, and pipeline serialization bottlenecks.
   - **[Jenkins Health Advisor by CloudBees](https://plugins.jenkins.io/jenkins-health-advisor-by-cloudbees/)** [COMMUNITY-TOOL] β€” Automatically scans Jenkins controllers for known issues, security vulnerabilities, and performance anomalies.
   - **(2020)** [cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 1 (2020) 🌟](https://www.cloudbees.com/blog/apm-tools-jenkins-performance) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Part one of an engineering diagnostic series for hunting down master slowdowns in Kubernetes clusters. Focuses on setting up proper application performance monitoring and resolving severe disk-level I/O latency blocks.
-### Security and RBAC
-
-#### Jenkins Core (1)
-
-  - **(2020)** [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code users](https://www.jenkins.io/events/online-hackfest/2020-uiux) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A critical core Jenkins Enhancement Proposal introducing granular 'System Read' permissions. This structural interface improvement allows auditing engines and JCasC pipelines to safely parse configuration maps without exposing administrative keys.
-  - **(2020)** [Read-only Jenkins Configuration 🌟](https://www.jenkins.io/blog/2020/05/25/read-only-jenkins-announcement) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Core feature release detailing the security enforcement mechanism that locks out standard UI modification interactions. Once enabled, this read-only interface blocks administrative drift, preserving JCasC declarations as single-sources-of-truth.
-## CICD Pipeline
-
-### Jenkins Tools
-
-#### Validation and Linting
-
-  - **(2021)** [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Provides targeted code snippets, auto-complete utilities, and syntax validations optimized for declarative Jenkinsfiles. It dramatically reduces developer syntax errors when managing complex multi-stage pipeline steps.
-## CICD Pipeline Architecture
-
-!!! info "[Pipeline as Code with Jenkins: Architectural Core Principles](https://www.jenkins.io/solutions/pipeline)"
-    As defined in the official [Jenkins Pipeline Book](https://www.jenkins.io/doc/book/pipeline), Jenkins is fundamentally an automation engine that supports diverse delivery patterns. Modeling your delivery workflow as a **Pipeline** adds a powerful set of automation capabilities:
-    
-    *   **Code**: Pipelines are implemented directly in code (usually a `Jenkinsfile`) and checked into version control, enabling peer code reviews and auditability.
-    *   **Durable**: Pipelines are built to survive both planned and unplanned restarts of the Jenkins controller.
-    *   **Pausable**: Pipelines can pause execution to wait for human approval or input before proceeding to deployment.
-    *   **Versatile**: They naturally support complex real-world CD topologies, including parallel execution, looping, and fork/join patterns.
-    *   **Extensible**: The Pipeline [DSL](https://en.wikipedia.org/wiki/Domain-specific_language) supports custom extensions (e.g., Shared Libraries) and integrations with external plugins.
-
-!!! info "[Jenkins Pipeline Best Practices: Declarative, Scripted, and Shared Libraries](https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin)"
-    Based on CloudBees' strategic guide: [Top 10 Jenkins Pipeline Best Practices](https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin):
-    
-    *   **Prefer Declarative Syntax**: Declarative syntax (introduced in 2017) is the modern standard. Many advanced featuresβ€”such as matrix buildsβ€”are exclusively available in Declarative. Avoid legacy Scripted syntax (2014) unless absolutely necessary.
-    *   **Use Shared Libraries to Avoid Inline Scripts**: Using `script` tags inside a Declarative pipeline is an anti-pattern. Instead of inline Groovy scripting, encapsulate complex logic as custom steps inside a version-controlled **Shared Library**.
-    *   **Do Not Treat Shared Libraries as General Programming Projects**: Pipelines should only orchestrate CI tasks, not run complex business logic. Heavy computations or scripting inside a Shared Library execute on the Jenkins controller (master) rather than the build agents, causing severe memory leaks and performance bottlenecks.
-    *   **Scripted Syntax Fallback**: Only resort to Scripted syntax when a task cannot be achieved using a combination of Declarative syntax and a custom Shared Library step.
-    *   **Declarative inside Shared Libraries**: **Shared-libraries with scripted pipeline syntax are not recommended** since more custom coding involves more maintenance issues. Use **Declarative Pipeline Syntax** as much as possible inside your libraries.
-
-
-!!! info "[Building Declarative Pipelines with OpenShift: Jenkinsfile as Code and Syntax Structures](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin)"
-    As detailed in Red Hat's engineering guide: [Building Declarative Pipelines with OpenShift DSL Plugin](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin):
-    
-    *   **Jenkinsfiles as the De-Facto Standard**: Since Jenkins 2, Jenkinsfiles have quickly become the **de-facto standard for building continuous delivery pipelines**, allowing teams to track, review, audit, and manage the pipeline lifecycle inside source version control just like application code.
-    *   **Scripted vs. Declarative Execution**: While the Groovy-based **scripted syntax** was the default in Jenkins 2, the **declarative syntax** (introduced in Jenkins 2.5) offers a simplified way to control all pipeline aspects. Ultimately, **both syntaxes translate to the same execution blocks** in Jenkins and achieve the same result.
-    *   **Structure of Declarative Pipelines**: In its simplest form, a declarative pipeline is composed of an **`agent`** (defining the build executor/slave) and a series of **`stages`**, with each stage containing the specific **`steps`** to be executed.
-
-### Developer Tooling (1)
-
-#### Editor Extension
-
-  - **(2024)** [marketplace.visualstudio.com: Jenkins Extension Pack: DontShaveTheYak](https://marketplace.visualstudio.com/items?itemName=DontShaveTheYak.jenkins-extension-pack) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A pre-curated editor extension pack tailored to optimize developer workflows. Includes custom Groovy autocompletion rules, pipeline linter commands, and snippets built around the DontShaveTheYak ecosystem.
-### Enterprise Templating
-
-#### DevSecOps Integration
-
-  - **(2023)** [cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Video guide demonstrating how the Jenkins Templating Engine (JTE) enforces global security scanning policies and continuous validation controls across multi-tier software environments without individual pipeline customization.
-#### Jenkins JTE
-
-  - **(2024)** [plugins.jenkins.io/templating-engine: Jenkins Template Engine JTE 🌟](https://plugins.jenkins.io/templating-engine) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced alternative pipeline runtime engine decoupling overall operational workflows from specific developer tools. Rather than copy-pasting monolithic Jenkinsfiles, JTE allows central operations teams to provision abstract compliance configurations.
-### Jenkins Pipeline
-
-#### Best Practices
-
-  - **(2024)** [devops.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟](https://devops.com/top-10-best-practices-for-jenkins-pipeline-plugin) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A fundamental playbook cataloging pipeline coding mistakes. Covers memory footprint reductions, parallel thread orchestrations, avoiding non-serializable objects, and managing global timeouts.
-#### Shared Libraries
-
-  - **(2024)** [lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? 🌟](https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline) [GROOVY CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An industry-wide reference demonstrating the implementation of version-controlled, modular Jenkins Shared Libraries to streamline development. This approach encapsulates repeatable tasks inside global Groovy modules, minimizing configuration drift and maximizing pipeline standardization.
-  - **(2024)** [DontShaveTheYak/jenkins-std-lib:  Jenkins Standard Shared Library 🌟](https://github.com/DontShaveTheYak/jenkins-std-lib) ⭐ 51  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A production-grade collection of reusable Groovy utilities providing standardized code blocks for dynamic build systems. This standard library speeds up custom pipeline composition.
-### Modernization
-
-#### Migration
-
-  - **(2022)** [infracloud.io: Migrating Jenkins Freestyle Job to Multibranch Pipeline 🌟](https://www.infracloud.io/blogs/jenkins-freestyle-pipeline-migration) [NONE CONTENT]  [LEGACY] β€” An extensive structural migration blueprint detailing the step-by-step logic, pattern conversions, and pitfalls associated with transitioning legacy UI-defined Freestyle jobs to multibranch pipeline declarations.
-#### Scm Integration
-
-  - **(2021)** [youtube: How to Create a Bitbucket Cloud Branch Source Multibranch Pipeline in Jenkins](https://www.youtube.com/watch?v=LNfthmZuRDI&ab_channel=CloudBeesTV) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An instructional overview outlining how to orchestrate high-performance multibranch pipelines using Bitbucket Cloud source managers, ensuring real-time testing and webhook synchronization across dynamic repository branches.
-### Pipeline Execution
-
-#### Parallel Execution
-
-  - **(2019)** [Matrix 🌟](https://www.jenkins.io/blog/2019/11/22/welcome-to-the-matrix) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A core feature enabling developers to configure multi-dimensional test combinations across parallel agents. Greatly accelerates feedback loops for applications targeting diverse platforms.
-### Pipeline Testing
-
-#### Linting
-
-  - **(2025)** [Pipeline Development Tools (Command-line Pipeline Linter)](https://www.jenkins.io/doc/book/pipeline/development) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The standard linting interface built to parse dynamic Jenkinsfiles against syntax engines. Ensures early discovery of Groovy typos, security blocks, and formatting errors before pipelines run on physical infrastructure.
-#### Local Execution
-
-  - **(2025)** [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.
-#### Unit Testing
-
-  - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) ⭐ 1585  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The standard community pipeline testing toolkit. Simplifies verifying multi-step pipeline syntax, credential queries, and shared libraries within local mock environments, accelerating delivery validation times.
-### Serverless Jenkins
-
-#### Local Execution (1)
-
-  - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) ⭐ 1203  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An ephemeral, lightweight execution engine that encapsulates Jenkins pipelines outside a persistent master daemon. This tool runs custom pipelines as short-lived, isolated single-use tasksβ€”ideal for cloud-native serverless orchestrators like Knative or AWS Fargate.
-## CICD Pipelines
-
-### Code Quality
-
-#### SonarQube and Maven
-
-  - **(2021)** [youtube: Jenkins and Sonarqube Integration with Maven | SonarScanner for Maven and Integrate with Jenkins](https://www.youtube.com/watch?v=yEyVXUExSqs&ab_channel=DevOpsHint)  [COMMUNITY-TOOL] β€” Demonstrates connecting Maven projects with SonarQube quality gates during Jenkins build pipelines to ensure code security. *Curator Insight*: Code quality gates. *Live Grounding*: Fundamental in DevSecOps pipelines ensuring security scans occur before deployment.
-#### Test Automation
-
-  - **(2021)** [youtube LambdaTest: Jenkins Tutorial For Beginners | Part 9 | Cross Browser Testing With LambdaTest Jenkins Plugin](https://www.youtube.com/watch?v=x5cyrE9ecis&ab_channel=LambdaTest)  [COMMUNITY-TOOL] β€” Shows integration of the LambdaTest automated cross-browser matrix plugin inside Jenkins pipeline stages. *Curator Insight*: UI and browser testing. *Live Grounding*: Critical for frontend systems to execute visual verification and cross-browser coverage during the CI stage.
-  - **(2021)** [automationqahub.com: How To Publish ExtentReport Using Jenkins](https://automationqahub.com/how-to-publish-extentreport-using-jenkins)  [COMMUNITY-TOOL] β€” Shows how to integrate the Jenkins HTML Publisher plugin to generate interactive ExtentReport test reports inside build views. *Curator Insight*: Publishing test metrics. *Live Grounding*: Essential for making automation test feedback available inside build dashboards.
-### Configuration Management (1)
-
-#### Environment Variables
-
-  - **(2022)** [lambdatest.com: How To Set Jenkins Pipeline Environment Variables? 🌟](https://www.testmuai.com/blog/set-jenkins-pipeline-environment-variables-list)  [COMMUNITY-TOOL] β€” An operational guide detailing how to declare, set, and override global and local environment variables in Jenkins declarative and scripted pipelines. *Curator Insight*: Environment variable syntax tutorial. *Live Grounding*: Crucial for maintaining clean parameterization and securing configurations outside application code.
-#### Notifications
-
-  - **(2021)** [automationreinvented.blogspot.com: How to send email notification in Jenkins using Groovy Script?](https://automationreinvented.blogspot.com/2021/06/how-to-send-email-notification-in.html)  [LEGACY] β€” Shows how to write custom Groovy scripts to generate context-aware email notifications at key stages of pipeline execution. *Curator Insight*: Custom notifications. *Live Grounding*: Though legacy compared to modern Slack/Teams webhooks, it remains widely used in enterprise setups.
-  - **(2021)** [dev.to: Send notification to slack from the Jenkins CI Job and Jenkinsfile](https://dev.to/eavnitech/send-notification-to-slack-from-the-jenkins-ci-job-and-jenkinsfile-e-avni-tech-2lm5)  [COMMUNITY-TOOL] β€” A walkthrough demonstrating how to wire Slack notifications directly to Jenkins post-build declarative blocks. *Curator Insight*: Slack chat notifications. *Live Grounding*: Crucial for ChatOps environments to share instant telemetry and status metrics across developer squads.
-#### Parameterized Builds
-
-  - **(2021)** [automationreinvented.blogspot.com: How to create parameterized job in Jenkins? What is parameterized build in Jenkins?](https://automationreinvented.blogspot.com/2021/08/how-to-create-parameterized-job-in.html)  [COMMUNITY-TOOL] β€” A guide illustrating how to set up runtime input parameters inside Jenkins to enable selective builds. *Curator Insight*: Parameter setups. *Live Grounding*: Key paradigm for allowing operators to input custom variables like deployment targets during ad-hoc pipelines.
-#### Shared Libraries (1)
-
-  - **(2021)** [community.jenkins.io: DSTY - jenkins-std-lib (Shared Library) - Interact with files/directories using Groovy!](https://community.jenkins.io/t/dsty-jenkins-std-lib-shared-library-interact-with-files-directories-using-groovy/398) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reviews an open-source Groovy standard library tailored for programmatic interactions with target host directory paths in pipeline pipelines. *Curator Insight*: Shared library systems. *Live Grounding*: Illustrates strategies for avoiding script-bloat in pipeline code bases.
-### Container Delivery
-
-#### Docker Integration (2)
-
-  - **(2021)** [youtube: Build Docker Image using Jenkins Pipeline | Push Docker Image to Docker Hub using Jenkins 🌟](https://www.youtube.com/watch?v=ShTC1u7_jew&ab_channel=DevOpsHint)  [COMMUNITY-TOOL] β€” A video guide describing how to construct Dockerfiles, run image builds inside Jenkins nodes, and ship artifacts to secure Docker registries. *Curator Insight*: Docker containerization flow. *Live Grounding*: Essential knowledge for delivery pipelines delivering containerized applications.
-  - **(2021)** [infoworld.com: Continuous integration with Docker and Jenkins](https://www.infoworld.com/article/2270388/continuous-integration-with-docker-and-jenkins.html)  [LEGACY] β€” A historical conceptual article introducing continuous integration patterns using Jenkins and Docker containers. *Curator Insight*: Legacy CI overview. *Live Grounding*: Primarily of historical value given modern cloud-native Kubernetes integrations.
-### Enterprise Integrations
-
-#### SAP Automation
-
-  - **(2021)** [blogs.sap.com: SAP Cloud Integration automated testing using Jenkins and Pipeline as a Code approach](https://blogs.sap.com/2021/07/29/sap-cloud-integration-automated-testing-using-jenkins-and-pipeline-as-a-code-approach) [ADVANCED LEVEL]  [LEGACY] β€” An enterprise case study explaining how to build automated integration testing using SAP Cloud integrations inside a Jenkins Pipeline-as-Code architecture. *Curator Insight*: SAP Jenkins automated pipeline. *Live Grounding*: Essential for systems architects needing to standardize automated delivery in legacy enterprise networks.
-### Jenkins Management
-
-#### Infrastructure Upgrades
-
-  - **(2019)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11)  [LEGACY] β€” Comprehensive administration runbook describing JVM upgrade pathways from Java 8 to Java 11. Addresses class-loading modifications, modularization parameters, and deprecated agent arguments.
-#### JVM Performance Tuning
-
-  - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Critical infrastructure advisory detailing memory allocation and G1GC GC argument tuning for massive Jenkins instances. Provides ready-to-use flag structures to eliminate long-duration Stop-The-World JVM freezes.
-### Job Triggering
-
-#### Cron Scheduling
-
-  - **(2021)** [automationreinvented.blogspot.com: How to schedule a job in Jenkins pipeline? How to run automation suite everyday with auto trigger scheduler?](https://automationreinvented.blogspot.com/2021/05/how-to-schedule-job-in-jenkins-pipeline.html)  [COMMUNITY-TOOL] β€” Walks through cron syntax integrations inside declarative pipelines to handle nightly build operations and scheduled automation triggers. *Curator Insight*: Scheduled job triggers. *Live Grounding*: Critical for configuring resource-intensive smoke tests to execute during low-traffic windows.
-### Pipeline Patterns
-
-#### Declarative vs Scripted
-
-  - **(2021)** [youtube/Bribe By Bytes: Jenkins Pipelines | Pipeline Concept | Types of Pipelines | Part 1](https://www.youtube.com/watch?v=iddMXjmr7mk&ab_channel=BribeByBytes)  [COMMUNITY-TOOL] β€” Covers declarative versus scripted pipelines in Jenkins, defining the programmatic DSL paradigms and stage blocks inside modern Jenkinsfiles. *Curator Insight*: Compares pipeline design models. *Live Grounding*: While declarative is the industry default, scripted pipeline syntax remains critical for custom Groovy orchestration.
-#### Execution Steps
-
-  - **(2021)** [youtube - CloudBeesTV: How to Run a Shell Script in Jenkins Pipeline 🌟](https://www.youtube.com/watch?v=mbeQWBNaNKQ&ab_channel=CloudBeesTV)  [COMMUNITY-TOOL] β€” A hands-on video showcasing secure shell (`sh`) execution steps in Jenkins pipelines. Discusses return codes, parameter escaping, and environment overrides. *Curator Insight*: Quick shell integration. *Live Grounding*: Shell execution remains the baseline execution engine within standard continuous delivery runs.
-#### GitLab Integration
-
-  - **(2021)** [youtube: How to Create a GitLab Multibranch Pipeline in Jenkins](https://www.youtube.com/watch?app=desktop&v=y4XGFluzPHY&ab_channel=CloudBeesTV)  [COMMUNITY-TOOL] β€” Technical tutorial demonstrating how to integrate GitLab repository configurations with Jenkins multibranch pipelines. Walks through auto-discovering repository branches, handling webhook triggers for pull requests, and automating branch-specific builds. *Curator Insight*: Video tutorial on GitLab pipelines. *Live Grounding*: Essential for hybrid environments bridging traditional Jenkins setups with modern GitLab VCS topologies.
-#### GitOps
-
-  - **(2022)** [developers.redhat.com: A developer's guide to CI/CD and GitOps with Jenkins Pipelines](https://developers.redhat.com/articles/2022/01/13/developers-guide-cicd-and-gitops-jenkins-pipelines) [ADVANCED LEVEL]  [LEGACY] β€” A developer-focused guide by Red Hat covering best practices for declarative pipelines and GitOps strategies. *Curator Insight*: Red Hat pipeline strategy. *Live Grounding*: Highly valuable blueprint for organizations looking to integrate legacy Jenkins setups with GitOps loops.
-#### Pipeline Validation
-
-  - **(2021)** [fosstechnix.com: How to Validate Jenkinsfile using Visual Studio Code](https://www.fosstechnix.com/validate-jenkinsfile-using-visual-studio-code)  [COMMUNITY-TOOL] β€” Explains how to configure VS Code extensions to validate and lint declarative Jenkinsfiles before committing. *Curator Insight*: Local code linting. *Live Grounding*: Drastically reduces developer feedback loops by catching syntax errors before running builds on controllers.
 ### Security
 
-#### Access Management
-
-  - **(2021)** [==Connecting and authenticating to Jenkins with Teleport Application Access==](https://github.com/gravitational/teleport/discussions/8330) ⭐ 20488  [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprint for modern security compliance, eliminating the vulnerability of exposing Jenkins directly to the internet.
 #### Credentials Binding
 
   - **(2021)** [jenkins.io: Git Username/Password Credentials Binding for sh, bat, and powershell 🌟](https://www.jenkins.io/blog/2021/07/27/git-credentials-binding-phase-1)  [COMMUNITY-TOOL] β€” Covers Jenkins secure credential binding updates, preventing execution shells (sh, bat, powershell) from exposing VCS passwords in public log systems. *Curator Insight*: Securing git commands. *Live Grounding*: Baseline security practice required to prevent credentials leakage.
 #### Secrets Management
 
   - **(2021)** [developer.okta.com: Update App Secrets with Jenkins CI and .NET Core](https://developer.okta.com/blog/2021/07/08/jenkins-ci-dotnet-update-secrets)  [COMMUNITY-TOOL] β€” Demonstrates methods to safely inject environment variables and application secrets into .NET Core apps during CI builds using modern Jenkins plugins. *Curator Insight*: Secure secret injections. *Live Grounding*: Focuses on keeping access secrets out of code bases and pipeline configurations.
-## Cloud Computing
+### Security and RBAC
 
-### AWS
+#### Jenkins Core (1)
 
-#### Community Learning
+  - **(2020)** [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code users](https://www.jenkins.io/events/online-hackfest/2020-uiux) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A critical core Jenkins Enhancement Proposal introducing granular 'System Read' permissions. This structural interface improvement allows auditing engines and JCasC pipelines to safely parse configuration maps without exposing administrative keys.
+  - **(2020)** [Read-only Jenkins Configuration 🌟](https://www.jenkins.io/blog/2020/05/25/read-only-jenkins-announcement) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Core feature release detailing the security enforcement mechanism that locks out standard UI modification interactions. Once enabled, this read-only interface blocks administrative drift, preserving JCasC declarations as single-sources-of-truth.
+### Serverless Jenkins
 
-  - **(2023)** [community.aws/training: Training and Certification](https://builder.aws.com/learn)  [COMMUNITY-TOOL] β€” The centralized AWS Builder community training site featuring articles, community-sourced tutorials, and architectural guidelines written by AWS Heroes and user group leaders worldwide.
+#### Local Execution (1)
+
+  - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) ⭐ 1203  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An ephemeral, lightweight execution engine that encapsulates Jenkins pipelines outside a persistent master daemon. This tool runs custom pipelines as short-lived, isolated single-use tasksβ€”ideal for cloud-native serverless orchestrators like Knative or AWS Fargate.
+### Serverless Pipelines
+
+#### Google Cloud Run
+
+  - **(2021)** [blog.csanchez.org: Serverless Jenkins Pipelines with Google Cloud Run](https://blog.csanchez.org/2021/06/15/serverless-jenkins-pipelines-with-google-cloud-run) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to run scale-to-zero, serverless Jenkins pipelines executing build pods on Google Cloud Run. This approach eliminates master runtime overheads by wrapping job logic in highly portable container environments.
+### User Interface
+
+#### Dashboard
+
+  - **(2021)** [Deploy Dashboard by Namecheap](https://plugins.jenkins.io/deploy-dashboard) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A visualization plugin from Namecheap that helps track and showcase deployment progress across environments. Provides developers with a dashboard to quickly grasp which artifact version is running on staging, UAT, or production.
+#### Job Parameters
+
+  - **(2024)** [Extensible Choice Parameter](https://plugins.jenkins.io/extensible-choice-parameter) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Extends Jenkins' basic choice parameter type by feeding build configuration fields dynamic data sources (such as Groovy scripts, text files, or global lists). Simplifies UI-driven parameterized builds significantly.
+  - **(2023)** [Parameter Separator](https://plugins.jenkins.io/parameter-separator) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Enhances the visual layout of parameterized Jenkins jobs by adding custom line separators and CSS styled labels between fields. Helps organize massive build form structures for improved operator ergonomics.
 ## Cloud Integration
 
 ### Artifact Storage
@@ -572,20 +449,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Cluster Provisioning
 
   - **(2024)** [**eksctl: EKS installer**](https://github.com/eksctl-io/eksctl) ⭐ 5203  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official CLI orchestration tool for provisioning AWS EKS clusters. It compiles high-level YAML inputs into CloudFormation actions to automatically establish VPC, IAM, and worker nodes.
-### Application Delivery
-
-#### Package Management
-
-##### Introductory
-
-  - **(2021)** [harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](https://www.harness.io/blog)  [COMMUNITY-TOOL] β€” High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic.
-### Continuous Integration
-
-#### CI-CD Pipelines
-
-##### Red Hat OpenShift
-
-  - **(2021)** [developers.redhat.com: Deploy Helm charts with Jenkins CI/CD in Red Hat OpenShift 4 🌟](https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cicd-red-hat-openshift-4)  [COMMUNITY-TOOL] β€” Developer workflow demonstrating automated packaging and continuous delivery of Helm charts using Jenkins pipelines in OpenShift 4. Reviews the integration of enterprise security constraints and build processes.
 ## Community
 
 ### Resources
@@ -598,7 +461,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - **(2021)** [**github.com/jenkins-infra/jenkins.io/issues**](https://github.com/jenkins-infra/jenkins.io/issues) ⭐ 427  🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official issue tracker for the Jenkins project documentation and core infrastructure. *Curator Insight*: Issues tracking portal. *Live Grounding*: Vital reference resource for looking up plugin deprecations and configuration workarounds.
 ## Continuous Delivery
 
-### CI-CD Pipelines (1)
+### CICD (1)
 
 #### Jenkins Ecosystem
 
@@ -613,7 +476,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Jenkins Vulnerabilities
 
   - **(2026)** [Hacking jenkins](https://github.com/orangetw/awesome-jenkins-rce-2019) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. Essential archival case study for engineering modern supply chain mitigations.
-## Continuous Integration (1)
+## Continuous Integration
 
 ### Build Configuration
 
@@ -634,12 +497,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Log Analysis
 
   - **(2025)** [Text Finder 🌟](https://plugins.jenkins.io/text-finder) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Scans workspace files or console output logs for designated regular expressions, enabling automated job state alterations. It is used to systematically degrade a build status from success to unstable or failed upon encountering structural anomalies or error flags.
-### Jenkins (2)
-
-#### Automation Server
-
-  - **(2026)** [Jenkins](https://www.jenkins.io) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Jenkins remains the foundational open-source automation server supporting highly extensible CI/CD pipelines. Its exhaustive plugin ecosystem allows seamless orchestration of Ansible runs, Git operations, and target-system provisioning as part of delivery loops.
-### Pipelines (1)
+### Pipelines
 
 #### Utility Steps
 
@@ -682,30 +540,11 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 
   - **(2025)** [==pipeline-graph-view-plugin 🌟==](https://github.com/jenkinsci/pipeline-graph-view-plugin) ⭐ 154  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state reporting without degrading the performance of the controller.
   - **(2026)** [pipeline-graph-view 🌟](https://plugins.jenkins.io/pipeline-graph-view) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Delivers a modernized and responsive visual interface for tracking pipeline execution runs. Replaces old visualization interfaces by providing clean DAG trees, making parallel step runs, sequential phases, and step execution statuses readily apparent to developers.
-## Continuous Integration and Delivery
-
-### Cloud Native CI-CD
-
-#### Hybrid Integration
-
-  - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) [GROOVY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Details the technical cooperation between Jenkins, Jenkins X, and Tekton. It demonstrates how traditional Jenkins users can trigger Tekton's containerized cloud-native tasks, allowing teams to smoothly modernize their build architectures incrementally without completely rewriting their legacy Jenkinsfiles.
-## Deployment and Delivery
-
-### CICD and Delivery
-
-#### Jenkins (3)
-
-  - **(2023)** [Back of the Napkin Guide to Updating Jenkins](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide)  [GUIDE] [LEGACY] β€” A pragmatic quick-reference outlining safe, robust upgrade strategies for legacy Jenkins master/agent nodes. Covers JVM runtime alignment, plugins dependency management, and core server updates with minimum outage windows.
-### CICD Platforms
-
-#### Kubernetes-Native CI
-
-  - **(2021)** [jenkins-x.io](https://jayex.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Jenkins X is an automated, cloud-native CI/CD platform engineered specifically for Kubernetes environments. Driven by Tekton and Helm, it implements comprehensive GitOps-based environment promotion and dynamic preview deployment capabilities.
 ## DevOps
 
-### Infrastructure as Code
+### Infrastructure As Code
 
-#### Jenkins Configuration as Code
+#### Jenkins Configuration As Code
 
 ##### Kubernetes Native Setup
 
@@ -717,23 +556,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 ##### Continuation Passing Style
 
   - **(2021)** [==Continuation Passing Style (CPS)==](https://github.com/cloudbees/groovy-cps) ⭐ 95  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely.
-##### JobDSL API Reference
-
-  - **(2022)** [Defines a Groovy CPS DSL definition: pipelineJob definition cps script](https://jenkinsci.github.io/job-dsl-plugin) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents an aggregative documentation path detailing Groovy CPS execution layouts, pipeline migrations, and auxiliary utility plugins. Live Grounding asserts that despite modern cloud-native shifts, these JobDSL APIs and diagnostic tools (like the Plugin Installation Manager) form the backbone of highly reliable enterprise environments. It provides essential guidelines for maintaining complex pipelines.
-## DevSecOps and Automation
-
-### Jenkins-based CI-CD
-
-#### Jenkins Basics
-
-  - **(2022)** [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Detailed entry-level guide to understanding Jenkins Declarative versus Scripted Pipeline syntax. Explains basic pipeline constructs including stages, agents, post-execution tasks, and environment variable manipulation.
-## DevSecOps and Registry
-
-### Java Tools
-
-#### Gradle Reference
-
-  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.
 ## Frameworks and Ecosystem
 
 ### Community Presentations
@@ -761,7 +583,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - **(2026)** [ec2-fleet-plugin](https://plugins.jenkins.io/ec2-fleet) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Integrates Jenkins directly with AWS EC2 Spot Fleets, standard Auto Scaling groups, or On-Demand instances. It dynamically manages fleet capacity based on build queue demands, maximizing compute savings.
 ### Orchestration
 
-#### HashiCorp Nomad
+#### Hashicorp Nomad
 
   - **(2025)** [Nomad](https://plugins.jenkins.io/nomad) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Enables dynamic worker provisioning across HashiCorp Nomad clusters. It translates pipeline requests into temporary Nomad execution tasks, supporting mixed workload distributions in multi-cloud topologies.
 #### Kubernetes Provisioning
@@ -769,7 +591,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - **(2026)** [==kubernetes-plugin: Kubernetes plugin for Jenkins 🌟==](https://github.com/jenkinsci/kubernetes-plugin) ⭐ 2305  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dynamically coordinates Jenkins execution environments by auto-provisioning isolated worker pods on-demand inside target Kubernetes clusters. It automatically scales runner capacities and terminates inactive pods to achieve optimal hyper-density cost control.
 ### Virtualization
 
-#### VMware Integration
+#### Vmware Integration
 
   - **(2025)** [vSphere cloud](https://plugins.jenkins.io/vsphere-cloud) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Connects Jenkins pipelines with VMware vSphere virtualization instances to dynamically provision, revert, or decommission custom virtual machine agents, ensuring consistent environment state control.
 ## Infrastructure (1)
@@ -792,7 +614,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - **(2021)** [youtube: LambdaTest - Jenkins Tutorial For Beginners | Part 7 | Adding A Jenkins Controller & Jenkins Agent Node On Azure](https://www.youtube.com/watch?v=-NUQhwmhTCw&ab_channel=LambdaTest)  [COMMUNITY-TOOL] β€” Walks through deploying a secure Jenkins controller and target executing agents in Azure VMs. *Curator Insight*: Azure VMs setup. *Live Grounding*: Provides basic VM-level architectural context for hybrid cloud-on-premise testing.
 ### Container Orchestration
 
-#### Docker-in-Docker
+#### Docker-in-docker
 
   - **(2021)** [gist.github.com/twasink: Jenkins Image, using Docker-in-Docker 🌟](https://gist.github.com/twasink/d52ef998b2a5b24cdfaa9e7358c5282f) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical Gist providing code to run a Jenkins container using Docker-in-Docker (DinD) architectures to build and test Docker images. *Curator Insight*: Docker in Docker configuration. *Live Grounding*: DinD is widely used, though Docker socket mounting is frequently preferred for security compliance in modern production environments.
 #### Helm Deployments
@@ -806,12 +628,12 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Scalable Jenkins
 
   - **(2021)** [youtube: Online Meetup: From local installation to scalable Jenkins on Kubernetes 🌟](https://www.youtube.com/watch?v=BsYYVkophsk) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A video meetup covering the migration path of a single VM Jenkins instance onto a dynamic, autoscaling Kubernetes ecosystem. *Curator Insight*: Kubernetes scaling. *Live Grounding*: Moving to Kubernetes-orchestrated controllers is the core standard for enterprise resilient environments.
-#### Serverless Jenkins on AWS
+#### Serverless Jenkins On AWS
 
   - **(2021)** [amazon.com: Building a serverless Jenkins environment on AWS Fargate](https://aws.amazon.com/es/blogs/devops/building-a-serverless-jenkins-environment-on-aws-fargate) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural blueprint outlines how to build a highly available, serverless Jenkins cluster on AWS Fargate. It covers eliminating static controller instances, deploying dynamic containerized worker agents via ECS, and mitigating idle cost structures. *Curator Insight*: Highlighting cloud-native agent deployment. *Live Grounding*: By 2026, Fargate-backed agents represent a dominant methodology to avoid VM configuration drift and dynamic scaling bottlenecks.
   - **(2021)** [youtube: Run Jenkins Pipeline With AWS ECS Fargate & AWS EC2 Based ECS Cluster | Learn DevOps Tools Ep4](https://www.youtube.com/watch?v=K2CBHLwPL50&ab_channel=SandipDas) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares performance profiles and startup latencies of running Jenkins pipelines on EC2-backed ECS clusters versus serverless AWS Fargate. *Curator Insight*: EC2 vs Fargate ECS orchestration. *Live Grounding*: Highly relevant for platform engineers attempting to balance cold start times against operations costs.
   - **(2021)** [youtube: Creating a CI/CD deployment pipeline for JenkinsCI with AWS SAM Pipelines 🌟](https://www.youtube.com/watch?v=tJOlk-B66R4&ab_channel=ServerlessLand) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Tutorial detailing CI/CD pipeline structures using AWS SAM (Serverless Application Model) within Jenkins instances. *Curator Insight*: SAM and serverless templates. *Live Grounding*: Helps serverless application developers automate Lambda builds and deploy CloudFormation setups.
-### Infrastructure as Code (1)
+### Infrastructure As Code (1)
 
 #### Ansible Tower
 
@@ -841,12 +663,12 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - **(2023)** [Least Load](https://plugins.jenkins.io/leastload) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Replaces the default Jenkins executor selection algorithm, routing build tasks to agents with the least active load instead of historical preference. Extremely useful in multi-tenant, heterogeneous physical or virtual VM agent environments.
 ## Infrastructure and DevOps
 
-### CI-CD Concepts
+### CICD (2)
 
 #### Dockerized Jenkins
 
   - **(2021)** [ssbostan/jenkins-stack-docker](https://github.com/ssbostan/jenkins-stack-docker) ⭐ 150  [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A practical Docker-compose blueprint designed for local development, sandbox testing, and rapid prototyping of Jenkins environments. Simplifies validation of pipeline configurations, shared libraries, and local plugin dependencies inside local environments.
-#### Jenkins Basics (1)
+#### Jenkins Basics
 
   - **(2020)** [riptutorial.com: Learning Jenkins](https://riptutorial.com/ebook/jenkins)  [COMMUNITY-TOOL] β€” A structured community reference cookbook illustrating standard Jenkins installation, basic plugin configuration, and core administration. Provides detailed blueprints for building basic automation pipelines, managing credentials, and designing execution parameters.
 #### Jenkins Tutorials
@@ -857,15 +679,11 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
   - **(2020)** [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. Designed to serve as hands-on exercises for developers studying infrastructure-as-code and configuration-as-code fundamentals.
   - **(2019)** [opensource.com - building cicd pipelines with jenkins 🌟](https://opensource.com/article/19/9/intro-building-cicd-pipelines-jenkins)  [COMMUNITY-TOOL] β€” A hands-on, beginner-friendly tutorial introducing basic continuous integration concepts using Jenkins Pipelines. Covers basic agent allocation, build stages, code linting execution, and post-run notifications.
   - **(2018)** [opensource.com - Introduction to writing pipelines-as-code and implementing DevOps with Jenkins 2](https://opensource.com/article/18/8/devops-jenkins-2)  [LEGACY] β€” Detailed look at the architectural modifications introduced in Jenkins 2, focusing on its fundamental Pipeline-as-Code delivery model. Shares strategies to ease migration from legacy layouts and foster automation collaboration between developers and operations teams.
-#### Pipeline as Code (1)
+#### Pipeline As Code (1)
 
   - **(2021)** [Pipeline as Code](https://www.manning.com/books/pipeline-as-code)  [COMMUNITY-TOOL] β€” A comprehensive reference detailing structured practices for declaring application build, verification, and deployment manifests in version-controlled configuration files. Offers design patterns for multi-cloud deployments, pipeline security, and central templates suitable for large-scale enterprise rollouts.
   - **(2021)** [jenkins.io: Jenkins CD and Pipelines Microsite](https://www.jenkins.io/solutions/pipeline) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A dedicated solutions microsite framing Jenkins Pipeline as a core tool for complex continuous delivery. Emphasizes enterprise execution patterns, deep pipeline status visualization, and native integration across developer code hosting solutions.
   - **(2021)** [jenkins.io - doc/book/pipeline 🌟](https://www.jenkins.io/doc/book/pipeline) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The central user guide for Jenkins Pipeline. Defines structural pipeline elements including agent nodes, stages, parallel branches, and post-build step logic, laying down the baseline workflow parameters for developers new to continuous integration.
-### CI-CD History
-
-#### Evolution of OSS CI-CD
-
   - **(2021)** [Presentation: NADOG - Evolution of open source CI/CD tools - Oleg Nenashev 🌟](https://docs.google.com/presentation/d/17bQ30ycAUB-k4YZ4dC23cxNiNChvRRQO7_6FNGcS0j4/edit?usp=sharing)  [LEGACY] β€” An evolutionary mapping of open-source continuous integration and deployment ecosystems, tracing the lineage from legacy master-agent patterns to decoupled cloud-native architectures. Discusses trade-offs in extensibility, engine footprint, security profiles, and pipeline-as-code maintenance.
 ### Cloud Native Jenkins
 
@@ -898,7 +716,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Special Interest Groups (1)
 
   - **(2021)** [Jenkins SIG Platform 🌟](https://www.jenkins.io/sigs/platform) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main portal for the Jenkins Platform Special Interest Group (SIG), which standardizes platform runtime requirements, operating system integrations, and core execution environments. Outlines active projects detailing runtime updates, garbage collection enhancements, and packaging formats.
-### Pipeline as Code (2)
+### Pipeline As Code (2)
 
 #### Advanced Parallelization
 
@@ -930,20 +748,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 
   - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The real-world production Global Shared Pipeline Library utilized by the official Jenkins infrastructure project (ci.jenkins.io). Serves as an excellent architectural blueprint of highly robust, scalable, and modular pipeline development.
   - **(2021)** [Declarative Pipeline - Jenkins shared library 🌟](https://github.com/gfkse/jenkins-shared-library) ⭐ 22  [GROOVY CONTENT] 🌟 [COMMUNITY-TOOL] β€” An open-source reference implementation of a Jenkins Declarative Shared Library. Contains practical, modular code examples for static security analysis, test result formatting, container compilation, and real-time Slack notification integrations.
-## Infrastructure as Code and CI-CD
-
-### CI-CD Pipelines (2)
-
-#### Concourse CI
-
-  - **(2020)** [thoughtworks.com: Modernizing your build pipelines with **Concourse CI** 🌟](https://www.thoughtworks.com/es-es/insights/blog) [YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Analyzes the migration patterns from Jenkins or legacy orchestrators to Concourse CI, highlighting Concourse's declarative, stateless, container-first pipeline design. (Live Grounding: Concourse CI, though revolutionary for its resource-based declarative architecture, has largely been superseded in 2026 by GitOps controllers like Argo CD and cloud-native pipeline runners like GitHub Actions).
-## Kubernetes and Cloud Native
-
-### CICD (1)
-
-#### Dockerization
-
-  - **(2020)** [jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](https://devm.io/microservices/cicd-microservices-docker-162408) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Details optimal Docker containerization patterns for Spring Boot microservices, addressing multi-stage image builds, layer caching, and minimizing runtime footprint sizes. It shows how to design pipeline steps to generate secure, unprivileged OCI-compliant container images.
 ## Microservices
 
 ### Application Development
@@ -962,11 +766,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 
   - **(2024)** [Build Monitor Plugin](https://plugins.jenkins.io/build-monitor-plugin) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides a highly visual, wallboard-friendly view of Jenkins jobs status. Designed for operation centers to monitor continuous deployment and integration stages.
   - **(2024)** [Monitor Pro Plugin](https://plugins.jenkins.io/monitor-pro) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Exposes extended monitoring profiles for Jenkins infrastructure. Enhances native monitoring dashboards with modular status summaries and pipeline success rates.
-### Distributed Storage
-
-#### InfluxDB
-
-  - **(2022)** [influxdb-templates](https://www.influxdata.com) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Pre-packaged configurations and manifests containing Telegraf setups, dashboards, and alert rules. Simplifies rapid deployment of specialized monitoring tasks (e.g., Redis, Nginx) within InfluxDB.
 ### Infrastructure Monitoring
 
 #### Commercial Plugins
@@ -987,10 +786,10 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Elastic Stack Integration
 
   - **(2025)** [Logstash](https://plugins.jenkins.io/logstash) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Directs Jenkins build console logs to a remote Logstash instance or Elasticsearch backend in real-time, preventing high disk usage on the local controllers and standardizing logs storage.
-#### GitHub and Grafana Status
+#### Github and Grafana Status
 
   - **(2024)** [Jenkins plugin to provide automatic status for multibranch jobs (Grafana)](https://plugins.jenkins.io/github-autostatus) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Automatically sends multibranch pipeline run metrics, build status, and custom stage benchmarks straight to Grafana or InfluxDB systems. Exposes raw telemetry for granular query trends.
-#### OpenTelemetry Integration
+#### Opentelemetry Integration
 
   - **(2026)** [OpenTelemetry 🌟](https://plugins.jenkins.io/opentelemetry) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Emits pipeline execution traces, runtime metrics, and log payloads to compliant OpenTelemetry collectors. This provides DevOps engineers with direct observability, identifying step bottlenecks, parallel stage issues, and overall deployment latency.
 #### Splunk Integration
@@ -1015,23 +814,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Java Upgrades
 
   - **(2021)** [jenkins.io: Docker images use Java 11 by default 🌟](https://www.jenkins.io/blog/2021/08/17/docker-images-use-jdk-11-by-default)  [COMMUNITY-TOOL] β€” This technical update notes the migration of official Jenkins base container images to Java 11 by default. *Curator Insight*: Java 11 upgrades. *Live Grounding*: Standard operational shift that paved the way for JDK 17, delivering substantial performance and GC stability updates.
-## Platform Architecture
-
-### CICD (2)
-
-#### Jenkins Pipelines
-
-  - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [GROOVY CONTENT] [DOCUMENTATION]  [DE FACTO STANDARD] [GUIDE] β€” The official Jenkins specification document clarifying Scripted (Groovy DSL) and Declarative pipeline syntaxes. Essential reference material for engineers looking to configure reliable, version-controlled execution steps within enterprise environments.
-  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [GROOVY CONTENT]  [GUIDE] [LEGACY] β€” Provides a comprehensive overview of building declarative CI/CD routines utilizing the OpenShift DSL Plugin. Enables developers to construct clean pipeline workflows with native OpenShift resource operations directly inside Jenkins files.
-## Platform Engineering
-
-### CICD Migration
-
-#### Argo Workflows
-
-##### Jenkins (4)
-
-  - **(2022)** [**Migrating CI/CD from Jenkins to Argo Workflows**](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Shares practical lessons from migrating a legacy Jenkins CI pipeline stack over to container-native Argo Workflows. Compares the performance, cost efficiency, resource overhead, and maintainability of step-based DAG flows.
 ## Security (3)
 
 ### Application Security
@@ -1072,22 +854,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
 #### Rapid7 Security
 
   - **(2024)** [InsightVM Container Image Scanner](https://plugins.jenkins.io/rapid7-insightvm-container-assessment) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Triggers Rapid7 InsightVM container scans on intermediate image stages to evaluate vulnerabilities and configurations, enforcing standard container security controls directly in the pipeline.
-## Site Reliability Engineering
-
-### Observability (4)
-
-#### Data Management
-
-##### Cost Optimization
-
-  - **(2023)** [instana.com: The Hidden Cost of Observability: Data Volume](https://www.ibm.com/think) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the financial and performance ramifications of high-cardinality data ingestion in modern APM systems. Discusses smart sampling, log aggregation, and metric filtering strategies. Curator Insight: Crucial warning on the price of raw ingestion. Live Grounding: Highly relevant for architects designing telemetry pipelines where unchecked trace collection can exceed production infrastructure budgets.
-## Software Development
-
-### Java Ecosystem
-
-#### Licensing
-
-  - **(2018)** [Oracle's Java 11 trap - Use OpenJDK instead! 🌟](https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A highly discussed warning article regarding the commercial risks associated with using Oracle JDK 11 without a paid subscription. The piece strongly urges teams to migrate standard JVM deployments to community OpenJDK distributions to maintain licensing compliance.
 ## Software Engineering
 
 ### Groovy Programming
@@ -1117,7 +883,7 @@ description: "Top Jenkins resources for 2026, AI-ranked: Gradle Cheat Sheets, gi
     
 
 ---
-πŸ’‘ **Explore Related:** [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) | [Argo](./argo.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/jvm-parameters-matrix-table.md b/v2-docs/jvm-parameters-matrix-table.md
index 2792ae0f..deefe062 100644
--- a/v2-docs/jvm-parameters-matrix-table.md
+++ b/v2-docs/jvm-parameters-matrix-table.md
@@ -16,7 +16,7 @@ description: "Curated, AI-ranked JVM Parameters Matrix Table resources for the 2
   - [Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟 in the Kubernetes Tools ecosystem.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/keptn.md b/v2-docs/keptn.md
index 371c3b3c..04672672 100644
--- a/v2-docs/keptn.md
+++ b/v2-docs/keptn.md
@@ -11,7 +11,7 @@ description: "Top Keptn resources for 2026, AI-ranked: Keptn, Quick Start and mo
 
 ## Cloud Native Lifecycle
 
-### CICD Pipelines
+### CICD
 
 #### Community Meetups
 
@@ -52,7 +52,7 @@ description: "Top Keptn resources for 2026, AI-ranked: Keptn, Quick Start and mo
   - **(2021)** [dynatrace-perfclinics.github.io: Why Devs Love Dynatrace 🌟](https://dynatrace-perfclinics.github.io/codelabs/why-devs-love-dynatrace-2/index.html)  [COMMUNITY-TOOL] [GUIDE] β€” Technical codelab demonstrating how developers leverage Dynatrace APM to identify code-level bottlenecks, analyze database performance, and utilize auto-remediation loops within automated delivery pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/kubectl-commands.md b/v2-docs/kubectl-commands.md
index dd0828a9..1cd28ff9 100644
--- a/v2-docs/kubectl-commands.md
+++ b/v2-docs/kubectl-commands.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias, kubectl explain and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias, Helm and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubectl commands
 
@@ -24,23 +24,48 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Ansible Modules
 
   - **(2024)** [Manage Kubernetes (K8s) objects](https://docs.ansible.com/collections.html) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation detailing Ansible's specialized `kubernetes.core.k8s` module capabilities. It focuses on declaratively orchestrating Kubernetes objects directly from Ansible playbooks, allowing organizations to cleanly bridge traditional VM configuration setups with modern containerized platform configurations.
+## CICD
+
+### Automation (1)
+
+#### Deployment Tools
+
+  - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Jenkins plugin designed to coordinate container deployment pipelines, allowing seamless application delivery onto Kubernetes clusters. It handles cluster authentication, manifest interpolation, and rollout verification, although modern enterprise GitOps architectures have largely transitioned target deployments to ArgoCD or Flux.
+#### Jenkins Integration
+
+  - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational plugin that integrates Jenkins with Kubernetes clusters to dynamically provision Jenkins agent pods on-demand. By leveraging Kubernetes namespaces and resources, it ensures isolated build environments, scaling agent capacity up during intensive test stages and scaling down to save compute budget.
 ## Cloud Native
 
 ### Kubernetes (1)
 
-#### CICD and Builds
+#### CICD (1)
 
   - **(2026)** [container-registry.com: Lifting Developers’ Productivity 🌟](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of the BuildKit CLI integration for 'kubectl'. It empowers developers to build container images directly within active Kubernetes execution scopes, leveraging distributed cache backends and eliminating local docker daemon dependencies.
 #### CLI and Debugging
 
   - **(2026)** [==ahmetb/kubectl-aliases==](https://github.com/ahmetb/kubectl-aliases) ⭐ 3691  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated system that generates systematic shell aliases for 'kubectl', significantly enhancing engineering productivity. It minimizes operational friction by programmatic expansion of over 800 permutations of flags and subcommands, allowing administrators to interface with Kubernetes clusters using succinct shorthand sequences.
   - **(2026)** [==github.com/trstringer/kubectl-example==](https://github.com/trstringer/kubectl-example) ⭐ 13  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A reference repository providing curated template patterns and concrete command-line configurations for common 'kubectl' usage patterns. Designed to shorten the ramp-up time for operators, it acts as a declarative cheat-sheet for state transitions and diagnostic queries.
+  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) ⭐ 123002  [GO CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The upstream Kubernetes pull request deprecating the '--export' flag in 'kubectl get'. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.
   - **(2026)** [kubectl explain](https://jamesdefabia.github.io/docs/user-guide/kubectl/kubectl_explain) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official reference documentation for 'kubectl explain', a critical utility for schema exploration within the Kubernetes API. Architecturally, it queries the cluster OpenAPI specification directly to output detailed structural layouts of specific resources, assisting developers in constructing valid declarative YAML manifests.
   - **(2026)** [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A deep dive into setting up shell autocomplete for 'kubectl' across Bash, Zsh, and fish environments. From an operational efficiency perspective, autocompletion queries API resources dynamically, minimizing context switching and reducing manual spelling errors during incident response.
   - **(2026)** [hackernoon.com: How to Work With the Kubectl Debug Command](https://hackernoon.com/how-to-work-with-the-kubectl-debug-command) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical manual outlining the usage of 'kubectl debug'. It details how to troubleshoot crash-looping workloads by attaching ephemeral diagnostic containers into target Pod namespaces, effectively bypassing missing-shell constraints of distroless or minimal base images.
 #### Security
 
   - **(2026)** [goteleport.com: kubectl exec vs SSH](https://goteleport.com/blog/ssh-vs-kubectl) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural comparison contrasting standard SSH access with the API-driven 'kubectl exec' command. From a security boundary posture, it highlights why 'kubectl exec' is preferred inside modern clusters as it eliminates secondary authentication pipelines and relies purely on Kubernetes RBAC structures.
+## Container Orchestration
+
+### Kubernetes (2)
+
+#### Ansible Integration
+
+  - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reference site for Jeff Geerling's "Ansible for Kubernetes" book. It showcases advanced architectural patterns using Ansible to orchestrate cloud-native Kubernetes systems, write custom operators, and manage application lifecycles inside pods.
+## Deployment and Orchestration
+
+### Cluster Provisioning
+
+#### Remote Access
+
+  - **(2020)** [blog.alexellis.io: Get kubectl access to your private cluster from anywhere](https://blog.alexellis.io/get-private-kubectl-access-anywhere) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores techniques for securely accessing the Kubernetes API control plane of isolated or private networks without exposing standard firewall ports. Explains how reverse-proxy tunnels provide secure endpoints. Live Grounding validates that tunnel mechanisms like inlets, Tailscale, or Cloudflare Tunnels have become common choices for secure edge environments.
 ## Developer Experience
 
 ### Shell
@@ -48,7 +73,7 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Productivity
 
   - **(2026)** [==complete-alias==](https://github.com/cykerway/complete-alias) ⭐ 814  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A shell integration tool designed to resolve completion mechanisms for aliased commands. For platform engineers running complex aliased 'kubectl' pipelines, this tool bridges the gap by enabling native parameter autocomplete for custom aliases, preserving system-level speed.
-## Kubernetes (2)
+## Kubernetes (3)
 
 ### Developer Experience (1)
 
@@ -60,6 +85,9 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Kubectl Plugins
 
   - **(2025)** [Kubectl plugins and tools](https://nubenetes.com/kubernetes/#kubectl-plugins) [GO CONTENT]  [COMMUNITY-TOOL] β€” This reference compilation highlights external tools and kubectl extensions managed via Krew. It details how third-party plugins (like `neat`, `kns`, or security-focused extensions) expand basic kubectl operational debugging and cluster-inspection capabilities.
+#### Productivity (1)
+
+  - **(2021)** [Kubernetes productivity tips and tricks 🌟](https://www.theodo.com/en-fr/blog)  [COMMUNITY-TOOL] β€” A practitioner's guide to enhancing CLI-based Kubernetes productivity. It explores advanced setups such as custom shell autocompletion, kubectx/kubens utilities, smart aliases, and log-tailing helpers designed to reduce cognitive overhead during real-time incident responses.
 ## Kubernetes Platform
 
 ### Cluster Administration
@@ -73,7 +101,7 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
   - **(2021)** [**dev.to: Open a command prompt in a Kubernetes cluster**](https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Walks through initiating command sessions in target Kubernetes containers for diagnostics. Discusses ephemeral container usage and target debugging options without altering running code paths.
   - **(2020)** [**developers.redhat.com: Kubectl: Developer tips for the Kubernetes command' line 🌟**](https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides developer-focused kubectl practices for troubleshooting deployment issues on Red Hat configurations. Explores log parsing tricks and container shell executions.
   - **(2022)** [howtogeek.com: Getting Started With Kubectl to Manage Kubernetes Clusters](https://www.howtogeek.com/devops/getting-started-with-kubectl-to-manage-kubernetes-clusters) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A foundational guide to managing clusters with kubectl. Outlines config structure concepts, baseline container commands, and standard diagnostics routines for new platform users.
-#### Multi-Cluster Tools
+#### Multi-cluster Tools
 
   - **(2021)** [**hackerxone.com: How to Manage Single & Multiple Kubernetes Clusters using' kubectl & kubectx in Linux**](https://www.hackerxone.com/2021/07/10/how-manage-single-multiple-kubernetes-clusters-using-kubectl-kubectx-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines cluster and namespace administration workflows leveraging kubectx and kubens. Prevents accidental execution on incorrect environments during multi-cluster deployments.
 #### Port Forwarding
@@ -82,11 +110,18 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Shell Environments
 
   - **(2020)** [**superbrothers/zsh-kubectl-prompt 🌟**](https://github.com/superbrothers/zsh-kubectl-prompt) ⭐ 591  🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details a Zsh shell utility that displays current Kubernetes context and namespace info in the terminal prompt. Minimizes chances of entering execution instructions in wrong production sectors.
-### K8s API and Development
+### Kubernetes API and Development
 
 #### Config Management
 
   - **(2023)** [**learnitguide.net: How to Create ConfigMap from Properties File Using K8s' Client**](https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates methods to compile Kubernetes ConfigMaps from structured properties files. Bridges common application configurations with native cloud manifest patterns.
+## Observability
+
+### Debugging
+
+#### CLI Operations
+
+  - **(2023)** [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide explaining the inner workings of the 'kubectl exec' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).
 ## Operations and UX
 
 ### CLI Plugins
@@ -94,9 +129,30 @@ description: "Top Kubectl Commands resources for 2026, AI-ranked: complete-alias
 #### Output Formatting
 
   - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) ⭐ 1446  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubecolor is a highly adopted command-line wrapper for kubectl that colorizes terminal outputs. It improves cluster observability by visually distinguishing resource types, labels, statuses, and namespaces during interactive CLI operations.
+## Orchestration
+
+### Kubernetes (4)
+
+#### CLI Management
+
+  - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log analysis across active nodes.
+## Orchestration and Packaging
+
+### Helm and Gitops
+
+#### Helm Overview
+
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines.
+## Storage and Data
+
+### Performance Benchmarking
+
+#### Etcd Storage Tuning
+
+  - **(2021)** [ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](https://www.ibm.com/think/cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-alternatives.md b/v2-docs/kubernetes-alternatives.md
index 1c6557d7..2302a9bd 100644
--- a/v2-docs/kubernetes-alternatives.md
+++ b/v2-docs/kubernetes-alternatives.md
@@ -9,16 +9,9 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Alternatives in the context of The Container Stack.
 
-## Cloud Native Infrastructure
-
-### Kubernetes Orchestration
-
-#### Technology Assessment
-
-  - **(2020)** [**thenewstack.io: Do I Really Need Kubernetes? 🌟**](https://thenewstack.io/do-i-really-need-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Offers a pragmatic architectural counter-argument to automatic Kubernetes adoption. Evaluates alternatives such as managed serverless containers (ECS, Cloud Run) and PaaS solutions, analyzing whether the infrastructure scale justifies K8s operational complexity and platform engineering overhead.
 ## Deployment
 
-### PaaS
+### Paas
 
 #### Coolify
 
@@ -28,19 +21,12 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
   - **(2021)** [towardsdatascience.com: Heroku + Docker in 10 Minutes](https://towardsdatascience.com/heroku-docker-in-10-minutes-f4329c4fd72f) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A deployment guide detailing how to host containerized applications on Heroku using the Docker runtime. Shows a frictionless path to hosting containers without any complex infrastructure layers.
 ## Edge and Serverless
 
-### WebAssembly Platforms
+### Webassembly Platforms
 
 #### Tau Edge
 
   - **(2025)** [==github.com/taubyte/tau: Tau==](https://github.com/taubyte/tau) ⭐ 5051  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Tau is an innovative, high-performance decentralized computing platform running WebAssembly (Wasm) workloads on the edge. It integrates autonomous routing, multi-tenant serverless orchestration, and distributed transactional db sync natively without standard cloud overhead.
-## Infrastructure
-
-### Containerization
-
-#### Container Management
-
-  - **(2026)** [Portainer 🌟](https://www.portainer.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Portainer is a leading container management platform designed to simplify Docker, Kubernetes, and Azure ACI environments through an intuitive web interface. It allows platform administrators to easily deploy stacks, monitor real-time resources, manage networks/volumes, and control user access (RBAC). In 2026, it serves as a robust bridging portal between command-line container engines and full-scale orchestration management.
-## Infrastructure as Code
+## Infrastructure As Code
 
 ### Ansible
 
@@ -51,7 +37,7 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
 
 ### AWS
 
-#### ECS vs Kubernetes
+#### ECS Vs Kubernetes
 
   - **(2023)** [techtarget.com: Amazon ECS vs. Kubernetes: Which should you use on AWS?](https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Compares AWS ECS with EKS. While EKS provides robust, platform-agnostic cloud-native standards, ECS offers tighter AWS integration, easier resource management, and lower cognitive load.
 #### Hybrid Orchestration
@@ -69,7 +55,7 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
   - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) ⭐ 766  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly simplified container orchestration tool designed as an alternative to Kubernetes. Lacks active development (>4 years inactive), recommended solely for legacy academic reference.
 ### Containers
 
-#### Docker vs Kubernetes
+#### Docker Vs Kubernetes
 
   - **(2022)** [dotnettricks.com: Kubernetes vs Docker: Analyzing The Differences](https://www.scholarhat.com/tutorial/docker/kubernetes-vs-docker-analyzing-the-differences) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Untangles the fundamental structural differences between containerization tooling (Docker Engine) and container clustering fabrics (Kubernetes). Ideal onboarding resource.
   - **(2022)** [freecodecamp.org: Kubernetes VS Docker: What's the Difference? Explained With Example](https://www.freecodecamp.org/news/kubernetes-vs-docker-whats-the-difference-explained-with-examples) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Clear, concept-driven guide explaining how Docker packaging formats integrate with Kubernetes container loops. Provides easy-to-follow diagrams for entry-level platforms.
@@ -90,7 +76,7 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
 #### Docker Enterprise
 
   - **(2020)** [Universal Control Plane overview](https://docs.docker.com) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [LEGACY] β€” Ecosystem overview of Docker Universal Control Plane (UCP). It served as an enterprise control center for container clusters, but is now a legacy reference superseded by modern web consoles.
-#### PaaS Solutions
+#### Paas Solutions
 
   - **(2020)** [==swarmlet/swarmlet: Swarmlet==](https://github.com/swarmlet/swarmlet) ⭐ 817  [BASH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A lightweight self-hosted PaaS wrapper utilizing Docker Swarm. Note: Currently inactive (>4 years since last commit), making it a legacy reference rather than a production-grade modern solution.
 ### Ecosystem
@@ -98,7 +84,7 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
 #### Comparison (1)
 
   - **(2022)** [portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars continue?](https://www.portainer.io/blog/docker-swarm-vs-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A strategic comparison of Kubernetes, Nomad, and Docker Swarm from the Portainer perspective, exploring ease of use, security models, and long-term operating costs.
-### HashiCorp Nomad
+### Hashicorp Nomad
 
 #### Case Study
 
@@ -141,12 +127,12 @@ description: "Top Kubernetes Alternatives resources for 2026, AI-ranked: dreamla
 #### Local Development
 
   - **(2026)** [==dreamland==](https://github.com/taubyte/dream) ⭐ 88  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A developer tool designed to spin up localized Taubyte nodes on a single laptop. Allows rapid offline testing of serverless WASM routines, networking layers, and decentralized databases.
-#### WebAssembly
+#### Webassembly
 
   - **(2026)** [Taubyte](https://taubyte.com) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An innovative WebAssembly-native edge cloud designed to eliminate typical virtualization layers. Offers decentralized and autonomous execution of lightweight, globally scaling serverless routines.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-autoscaling.md b/v2-docs/kubernetes-autoscaling.md
index adccaa6e..996b34ba 100644
--- a/v2-docs/kubernetes-autoscaling.md
+++ b/v2-docs/kubernetes-autoscaling.md
@@ -17,16 +17,9 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
 
   - [dzone: Scale to Zero With Kubernetes with KEDA and/or Knative](https://dzone.com/articles/scale-to-zero-with-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Scale to Zero With Kubernetes with KEDA and/or Knative in the Kubernetes Tools ecosystem.
   - [Dzone: Autoscaling Your Kubernetes Microservice with KEDA](https://dzone.com/articles/autoscaling-your-kubernetes-microservice-with-keda)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Autoscaling Your Kubernetes Microservice with KEDA in the Kubernetes Tools ecosystem.
-## Architecture
+## Finops and Cloud Cost
 
-### Design Patterns
-
-#### Sidecar Pattern
-
-  - **(2023)** [thenewstack.io: Sidecars are Changing the Kubernetes Load-Testing Landscape](https://thenewstack.io/sidecars-are-changing-the-kubernetes-load-testing-landscape) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores how native sidecar containers (introduced in K8s 1.28) redefine load-testing execution. By decoupling helper utilities from core application workloads, sidecars simplify performance benchmarking and operational telemetry.
-## FinOps and Cloud Cost
-
-### Kubernetes FinOps
+### Kubernetes Finops
 
 #### Foundational Concepts
 
@@ -43,7 +36,7 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
   - **(2023)** [bitnami/cluster-autoscaler](https://hub.docker.com/r/bitnami/cluster-autoscaler) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A highly secure, enterprise-hardened container image for Kubernetes Cluster Autoscaler maintained by Bitnami. Ideal for teams requiring pre-packaged, scanned, and continuously updated container builds for their self-managed cluster deployments.
   - **(2023)** [DigitalOcean Kubernetes: DOKS Cluster Autoscaler](https://docs.digitalocean.com/products/kubernetes/how-to/autoscale) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Implementation guide for configuring the managed Cluster Autoscaler on DigitalOcean Kubernetes (DOKS). Simplifies cluster expansion and reduction, automating droplet lifecycle management based on pending workloads.
   - **(2022)** [hub.helm.sh: cluster-autoscaler](https://artifacthub.io/packages/helm/stable/cluster-autoscaler) [GO CONTENT]  [COMMUNITY-TOOL] β€” The official Helm chart for deploying Kubernetes Cluster Autoscaler. Dynamically adjusts the size of the Kubernetes cluster by provisioning or terminating nodes based on pending pod requirements and node utilization. Serves as a fundamental operations standard across cloud provider runtimes.
-#### Event-Driven Scaling
+#### Event-driven Scaling
 
   - **(2024)** [==github.com/kedacore/keda/issues/2214==](https://github.com/kedacore/keda/issues/2214) ⭐ 10282  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Technical GitHub issue discussion within the KEDA repository, offering granular insight into community-driven debugging, performance tuning, and architectural refinement. Reflects the active, battle-tested maintenance of this vital cloud-native project.
   - **(2024)** [keda.sh: Kubernetes Event-driven Autoscaling. Application autoscaling made simple.](https://keda.sh) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” KEDA (Kubernetes Event-driven Autoscaling) is a CNCF Graduate project that brings event-driven autoscaling to Kubernetes workloads. Acting as a custom metrics adapter, it integrates seamlessly with external event sources (e.g., Kafka, RabbitMQ, Prometheus) to drive Horizontal Pod Autoscaler behaviors, including scaling down to zero.
@@ -52,10 +45,10 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
   - **(2022)** [dev.to/vinod827: Scale your apps using KEDA in Kubernetes](https://dev.to/vinod827/scale-your-apps-using-keda-in-kubernetes-4i3h) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step tutorial on scaling microservices in a Kubernetes cluster using KEDA. Includes manifests and structural explanations for deploying ScaledObjects with popular triggers like RabbitMQ and Azure Service Bus.
   - **(2020)** [partlycloudy.blog: Horizontal Autoscaling in Kubernetes #3 – KEDA](https://partlycloudy.blog/2020/05/29/horizontal-autoscaling-in-kubernetes-3-keda) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical exploration of implementing KEDA in Kubernetes to resolve the limitations of traditional HPA metrics. Walks through real-world deployment patterns and explains the configuration of ScaledObjects. Highly useful for engineers transitioning from CPU/Memory-based scaling to queue-length metrics.
   - **(2020)** [thenewstack.io: CNCF KEDA 2.0 Scales up Event-Driven Programming on Kubernetes](https://thenewstack.io/microsoft-keda-2-0-scales-up-event-driven-programming-on-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the architectural evolution of KEDA 2.0, emphasizing its improved integration with Kubernetes HPA, support for custom scalers, and upgraded security controls. The release solidified KEDA's status as an enterprise-grade component for event-driven serverless topologies on Kubernetes.
-#### Multi-Cluster Strategy
+#### Multi-cluster Strategy
 
   - **(2021)** [dev.to/danielepolencic: Scaling Kubernetes to multiple clusters and regions 🌟](https://dev.to/danielepolencic/scaling-kubernetes-to-multiple-clusters-and-regionss-294b) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates multi-region and multi-cluster scaling architectures in Kubernetes. Details routing traffic globally, handling disaster recovery scenarios, and utilizing tools like Karpenter, Cluster API, and global DNS load balancing to manage regional failovers.
-#### Request-Driven Scaling
+#### Request-driven Scaling
 
   - **(2021)** [dev.to/danielepolencic: Request-based autoscaling in Kubernetes: scaling to zero](https://dev.to/danielepolencic/request-based-autoscaling-in-kubernetes-scaling-to-zero-2i73) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the mechanics of scale-to-zero capabilities in Kubernetes, focusing on HTTP request buffering and activator-driven routing. Contrasts traditional resource-metrics Horizontal Pod Autoscaler (HPA) with Knative-style Pod autoscaling. Essential reading for architects designing resource-optimized serverless architectures on Kubernetes.
 ### Performance Engineering
@@ -106,7 +99,7 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
 #### Autoscaling Tooling
 
   - **(2023)** [infracloud.io: 3 Autoscaling Projects to Optimise Kubernetes Costs](https://www.infracloud.io/blogs/3-autoscaling-projects-optimising-kubernetes-costs) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical study investigating Kubernetes Event-driven Autoscaling (KEDA), Karpenter, and standard Cluster Autoscalers. Focuses on orchestrating cost-efficient clusters through optimized spot instance utilization and proactive node provisioning.
-#### FinOps Practices
+#### Finops Practices
 
   - **(2022)** [thenewstack.io: Reduce Kubernetes Costs Using Autoscaling Mechanisms](https://thenewstack.io/reduce-kubernetes-costs-using-autoscaling-mechanisms) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of how organizations employ automated scaling algorithms to control cloud spending. Focuses on dynamic pod scheduling, rightsizing CPU constraints, and avoiding expensive compute over-provisioning cycles.
 ### Deployment Tutorials
@@ -126,15 +119,15 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
   - **(2026)** [==github.com/kubernetes: **Kubernetes Cluster Autoscaler**==](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) ⭐ 8878  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Kubernetes core component that dynamically alters cloud provider node counts based on scheduling pressures. Despite modern alternatives like Karpenter, it remains the most stable, widely deployed cluster-scaling standard across global cloud architectures.
 ### Metrics and Monitoring
 
+#### Ebpf-driven Scaling
+
+  - **(2022)** [blog.px.dev: Horizontal Pod Autoscaling with Custom Metrics in Kubernetes 🌟](https://blog.px.dev/autoscaling-custom-k8s-metric) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical analysis demonstrating how to build an eBPF-driven metric gathering pipeline utilizing Pixie. Illustrates how low-level network signals can serve as precision inputs for the Kubernetes HPA scaling engine.
 #### Prometheus Adapter
 
   - **(2022)** [sysdig.com: Trigger a Kubernetes HPA with Prometheus metrics](https://www.sysdig.com/blog/kubernetes-hpa-prometheus) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive configuration guide on employing the Prometheus Adapter to convert custom PromQL telemetry query metrics into standard Kubernetes Custom Metrics, driving granular cluster scaling behaviors.
 #### Prometheus Integrations
 
   - **(2021)** [sysdig.com: Kubernetes pod autoscaler using custom metrics](https://www.sysdig.com/blog/kubernetes-autoscaler) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A configuration guide describing how to pipe Prometheus metrics into the Kubernetes HPA. Focuses on implementing fine-grained, application-level scaling indicators directly from live business metric telemetry to resolve demand peaks.
-#### eBPF-driven Scaling
-
-  - **(2022)** [blog.px.dev: Horizontal Pod Autoscaling with Custom Metrics in Kubernetes 🌟](https://blog.px.dev/autoscaling-custom-k8s-metric) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced technical analysis demonstrating how to build an eBPF-driven metric gathering pipeline utilizing Pixie. Illustrates how low-level network signals can serve as precision inputs for the Kubernetes HPA scaling engine.
 ### Microservices
 
 #### Scaling Patterns
@@ -150,16 +143,14 @@ description: "Curated, AI-ranked Kubernetes Autoscaling resources for the 2026 C
 #### Vertical Scaling
 
   - **(2020)** [returngis.net: Escalado vertical de tus pods en Kubernetes con VerticalPodAutoscaler](https://www.returngis.net/2020/07/escalado-vertical-de-tus-pods-en-kubernetes) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A Spanish-language guide implementing the Vertical Pod Autoscaler. Clearly describes how VPA monitors real-world resource consumption and mutates deployment manifests to align requests with live execution metrics.
-## Operations
+### Resource Management
 
-### Managed Services
+#### Reference Materials
 
-#### Performance Benchmarking
-
-  - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host)  [CASE STUDY] [COMMUNITY-TOOL] β€” A comparative performance study evaluating cluster provisioning latency across eight prominent cloud providers (such as AWS EKS, GCP GKE, Azure AKS, DigitalOcean, and Symbiosis). Tracks control plane bootstrap speed, node joining times, and API availability to guide DevOps teams in emergency scale-out or dynamic environment workflows.
+  - **(2023)** [thenewstack.io: K8s Resource Management: An Autoscaling Cheat Sheet 🌟](https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A concise, actionable reference sheet summarizing core resources limits, request definitions, and autoscaler configuration arguments. A stellar quick-guide for DevOps engineers designing production-ready workload templates.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-backup-migrations.md b/v2-docs/kubernetes-backup-migrations.md
index f457d037..4438aed8 100644
--- a/v2-docs/kubernetes-backup-migrations.md
+++ b/v2-docs/kubernetes-backup-migrations.md
@@ -16,15 +16,34 @@ description: "Top Kubernetes Backup Migrations resources for 2026, AI-ranked: Ka
 #### Enterprise Migration
 
   - **(2020)** [**konveyor 🌟**](https://konveyor.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” An open-source application modernization platform that helps developers migrate legacy virtual machines, stateful services, and bare-metal workloads to Kubernetes. It provides discovery, analysis, and execution tools for large-scale container migrations.
+## Cloud Architecture
+
+### Infrastructure Automation
+
+#### Hybrid Cloud Strategy
+
+  - **(2021)** [cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration 🌟](https://docs.cloudify.co) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An architectural manual focused on multi-cloud orchestration and automation frameworks. Discusses leveraging open-source TOSCA-based standards to orchestrate compute resources, handle multi-site network topologies, and coordinate complex deployments across multiple hypervisors.
+## Databases
+
+### SQL Server
+
+#### Backup Administration
+
+  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Demonstrates native PowerShell script templates to automate Microsoft SQL Server backups. Offers a valuable guide for planning traditional database state transitions into hybrid Kubernetes clusters.
 ## Hybrid Cloud and Enterprise
 
-### OpenShift
+### Openshift
 
 #### Data Management
 
   - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) [SPANISH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical guide on integrating Veeam's Kasten K10 platform with Red Hat OpenShift. Demonstrates policy-based automation for backup, disaster recovery, and mobility across multi-tenant clusters while ensuring encrypted volume snapshots.
 ## Infrastructure
 
+### Cluster Management
+
+#### RKE2
+
+  - **(2024)** [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.
 ### Control Plane
 
 #### ETCD Administration
@@ -47,7 +66,7 @@ description: "Top Kubernetes Backup Migrations resources for 2026, AI-ranked: Ka
 #### Database Snapshots
 
   - **(2021)** [**percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)**](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical case study using GKE CSI Volume Snapshots alongside the Percona Operator for MySQL XtraDB. Outlines mechanisms for zero-downtime database point-in-time synchronization and replication strategies.
-#### GitOps Synchronizers
+#### Gitops Synchronizers
 
   - **(2023)** [kube-backup: Kubernetes resource state sync to git](https://github.com/pieterlange/kube-backup) ⭐ 493  [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Automates Kubernetes resource state replication directly to target Git repositories. This pattern acts as an early architectural precursor to fully fledged declarative GitOps platforms, maintaining a point-in-time configuration ledger.
 #### Industry Analysis
@@ -74,7 +93,10 @@ description: "Top Kubernetes Backup Migrations resources for 2026, AI-ranked: Ka
   - **(2021)** [thenewstack.io: Cloud Native Backups, Disaster Recovery and Migrations on Kubernetes](https://thenewstack.io/cloud-native-backups-disaster-recovery-and-migrations-on-kubernetes) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines structural paradigm shifts from VM-level backups to container-native, application-aware snapshots inside Kubernetes. Outlines how to decouple configuration matrices from underlying persistent storage objects for scalable restoration.
 ### Enterprise Backup
 
-#### OpenShift Integration
+#### Cloud-native Integration
+
+  - **(2021)** [**cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads**](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An announcement introducing Backup for GKE, a fully-managed Google Cloud service for GKE environments. Operates via the GCP API control plane to restore configurations and storage elements natively.
+#### Openshift Integration
 
   - **(2020)** [aithority.com: Bacula Systems Announces World’s First Enterprise-Class Backup and Recovery Solution for Red Hat OpenShift](https://aithority.com/it-and-devops/cloud/bacula-systems-announces-worlds-first-enterprise-class-backup-and-recovery-solution-for-red-hat-openshift) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Highlights the integration of Bacula's backup engines within Red Hat OpenShift clusters. Offers direct bare-metal and hybrid-cloud state serialization and disaster recovery procedures compatible with traditional SANs.
 #### Proprietary Platforms
@@ -87,7 +109,7 @@ description: "Top Kubernetes Backup Migrations resources for 2026, AI-ranked: Ka
   - **(2021)** [**thenewstack.io: Kasten K10 V4.5: Grafana Observability, More Edge Support**](https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the Kasten K10 v4.5 software release, introducing native Prometheus-driven Grafana monitoring profiles and enhanced protection rules for decentralized Edge compute clusters.
 ### Storage Systems
 
-#### OpenShift Ecosystem
+#### Openshift Ecosystem
 
   - **(2021)** [**thenewstack.io: Red Hat Brings Backup, Snapshots to OpenShift Container Storage**](https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-storage) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the native storage snapshot and restoration interfaces added to Red Hat OpenShift Container Storage (now ODF). Demonstrates policy-driven volume protection and native multi-cloud replication architectures.
   - **(2021)** [blocksandfiles.com: Red Hat OpenShift now does container storage backup 🌟](https://www.blocksandfiles.com/container-storage/2021/01/27/red-hat-openshift-now-does-container-storage-backup/1611166) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An industry report outlining Red Hat OpenShift's container storage data protection upgrades. Evaluates backup orchestration solutions addressing scale constraints in multi-tenant enterprise data pools.
@@ -115,7 +137,7 @@ description: "Top Kubernetes Backup Migrations resources for 2026, AI-ranked: Ka
   - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [ADVANCED LEVEL]  [EMERGING] β€” The Kubernetes Checkpointing API introduces the revolutionary ability to freeze and snapshot a running container's state to disk for backup or migration purposes. This technical analysis demonstrates how to leverage this API to capture memory-level states, enabling ultra-fast recovery and deep forensics of active workloads. However, as of 2026, this feature remains highly experimental and runtime-dependent.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-based-devel.md b/v2-docs/kubernetes-based-devel.md
index 96debc85..dd678e9d 100644
--- a/v2-docs/kubernetes-based-devel.md
+++ b/v2-docs/kubernetes-based-devel.md
@@ -13,6 +13,9 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
 
 ### Mocking and Virtualization
 
+#### Microcks
+
+  - **(2026)** [**microcks.io**](https://microcks.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Microcks is a cloud-native platform for mocking and virtualization of APIs (REST, gRPC, GraphQL, AsyncAPI). It speeds up microservices testing by generating mock endpoints and testing compliance directly against enterprise schemas.
 #### Microcks Integration
 
   - **(2022)** [microcks.io: Podman Compose support in Microcks](https://microcks.io/blog/podman-compose-support)  [COMMUNITY-TOOL] β€” Explains how to design local mock environments using Microcks combined with Podman Compose. This is ideal for developers running daemonless environments who require automated contract API validation.
@@ -25,7 +28,7 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - [cncf.io: Tools to develop apps on Kubernetes 🌟](https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Tools to develop apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
   - [kccncna20.sched.com: A Walk Through the Kubernetes UI Landscape](https://kccncna20.sched.com/event/ekAd/a-walk-through-the-kubernetes-ui-landscape-joaquim-rocha-kinvolk-henning-jacobs-zalando-se)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kccncna20.sched.com: A Walk Through the Kubernetes UI Landscape in the Kubernetes Tools ecosystem.
   - [williamlam.com: Useful Interactive Terminal and Graphical UI Tools for Kubernetes](https://williamlam.com/2020/04/useful-interactive-terminal-and-graphical-ui-tools-for-kubernetes.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering williamlam.com: Useful Interactive Terminal and Graphical UI Tools for Kubernetes in the Kubernetes Tools ecosystem.
-## Bare-Metal Deployments
+## Bare-metal Deployments
 
 ### Legacy Helpers
 
@@ -34,7 +37,7 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - **(2020)** [Metal Kubes](https://github.com/shank-git/metal-kubes) ⭐ 34  [SHELL CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” An early bare-metal helper script collection. Live Grounding verifies that the repository is archived and inactive, as the ecosystem has shifted entirely to production automation like Cluster API or Talos OS.
 ## Development Workflow
 
-### CICD Integration
+### CICD
 
 #### Okteto Actions
 
@@ -51,15 +54,15 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
 #### Okteto
 
   - **(2021)** [okteto.com: Kubernetes for Developers Blog Series by Okteto](https://www.okteto.com/blog/kubernetes-basics)  [COMMUNITY-TOOL] β€” A guide series covering Okteto's Cloud Development Environment (CDE) paradigm. Demonstrates how developers can synchronize code in real-time straight to remote container runtimes without local compiler requirements.
-### Inner-Loop Automation
+### Inner-loop Automation
 
 #### Comparisons
 
   - **(2021)** [loft.sh: Skaffold vs Tilt vs DevSpace](https://www.vcluster.com/blog/skaffold-vs-tilt-vs-devspace) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth evaluation comparing Skaffold, Tilt, and DevSpace. Highlights real-time build and synchronization mechanics, declarative profiles, and templated manifest rendering capabilities.
-#### DevSpace
+#### Devspace
 
   - **(2026)** [**devspace.sh**](https://www.devspace.sh) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” DevSpace is a high-performance developer command-line tool designed to lower the Kubernetes learning curve. It provides extremely fast, bidirectional file synchronization that bypasses container rebuilding cycles for instant hot-reloading.
-#### DevSpace Analysis
+#### Devspace Analysis
 
   - **(2020)** [thenewstack.io: DevSpace Designed to Lower the Kubernetes Learning Curve](https://thenewstack.io/devspace-designed-to-lower-the-kubernetes-learning-curve)  [COMMUNITY-TOOL] β€” Explains how DevSpace simplifies cluster testing for backend teams by replacing complex kubectl calls and image building scripts with high-performance, real-time file-reloading profiles.
 #### Skaffold Tutorials
@@ -94,7 +97,7 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - **(2021)** [loft.sh: Checklist for Kubernetes-Based Development 🌟](https://www.vcluster.com/blog/checklist-for-kubernetes-based-development)  [COMMUNITY-TOOL] β€” A developer-focused architecture checklist detailing ideal steps to build, optimize, and organize localized dev frameworks on top of cluster infrastructure without incurring severe cognitive overhead.
 ### Workflow Migration
 
-#### Docker Compose to Skaffold
+#### Docker Compose To Skaffold
 
   - **(2021)** [testingclouds.wordpress.com: Migrating from Docker Compose to Skaffold 🌟](https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold)  [COMMUNITY-TOOL] β€” A comprehensive migration handbook addressing transition patterns from basic multi-container Docker Compose structures to unified cloud-native architectures governed by Skaffold-driven deployment pipelines.
 ## Kubernetes Observability
@@ -126,7 +129,7 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - **(2021)** [blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s, kind, k3s, and Minikube](https://palark.com/blog/small-local-kubernetes-comparison)  [COMMUNITY-TOOL] β€” An intensive technical comparison of k0s, MicroK8s, kind, k3s, and Minikube. Explores core configuration profiles, runtime dependency footprints, CNI defaults, and the performance overhead of built-in components.
 ### Legacy VMs
 
-#### Vagrant Multi-Node
+#### Vagrant Multi-node
 
   - **(2021)** [dj-wasabi/vagrant-kubernetes](https://github.com/dj-wasabi/vagrant-kubernetes) [RUBY CONTENT]  [COMMUNITY-TOOL] β€” A classic VM-based multi-node local cluster provisioning framework using Vagrant and Ansible. Retained as a historic architecture template for local VM orchestrations prior to lightweight container runtimes.
 #### Vagrant Toolkits
@@ -137,7 +140,7 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
 #### Analysis
 
   - **(2021)** [padok.fr: MiniKube, Kubeadm, Kind, K3S, how to get started on Kubernetes?](https://www.theodo.com/en-fr/blog/kubernetes-technologies-kubeadm-vs-minikube-kind-and-k3s)  [COMMUNITY-TOOL] β€” An analytical breakdown comparing the core use cases, design philosophies, and architectural profiles of Kubeadm, Minikube, kind, and K3s. Guides engineers to choose the correct testing distribution.
-### Single-Node Clusters
+### Single-node Clusters
 
 #### Comparisons (2)
 
@@ -162,17 +165,20 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
 
 ### Application Delivery
 
+#### Catalog UI
+
+  - **(2025)** [==kubeapps.dev 🌟==](https://kubeapps.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A web-based control plane for deploying and managing packaged cloud-native applications on Kubernetes. Provides visual tooling to interact with Helm charts, Operators, and Carvel packages with integrated RBAC and multi-cluster deployment scopes.
 #### Dynamic Forms
 
   - **(2025)** [**github.com/cyclops-ui/cyclops**](https://github.com/cyclops-ui/cyclops) ⭐ 3323  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source developer-focused UI that dynamically generates highly intuitive forms from Kubernetes configurations and Helm schemas. Reduces cognitive overhead for non-operations teams, allowing secure and error-free deployments.
-### GitOps
+### Gitops
 
 #### Configuration Management
 
   - **(2025)** [**kubeshop.github.io/monokle**](https://docs.monokle.io) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source IDE developed by Kubeshop for managing, refactoring, and verifying Kubernetes manifests. Facilitates dynamic schema-based validation, pre-deployment policy checks, and structural reviews of raw YAML, Helm, and Kustomize files.
-### Multi-Cloud
+### Multi-cloud
 
-#### PaaS Framework
+#### Paas Framework
 
   - **(2023)** [**thenewstack.io: Cloud Manager: A New Multicloud PaaS Platform Built on Kubernetes**](https://thenewstack.io/cloud-manager-a-new-multicloud-paas-platform-built-on-kubernetes) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural breakdown of Cloud Manager, analyzing its design as a next-generation multi-cloud Platform-as-a-Service (PaaS) built directly on top of Kubernetes operators to streamline resource orchestration.
 ### UI and Dashboards
@@ -229,7 +235,7 @@ description: "Top Kubernetes Based Devel resources for 2026, AI-ranked: Minikube
   - **(2022)** [**blog.aquasec.com: RATs (remote access tools) in the Cloud: Kubernetes UI Tools Turn into a Weapon**](https://blog.aquasec.com/kubernetes-ui-tools-security-threat) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A cybersecurity threat analysis exposing how unsecured and misconfigured Kubernetes administration dashboards can be targeted by attackers as remote access tools (RATs). Outlines strict network isolation, zero-trust patterns, and RBAC strategies.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-bigdata.md b/v2-docs/kubernetes-bigdata.md
index a5939797..0981a9e6 100644
--- a/v2-docs/kubernetes-bigdata.md
+++ b/v2-docs/kubernetes-bigdata.md
@@ -24,7 +24,7 @@ description: "Curated, AI-ranked Kubernetes Bigdata resources for the 2026 Cloud
 #### Cost Optimization
 
   - **(2023)** [spot.io: Setting up, Managing & Monitoring Spark on Kubernetes](https://www.flexera.com/products/flexera-one/container-optimization) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Discusses the financial and operational mechanics of running Spark executor pods on heterogeneous Kubernetes clusters. Emphasizes automated cost optimization, spot instance utilization, and intelligent scaling practices. Live Grounding shows that dynamically shifting Spark executor tasks to spot instances under strict fallback rules is essential for scaling modern, cost-sensitive big data pipelines.
-#### OpenShift
+#### Openshift
 
   - **(2022)** [cloud.redhat.com: Getting Started running Spark workloads on OpenShift](https://www.redhat.com/en/blog/getting-started-running-spark-workloads-on-openshift) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides an enterprise guide to running containerized Apache Spark workloads within Red Hat OpenShift, highlighting security-first practices and security context constraints (SCCs). Illustrates leveraging OpenShift's cluster monitoring and dynamic storage classes for big data analytics. Live Grounding confirms OpenShift remains a preferred, secure platform for regulated enterprises executing large-scale analytical tasks.
 #### Performance and Tuning
@@ -33,6 +33,11 @@ description: "Curated, AI-ranked Kubernetes Bigdata resources for the 2026 Cloud
 #### Streaming and Scheduling
 
   - **(2023)** [**docs.databricks.com: Use scheduler pools for multiple streaming workloads**](https://docs.databricks.com/aws/en/structured-streaming/production) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep dives into configuring Spark scheduler pools to enforce Fair Scheduling (FAIR) when running multiple concurrent Structured Streaming queries in a shared production workspace. Prevents heavy resource queries from starving lightweight streaming jobs. Live Grounding verifies that proper allocation of pool weights remains a mandatory configuration practice for robust multi-tenant streaming pipelines.
+### Batch Scheduling
+
+#### Kueue
+
+  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on Red Hat's enterprise integration of Kueue, a Kubernetes-native job queueing system designed to manage resource quotas, tenant isolation, and fair-share scheduling for high-performance AI/ML and batch workloads. Live Grounding confirms Kueue is crucial in 2026 for orchestrating GPU and CPU cluster resource allocation dynamically across large-scale enterprise clusters.
 ### Cloud Platforms
 
 #### Databricks
@@ -50,7 +55,7 @@ description: "Curated, AI-ranked Kubernetes Bigdata resources for the 2026 Cloud
   - **(2021)** [opensourceforu.com: Kubernetes Adoption Widespread for Big Data: Survey](https://www.opensourceforu.com/2021/12/kubernetes-adoption-widespread-for-big-data-survey/?amp) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details industry survey results illustrating the widespread migration of Big Data and stateful analytics workloads onto Kubernetes. Shows the transition from static, dedicated bare-metal clusters to dynamic, container-orchestrated platforms. Live Grounding confirms this historical trajectory has culminated in 2026, where cloud-native orchestration is the unquestioned standard for running Spark, Flink, and ML training pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-client-libraries.md b/v2-docs/kubernetes-client-libraries.md
index 2dd3f3c3..5e344b8a 100644
--- a/v2-docs/kubernetes-client-libraries.md
+++ b/v2-docs/kubernetes-client-libraries.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk8s, JKube and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk8s, GitHub: Eclipse JKube and more β€” curated Cloud Native tools, guides and references."
 ---
 # Client Libraries for Kubernetes
 
@@ -17,7 +17,7 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
 
   - **(2020)** [Fabric8](https://fabric8.io) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] [LEGACY] β€” Fabric8 historically offered a comprehensive development and integration platform for Kubernetes. While its global platform features have been deprecated or superseded, its core libraries and Eclipse JKube build helpers continue to be vital utilities in Java environments.
   - **(2020)** [developers.redhat.com: Getting started with the fabric8 Kubernetes Java client](https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client) [JAVA CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” A practical guide to implementing JVM program orchestration on Kubernetes clusters using the Fluent API of the Fabric8 Kubernetes Java Client. The framework supports seamless resource state management, custom resources (CRDs), and secure API server interactions.
-## Cloud Native and K8s
+## Cloud Native and Kubernetes
 
 ### CLI Development
 
@@ -57,15 +57,12 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
 #### Ruby Client
 
   - **(2025)** [==k8s-ruby: Kubernetes Ruby Client==](https://github.com/k8s-ruby/k8s-ruby) ⭐ 75  [RUBY CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An alternative Ruby client library for native Kubernetes API execution. Integrates intuitive REST interfaces and dynamic resource creation patterns for developers running Ruby-based clusters.
-## Cloud-Native Java
+## Cloud-native Java
 
 ### Build Tools
 
-#### Eclipse JKube
+#### Eclipse Jkube
 
-##### Developer Workflow
-
-  - **(2020)** [developers.redhat.com: Java development on top of Kubernetes using Eclipse JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube) 🌟🌟🌟 [COMMUNITY-TOOL] β€” This article demonstrates outer-loop developer workflows utilizing Eclipse JKube to deploy Java applications straight to running Kubernetes clusters. Live Grounding illustrates how JKube's design empowers local development cycles by bypassing manual YAML writing, instead building and pushing directly via standard IDE integrations and build loops.
 ##### Migration
 
   - **(2020)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” The official Eclipse foundation migration documentation for moving from Fabric8 to JKube. Live Grounding confirms this is the authoritative reference for modifying existing POM.xml profiles, aligning configuration namespaces, and preserving legacy custom templates under the new JKube APIs.
@@ -79,27 +76,20 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
 ##### Source Code
 
   - **(2020)** [**GitHub: Eclipse JKube**](https://github.com/eclipse-jkube/jkube) ⭐ 849  [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The active GitHub repository for Eclipse JKube, housing Maven/Gradle plugins, extensions, and core libraries. Live Grounding indicates robust ongoing community support, enabling local resource generation, deployment, and hot-swapping inside active clusters. The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.
-## Cloud-Native Provisioning
+## Cloud-native Provisioning
 
-### Infrastructure as Code
+### Infrastructure As Code
 
-#### CDK for Kubernetes
+#### CDK For Kubernetes
 
   - **(2022)** [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python) [PYTHON CONTENT]  [CASE STUDY] [LEGACY] β€” A developer-focused analysis highlighting structural trade-offs when implementing cdk8s in Python. Evaluates class inheritance structures, JSII compilation overhead, and configuration complexities relative to legacy YAML definitions.
 ## Configuration
 
-### CDK and DSLs
+### CDK and Dsls
 
-#### CDK8s
+#### Cdk8s
 
   - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) ⭐ 4823  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.
-## Developer Experience
-
-### Inner Loop
-
-#### Maven Integration
-
-  - **(2025)** [**JKube**](https://eclipse.dev/jkube) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Eclipse JKube is a collection of plugins and libraries used for building container images and generating Kubernetes manifests out of Java projects. Successor to the popular Fabric8 Maven Plugin, it integrates natively into Maven and Gradle builds. In 2026, it remains a robust enterprise choice for teams seeking to automate image builds and deployments directly from their existing JVM build pipelines.
 ## Kubernetes Development
 
 ### Code Generation
@@ -107,7 +97,7 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
 #### Fabric8 CRD
 
   - **(2023)** [developers.redhat.com: How to generate code using Fabric8 Kubernetes Client](https://developers.redhat.com/articles/2023/01/24/how-generate-code-using-fabric8-kubernetes-client) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial explaining how to programmatically generate Java models, types, and custom Domain-Specific Languages (DSL) from cluster-registered CRDs using the Fabric8 Java Client. This technique minimizes manual boilerplate and guarantees strict type safety.
-### Java SDKs
+### Java Sdks
 
 #### Fabric8 API
 
@@ -123,12 +113,12 @@ description: "Top Kubernetes Client Libraries resources for 2026, AI-ranked: cdk
   - **(2023)** [blog.marcnuri.com: Build Kubernetes controllers with Fabric8 Kubernetes Client, Quarkus, and JKube](https://blog.marcnuri.com/fabric8-kubernetes-java-client-and-quarkus-and-graalvm) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Detailed technical guide showing how to leverage Quarkus, GraalVM native image compilation, and the Fabric8 client to build sub-second startup Kubernetes controllers. By integrating Eclipse JKube, developers can deploy footprint-optimized Java applications perfectly suited for serverless scaling.
 ### Java Tooling
 
-#### Eclipse JKube (1)
+#### Eclipse Jkube (1)
 
   - **(2021)** [blog.marcnuri.com](https://blog.marcnuri.com) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A deep-dive analysis of Eclipse JKube 1.4.0 improvements, focusing on streamlined Helm chart compilation, upgraded core API clients, and enhanced native build properties for container engines.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-monitoring.md b/v2-docs/kubernetes-monitoring.md
index 78122173..fa16e3c4 100644
--- a/v2-docs/kubernetes-monitoring.md
+++ b/v2-docs/kubernetes-monitoring.md
@@ -9,11 +9,11 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Monitoring and Logging in the context of The Container Stack.
 
-## Advanced Telemetry and FinOps
+## Advanced Telemetry and Finops
 
 ### Cost Management
 
-#### Telemetry-Driven Budgeting
+#### Telemetry-driven Budgeting
 
   - **(2023)** [loft.sh: Kubernetes Cost Monitoring with Prometheus & Grafana](https://www.vcluster.com/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains how to harness native Prometheus resource allocation metrics combined with community tools like Kubecost to model cluster spending. Provides strategies for isolating workloads, dividing costs by namespace or tenant, and building real-time cost transparency dashboards in multi-tenant environments.
 ### Log Aggregation
@@ -38,9 +38,6 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 
 ### Kubernetes
 
-#### Helm Deployments
-
-  - **(2026)** [prometheus-community/kube-prometheus-stack 🌟🌟](https://artifacthub.io/packages/helm/prometheus-community/kube-prometheus-stack) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The standard Helm chart package representing the Kubernetes Prometheus Operator stack. Streamlines deployment of custom resources like ServiceMonitors and PrometheusRules.
 #### Telemetry Bundles
 
   - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) ⭐ 7673  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The reference monitoring deployment for Kubernetes. Orchestrates the Prometheus Operator, Grafana, Alertmanager, and a collection of native exporters designed to monitor master control plane components.
@@ -59,18 +56,9 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 #### Core Components
 
   - **(2021)** [sysdig.com: How to monitor Kubernetes control plane](https://www.sysdig.com/blog/monitor-kubernetes-control-plane) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly technical guide detailing how to expose, scrap, and interpret diagnostic metrics from core Kubernetes control plane components, including etcd, kube-apiserver, kube-controller-manager, and kube-scheduler. Provides target Grafana layouts and alerting thresholds critical for cluster-wide health.
-## Container Orchestration
-
-### Kubernetes (1)
-
-#### Observability
-
-##### Best Practices
-
-  - **(2023)** [sysdig.com: Seven Kubernetes monitoring best practices every monitoring solution should enable](https://www.sysdig.com/blog/kubernetes-monitoring-best-practices)  [COMMUNITY-TOOL] β€” Outlines seven core principles for establishing a reliable Kubernetes monitoring framework, highlighting metric aggregation, container life-cycle awareness, and Prometheus auto-discovery. Curator Insight: Essential practices for K8s monitoring. Live Grounding: Practical guidelines for scaling Prometheus and agent-based scrapers without experiencing massive ingestion bottlenecks.
 ## Dynamic Component Monitoring
 
-### Cloud-Native Observability
+### Cloud-native Observability
 
 #### Grafana Cloud and AWS
 
@@ -85,7 +73,7 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
   - **(2022)** [kubermatic.com: The Complete Guide to Kubernetes Metrics](https://www.kubermatic.com/blog/the-complete-guide-to-kubernetes-metrics) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive technical breakdown dividing Kubernetes observability telemetry into node, container, API, and control plane layers. Evaluates core architectural tools such as cAdvisor, Metric-Server, and Prometheus while guiding readers on constructing unified dashboards.
 ### Security and Certificates
 
-#### ChatOps Integration
+#### Chatops Integration
 
   - **(2021)** [infracloud.io: Monitoring Kubernetes cert-manager Certificates with BotKube](https://www.infracloud.io/blogs/monitoring-kubernetes-cert-manager-certificates) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Details an elegant ChatOps pattern that integrates BotKube with cert-manager to actively push real-time TLS certificate expiration warnings and validation failures to Slack or Microsoft Teams, streamlining automated certificate lifecycle operations in production clusters.
 ### Telemetry Protocols
@@ -93,13 +81,13 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 #### Object State Monitoring
 
   - **(2024)** [**kube-state-metrics 🌟**](https://github.com/kubernetes/kube-state-metrics) ⭐ 6137  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.
-## Infrastructure as Code
+## Infrastructure
 
-### Helm
+### Hardware
 
-#### Prometheus Deployment
+#### GPU Virtualization
 
-  - **(2023)** [Setup Prometheus Using Helm Chart on Kubernetes](https://devopscube.com/setup-prometheus-helm-chart) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical guide on installing a production-ready Prometheus instance into Kubernetes using Helm. Explains configuring persistent storage claims, setting retention policies, and overriding default ingress objects.
+  - **(2022)** [Sharing a NVIDIA GPU Between Pods in Kubernetes](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical exploration of fractional GPU sharing techniques, including NVIDIA Multi-Instance GPU (MIG) and MPS, within Kubernetes clusters. Resolves major resource allocation bottlenecks to drive cost-effective machine learning workflows.
 ## Log Management and Diagnostics
 
 ### Audit Logging
@@ -124,7 +112,7 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 
   - **(2023)** [devopscube.com: Kubernetes Logging Tutorial For Beginners 🌟](https://devopscube.com/kubernetes-logging-tutorial) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory blueprint covering fundamental logging behaviors in containerized orchestration environments. Demystifies container log storage paths, standard troubleshooting CLI workflows with `kubectl logs`, and simple forwarding architectures.
   - **(2021)** [opensource.com: What you need to know about cluster logging in Kubernetes 🌟](https://opensource.com/article/21/11/cluster-logging-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains native Kubernetes logging mechanics, focusing on how logs are collected from standard output (stdout/stderr) streams and buffered on nodes. Analyzes community patterns for scraping and shipping these records to central analytical pipelines.
-#### SaaS Integrations
+#### Saas Integrations
 
   - **(2021)** [papertrail.com: Quick and Easy Way to Implement Kubernetes Logging](https://www.papertrail.com/blog/quick-and-easy-way-to-implement-kubernetes-logging) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores lightweight strategies to stream local container console logs directly to Papertrail's managed cloud-native logging endpoints, using minimal DaemonSet forwarders to speed up troubleshooting in development environments.
 ## Modern Observability and Service Mesh
@@ -134,17 +122,22 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 #### Prometheus Setup
 
   - **(2021)** [blog.fourninecloud.com: Kubernetes monitoring β€” How to monitor using prometheus?](https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A beginner-to-intermediate tutorial demonstrating how to install, configure, and operate a Prometheus instance on a Kubernetes cluster. Outlines basic service discovery configurations, exporter architectures, and Prometheus-operator customization patterns.
+### Ebpf-based Telemetry
+
+#### Commercial Integrations
+
+  - **(2022)** [newrelic.com: Pixie](https://newrelic.com/platform/kubernetes-pixie) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Highlights New Relic's platform integration of Pixie, the open-source eBPF observability tool. Explains how kernel-level tracing simplifies microservice communication tracking, HTTP/gRPC parsing, and resource utilization monitoring without code modifications.
 ### Network Performance
 
-#### NetFlow Telemetry
-
-  - **(2022)** [blog.palark.com: Service communication monitoring in Kubernetes with NetFlow](https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines technical patterns to capture and map container-to-container network interaction patterns using NetFlow/IPFIX protocols. It details how to leverage low-overhead agents to translate raw kernel TCP/UDP exchanges into structured microservices maps.
-#### eBPF and NetObserv
+#### Ebpf and Netobserv
 
   - **(2023)** [rcarrata.com: Network Observability Deep Dive in Kubernetes with NetObserv Operator](https://rcarrata.github.io/observability/netobserv-1) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides an architectural deep dive into NetObserv Operator, a network observability solution leveraging eBPF to capture flow telemetry directly inside the Linux kernel. Solves container network performance tracking, bandwidth hotspots, and multi-tenant isolation issues without sidecars.
+#### Netflow Telemetry
+
+  - **(2022)** [blog.palark.com: Service communication monitoring in Kubernetes with NetFlow](https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines technical patterns to capture and map container-to-container network interaction patterns using NetFlow/IPFIX protocols. It details how to leverage low-overhead agents to translate raw kernel TCP/UDP exchanges into structured microservices maps.
 ### Reliability Engineering
 
-#### eBPF-Based Telemetry
+#### Ebpf-based Telemetry (1)
 
   - **(2023)** [isovalent.com: What are the 4 Golden Signals for Monitoring Kubernetes?](https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the implementation of Google's 'Four Golden Signals' within Kubernetes, highlighting how eBPF-powered tools like Cilium provide transparent application level metrics (latency, traffic, errors, saturation) without relying on traditional sidecar architectures.
 ### Resource Management
@@ -154,20 +147,15 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
   - **(2021)** [aws.amazon.com: Using Prometheus to Avoid Disasters with Kubernetes CPU Limits 🌟](https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep dive into using Prometheus metric queries to track CFS (Completely Fair Scheduler) throttle time within AWS EKS. Demonstrates how micro-throttling hurts API tail-latencies and how to safely size resources to eliminate runtime CPU limit bottlenecks.
 ### Telemetry Protocols (1)
 
-#### OpenTelemetry Runtime
+#### Opentelemetry Runtime
 
   - **(2023)** [opentelemetry.io: Creating a Kubernetes Cluster with Runtime Observability](https://opentelemetry.io/blog/2023/k8s-runtime-observability) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed technical blueprint for configuring modern OpenTelemetry collectors and instrumentation operators directly within a cluster. Demonstrates standard practices for unifying tracing, logs, and metrics pipelines into a scalable, open-source standard observability ecosystem.
-#### SigNoz and OpenTelemetry
+#### Signoz and Opentelemetry
 
   - **(2023)** [signoz.io: Kubernetes Cluster Monitoring with OpenTelemetry | Complete Tutorial 🌟](https://signoz.io/blog/opentelemetry-kubernetes-cluster-metrics-monitoring) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive implementation guide showcasing SigNoz as a full-featured, open-source alternative to Datadog. It demonstrates configuring OpenTelemetry collectors to ingest cluster metrics, application traces, and platform logs into an integrated ClickHouse backend.
-### eBPF-Based Telemetry (1)
+## Observability
 
-#### Commercial Integrations
-
-  - **(2022)** [newrelic.com: Pixie](https://newrelic.com/platform/kubernetes-pixie) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Highlights New Relic's platform integration of Pixie, the open-source eBPF observability tool. Explains how kernel-level tracing simplifies microservice communication tracking, HTTP/gRPC parsing, and resource utilization monitoring without code modifications.
-## Observability (1)
-
-### ChatOps
+### Chatops
 
 #### Collaboration Platforms
 
@@ -203,14 +191,9 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 #### Deep Packet Inspection
 
   - **(2026)** [**kubeshark/kubeshark**](https://github.com/kubeshark/kubeshark) ⭐ 11951  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, eBPF-driven network monitoring and L7 protocol debugging engine offering Wireshark-like inspection for Kubernetes. Captures, decodes, and records TCP/UDP traffic at the kernel level across dynamic microservices.
-#### eBPF Platform
+#### Ebpf Platform
 
   - **(2026)** [github.com/microsoft/retina](https://github.com/microsoft/retina) ⭐ 3144  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [ENTERPRISE-STABLE] β€” Microsoft's eBPF-powered cloud-native network observability platform. Delivers deep distributed packet captures, connection tracking, and granular network telemetry for debugging multi-cluster Kubernetes deployments.
-### Standards
-
-#### Interoperability
-
-  - **(2022)** [Prometheus and OpenTelemetry Compatibility Issues](https://thenewstack.io/prometheus-and-opentelemetry-just-couldnt-get-along) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Critically analyzes the historical divergence and friction between Prometheus metrics conventions and OpenTelemetry metrics data models. Explores alignment efforts, such as native OTLP support in Prometheus, to achieve semantic parity across enterprise cloud-native telemetry pipelines.
 ## Observability and Monitoring
 
 ### Grafana
@@ -218,7 +201,7 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
 #### Application Metrics
 
   - **(2024)** [**grafana.com: A beginner's guide to Kubernetes application monitoring**](https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highly accessible guide to setting up application-level observability within Kubernetes. Covers instrumenting code with client libraries, configuring target discovery, and mapping RED (Rate, Errors, Duration) metrics.
-#### FinOps and Resources
+#### Finops and Resources
 
   - **(2024)** [**grafana.com: How to optimize resource utilization with Kubernetes Monitoring for Grafana Cloud 🌟**](https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores automated resource optimization strategies through Grafana Cloud monitoring. Uses cluster CPU and Memory utilization analytics to identify over-provisioned namespaces, enabling significant cost reduction in microservice architectures.
 #### Kubernetes Monitoring
@@ -257,7 +240,7 @@ description: "Top Kubernetes Monitoring resources for 2026, AI-ranked: kube-prom
   - **(2022)** [betterstack.com: 10 Best Kubernetes Monitoring Tools in 2022 🌟](https://betterstack.com/community/comparisons/kubernetes-monitoring-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative market review of ten leading commercial and open-source Kubernetes monitoring suites. Evaluates architecture models, scaling properties, out-of-the-box features, and implementation overheads across modern toolchains like Prometheus, Datadog, Dynatrace, and Better Stack.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-networking.md b/v2-docs/kubernetes-networking.md
index 1f73f8bc..7a1a87b8 100644
--- a/v2-docs/kubernetes-networking.md
+++ b/v2-docs/kubernetes-networking.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel, NetMaker and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes Networking resources for 2026, AI-ranked: NodeLocal DNSCache, Flannel and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubernetes Networking
 
@@ -17,20 +17,23 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 
   - [engineering.mercari.com: Managing Network Policies for namespaces isolation' on a multi-tenant Kubernetes cluster](https://engineering.mercari.com/en/blog/entry/20220214-managing-network-policies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.mercari.com: Managing Network Policies for namespaces isolation' on a multi-tenant Kubernetes cluster in the Kubernetes Tools ecosystem.
   - [dzone: How to Understand and Set Up Kubernetes Networking 🌟](https://dzone.com/articles/how-to-understand-and-setup-kubernetes-networking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: How to Understand and Set Up Kubernetes Networking 🌟 in the Kubernetes Tools ecosystem.
+## Cloud Infrastructure
+
+### Azure Networking
+
+#### Private Access
+
+  - **(2025)** [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive comparison of Azure Service Endpoints versus Private Link. The author details critical architectural trade-offs: while Service Endpoints are simple to configure and leverage public IPs, Private Link allocates private endpoints within your virtual network, enhancing the security posture of microservice deployments by blocking data exfiltration channels, albeit with increased cost and complexity.
+#### Subnet Peering
+
+  - **(2025)** [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the architectural paradigm of Subnet Peering in Azure, bypassing the traditional resource-heavy requirements of full Virtual Network (VNet) peering. This feature allows network engineers to establish direct, localized communication paths between designated subnets, optimizing security boundaries and address space usage.
 ## Container Orchestration
 
 ### Kubernetes Networking (1)
 
-#### Kube-Proxy
+#### Kube-proxy
 
   - **(2025)** [NFTables mode for kube-proxy in Kubernetes](https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the transition of `kube-proxy` from traditional `iptables` and IPVS modes to the modern `nftables` backend in Kubernetes. Highlighting structural efficiency, the article explores how nftables reduces CPU-bound routing overhead and improves packet processing scalability in massive cluster environments.
-## Deployment and Orchestration
-
-### Cluster Provisioning
-
-#### Remote Access
-
-  - **(2020)** [blog.alexellis.io: Get kubectl access to your private cluster from anywhere](https://blog.alexellis.io/get-private-kubectl-access-anywhere) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores techniques for securely accessing the Kubernetes API control plane of isolated or private networks without exposing standard firewall ports. Explains how reverse-proxy tunnels provide secure endpoints. Live Grounding validates that tunnel mechanisms like inlets, Tailscale, or Cloudflare Tunnels have become common choices for secure edge environments.
 ## Infrastructure
 
 ### Networking
@@ -57,13 +60,16 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 
   - **(2022)** [==tkng.io/arch: THE KUBERNETES NETWORK MODEL 🌟🌟==](https://www.tkng.io/arch) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly precise, deep-dive architectural dissection of the core Kubernetes networking design philosophy. It systematically charts port mappings, interface attachments, loopbacks, and CNI execution chains, demonstrating how flat networks are established and maintained over diverse node pools.
   - **(2020)** [**sookocheff.com: A Guide to the Kubernetes Networking Model 🌟**](https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A foundational architectural analysis of the Kubernetes networking model. It unpacks the four primary communications vectorsβ€”container-to-container, pod-to-pod, pod-to-service, and external-to-serviceβ€”and explains why the absolute requirement of 'IP-per-pod' simplifies routing compared to traditional port-mapping models.
-##### On-Premises
+##### On-premises
 
   - **(2021)** [nbailey.ca: Domesticated Kubernetes Networking](https://nbailey.ca/post/k8s-networking) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An informative study outlining step-by-step methods for domesticating Kubernetes networking within non-cloud or home lab setups. Details bare-metal bridge interfaces, tunnel configurations, and manual CNI implementations without high-overhead public cloud API assistance.
 ##### Overview
 
   - **(2021)** [matthewpalmer.net: Kubernetes Networking Guide for Beginners](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-networking-guide-beginners.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory, developer-focused guidebook breaking down cluster network boundaries and abstract IP allocations. Designed to demystify container routing and service discovery for application programmers.
   - **(2020)** [edureka.co: Kubernetes Networking – A Comprehensive Guide To The Networking Concepts In Kubernetes](https://www.edureka.co/blog/kubernetes-networking) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A broad, conceptual handbook introducing standard network boundaries in cloud-native deployments. Outlines how namespaces share interfaces within a pod and details the routing hops required for intra-cluster communication.
+##### Service Discovery
+
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
 ##### Service Topology
 
   - **(2022)** [==home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟==](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A visual, high-impact guide illuminating structural boundaries and usage paradigms across ClusterIP, NodePort, LoadBalancer, and Ingress. Translates complex routing definitions into clear deployment rules of thumb to help architects select the optimal entry channel based on target budgets and security policies.
@@ -75,12 +81,19 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 ##### Alternative Architectures
 
   - **(2020)** [ungleich.ch: Building Ingress-less Kubernetes Clusters](https://ungleich.ch/u/blog/kubernetes-without-ingress) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates architectural patterns to design and run Kubernetes environments without standard L7 Ingress controllers. Employs direct BGP advertisements and IPv6-native routing to link external clients directly to target containers.
+##### Azure Application Gateway
+
+  - **(2025)** [==Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs==](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture.
+  - **(2025)** [**Introduction to Azure Application Gateway for Containers (AGC)**](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introductory architecture guide covering the capabilities of Azure's modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing.
 ##### Evaluation
 
   - **(2022)** [**blog.palark.com: Comparing Ingress controllers for Kubernetes**](https://palark.com/blog/comparing-ingress-controllers-for-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides a comprehensive architectural analysis and evaluation of popular ingress solutions. Highlights feature readiness for HTTP/3, TLS passthrough paths, and standard authentication middleware integration.
 ##### Fundamentals (1)
 
   - **(2021)** [searchitoperations.techtarget.com: Differences between Kubernetes Ingress vs. load balancer](https://www.techtarget.com/searchitoperations/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical reference manual comparing the performance cost and operational patterns of Layer 4 LoadBalancer services against Layer 7 Ingress Controllers. Evaluates routing mechanics, cost-efficiency, and feature capabilities to assist in key infrastructure selection phases.
+##### Grpc and HTTP2
+
+  - **(2021)** [**openshift.com: gRPC or HTTP/2 Ingress Connectivity in OpenShift 🌟**](https://www.redhat.com/en/blog/grpc-or-http/2-ingress-connectivity-in-openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines methods to secure and optimize high-throughput gRPC and HTTP/2 flows through OpenShift and Kubernetes ingress endpoints. Outlines router parameter optimizations and ALPN negotiation configurations to support low-latency microservice interfaces.
 ##### Ingress Controllers
 
   - **(2021)** [**platform9.com: Ultimate Guide to Kubernetes Ingress Controllers 🌟**](https://platform9.com/blog/ultimate-guide-to-kubernetes-ingress-controllers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A definitive reference comparison comparing top ingress technologies (NGINX, Envoy, Traefik, HAProxy, Kong). Benchmarks each against raw throughput, latency profiles, dynamic reload capabilities, and extensibility models.
@@ -91,7 +104,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 ##### Overview (1)
 
   - **(2021)** [thenewstack.io: Ingress Controllers: The Swiss Army Knife of Kubernetes](https://thenewstack.io/ingress-controllers-the-swiss-army-knife-of-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details how contemporary Ingress controllers have evolved from simple HTTP routers into sophisticated API gateways. Covers advanced capabilities such as circuit-breaking, direct rate-limiting, and canary deployment control.
-##### Performance at Scale
+##### Performance At Scale
 
   - **(2022)** [**api7.ai: How Does APISIX Ingress Support Thousands of Pod Replicas?**](https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” A detailed case study illustrating how the Apache APISIX Ingress Controller achieves near-instant configuration reloads in environments scaling up to thousands of active pod endpoints without increasing overall connection latency.
 ##### Security
@@ -111,12 +124,9 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 ##### Tutorials
 
   - **(2021)** [**devopscube.com: Kubernetes Ingress Tutorial For Beginners 🌟**](https://devopscube.com/kubernetes-ingress-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A detailed step-by-step tutorial addressing the installation and configuration of the NGINX Ingress controller. Focuses on setting up custom host routing rules, implementing path matching, and troubleshooting entry level ingress issues.
-##### Under the Hood
+##### Under The Hood
 
   - **(2022)** [**community.ops.io: Kubernetes Ingress Controller. How does it work?=**](https://community.ops.io/danielepolencic/learning-how-an-ingress-controller-works-by-building-one-in-bash-3fni) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A didactic, code-heavy walkthrough that creates a bare-minimum ingress controller from scratch in Bash. Demystifies the core control loop: querying the API server, filtering changes, and rebuilding configurations dynamically.
-##### gRPC and HTTP2
-
-  - **(2021)** [**openshift.com: gRPC or HTTP/2 Ingress Connectivity in OpenShift 🌟**](https://www.redhat.com/en/blog/grpc-or-http/2-ingress-connectivity-in-openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines methods to secure and optimize high-throughput gRPC and HTTP/2 flows through OpenShift and Kubernetes ingress endpoints. Outlines router parameter optimizations and ALPN negotiation configurations to support low-latency microservice interfaces.
 #### Load Balancing
 
 ##### Decentralized
@@ -127,7 +137,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
   - **(2021)** [**cloud.redhat.com: Global Load Balancer Approaches 🌟**](https://www.redhat.com/en/blog/global-load-balancer-approaches) [ADVANCED LEVEL] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Highlights architectural approaches to implement Global Server Load Balancing (GSLB) models across heterogeneous multi-cloud or hybrid clusters. Covers DNS-based and Anycast solutions to facilitate high-availability failover paths.
 #### Microservices
 
-##### Inter-Service Communication
+##### Inter-service Communication
 
   - **(2021)** [**dev.to/narasimha1997: Communication between Microservices in a Kubernetes cluster 🌟**](https://dev.to/narasimha1997/communication-between-microservices-in-a-kubernetes-cluster-1n41) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines internal communication protocols of microservices deployed across Kubernetes networks. Details local service resolution dynamics, headless services, and the role of service proxies in optimizing intra-cluster communication speeds.
 #### Proxy Mechanics
@@ -142,7 +152,10 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
   - **(2020)** [**opensource.googleblog.com: Kubernetes: Efficient Multi-Zone Networking with Topology Aware Routing**](https://opensource.googleblog.com/2020/11/kubernetes-efficient-multi-zone.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An in-depth guide on utilizing Topology Aware Routing (formerly Hints) to bias service endpoint selection to local availability zones. Details how keeping container interactions within local AZs reduces latency, minimizes cross-zone data transfer fees, and builds resilient architectures.
 #### Security (1)
 
-##### Intent-Based Access Control
+##### Egress Traffic
+
+  - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” Details the technical execution of isolating and managing external network endpoints from within a production Kubernetes banking cluster. Features strategies on proxy security, dynamic firewall rule sets, and compliance monitoring.
+##### Intent-based Access Control
 
   - **(2022)** [**thenewstack.io: Otterize: Intent-Based Access Control for Kubernetes and Cloud**](https://thenewstack.io/otterize-intent-based-access-control-for-kubernetes-and-cloud) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introduction to Intent-Based Access Control (IBAC) patterns using Otterize. Explains how developers outline communication intents in declarative manifests, which are automatically translated into native CNI policies.
 ##### Packet Management
@@ -164,6 +177,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
   - **(2021)** [cilium.io: CNI Benchmark: Understanding Cilium Network Performance](https://cilium.io/blog/2021/05/11/cni-benchmark) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive benchmark analysis highlighting performance differences between standard iptables implementations and eBPF-driven engines, with a focus on latency and CPU efficiency.
 #### Cilium
 
+  - **(2026)** [cilium.io 🌟](https://cilium.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.
   - **(2021)** [cilium.io: Cilium 1.10: WireGuard, BGP Support, Egress IP Gateway, New Cilium CLI, XDP Load Balancer, Alibaba Cloud Integration and more](https://cilium.io/blog/2021/05/20/cilium-110) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Feature overview of Cilium's v1.10 release, highlighting the integration of native WireGuard encryption, BGP routing, egress gateways, and high-performance XDP load balancing.
 #### Fundamentals (2)
 
@@ -175,10 +189,17 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 #### Scaling
 
   - **(2020)** [mhmxs.blogspot.com: Autoscaling Calico Route Reflector topology in Kubernetes](https://mhmxs.blogspot.com/2020/12/autoscaling-calico-route-reflector.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep engineering walkthrough for autoscaling Calico Route Reflector (RR) topologies in high-scale Kubernetes clusters. It addresses the routing table exhaustion and CPU bottlenecks associated with full-mesh node-to-node BGP routing by dynamically managing centralized Route Reflectors, maintaining high performance and operational stability as node counts grow.
+### Core Services
+
+#### Kube-proxy (1)
+
+  - **(2021)** [dustinspecker.com: iptables: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/iptables-how-kubernetes-services-direct-traffic-to-pods) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Low-level diagnostic guide tracing the packet path through programmed iptables rules. Demonstrates exactly how kube-proxy routes cluster IP destination calls to dynamic backend endpoints.
+  - **(2021)** [arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)](https://arthurchiao.art/blog/cracking-k8s-node-proxy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive technical blog exploring the design principles of the node proxy. Compares user-space, iptables, and IPVS proxy modes with performance telemetry data.
 ### DNS (1)
 
 #### Caching
 
+  - **(2026)** [==NodeLocal DNSCache==](https://github.com/kubernetes/enhancements) ⭐ 3887  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.
   - **(2020)** [Kubernetes Node Local DNS Cache](https://povilasv.me/kubernetes-node-local-dns-cache)  [COMMUNITY-TOOL] β€” An analytical guide showcasing how to verify, configure, and measure performance gains of NodeLocal DNSCache in high-throughput clusters. Details configuration paths, fallback mechanisms, and troubleshooting steps to resolve configuration mismatches between DNS cache pods and system resolvers.
 #### Global Load Balancing
 
@@ -192,12 +213,12 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 #### Monitoring
 
   - **(2021)** [sysdig.com: How to monitor coreDNS 🌟](https://www.sysdig.com/blog/how-to-monitor-coredns)  [COMMUNITY-TOOL] β€” A detailed monitoring primer for CoreDNS using Prometheus and Sysdig. Highlights core health metrics, including latency histograms, requests counters, cache hit ratios, and error response codes (such as NXDOMAIN and SERVFAIL), to prevent DNS resolution latency from degrading microservice discovery pathways.
-#### Service Discovery
+#### Service Discovery (1)
 
   - **(2021)** [thenewstack.io: Supercharge CoreDNS with Cluster Addons 🌟](https://thenewstack.io/supercharge-coredns-with-cluster-addons)  [COMMUNITY-TOOL] β€” Explains how to optimize and expand CoreDNS utilizing custom cluster addons and selective plugin combinations. Details core performance profiles and caching methodologies to supercharge name resolution in dense, highly dynamic cloud environments.
 ### IPAM
 
-#### Software-Defined
+#### Software-defined
 
   - **(2021)** [fusionlayer.com: Software-Defined IP Address Management (IPAM)](https://www.fusionlayer.com/products/infinity) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed product overview of enterprise Software-Defined IP Address Management (IPAM) integrations designed for automated cloud-scale container provisioning.
 ### Ingress and Gateway
@@ -224,7 +245,10 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 
   - **(2021)** [==NGINX Ingress Controller - v1.0.0==](https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0) ⭐ 19494  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource consumption.
   - **(2022)** [devopscube.com: How to Setup Nginx Ingress Controller On Kubernetes – Detailed Guide 🌟](https://devopscube.com/setup-ingress-kubernetes-nginx-controller)  [COMMUNITY-TOOL] [GUIDE] β€” Deep-dive deployment playbook detailing how to install, configure, and manage the NGINX Ingress Controller. Includes instructions on utilizing Helm, routing traffic to dynamic backends, and handling TLS certificates.
-### Multi-Cluster
+#### Traefik
+
+  - **(2022)** [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  [COMMUNITY-TOOL] β€” A migration blueprint walking developers through transitioning from ingress-nginx to Traefik. Details how Traefik's native middleware, dynamic routing, and CRDs simplify TLS management and traffic splitting in dynamic environments.
+### Multi-cluster
 
 #### Cluster Mesh
 
@@ -234,7 +258,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
   - **(2021)** [developers.redhat.com: Use Skupper to connect multiple Kubernetes clusters 🌟](https://developers.redhat.com/blog/2021/04/20/use-skupper-to-connect-multiple-kubernetes-clusters)  [COMMUNITY-TOOL] β€” Guide to Skupper, a virtual application network protocol that connects multiple Kubernetes clusters securely without complex firewall dynamic mappings or VPN setups.
 ### Overlay Networks (1)
 
-#### WireGuard VPN
+#### Wireguard VPN
 
   - **(2025)** [**NetMaker**](https://github.com/gravitl/netmaker) ⭐ 11628  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.
 ### Security (2)
@@ -242,10 +266,10 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 #### Enterprise Solutions
 
   - **(2026)** [tigera.io](https://www.tigera.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The commercial suite behind Project Calico, delivering enterprise-grade network security, active defense mechanisms, and unified policy management across multi-cloud and bare-metal environments. It adds microsegmentation, detailed observability dashboards, and compliance frameworks on top of standard open-source Calico capabilities to satisfy tight enterprise governance regulations.
-#### GitOps
+#### Gitops
 
   - **(2021)** [tigera.io: Enforcing Network Security Policies with GitOps – Part 1 (Calico + ArgoCD)](https://www.tigera.io/blog/enforcing-network-security-policies-with-gitops-part-1) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A practical guide for implementing continuous security compliance by pairing Calico's declarative NetworkPolicies with ArgoCD. Explains how to construct an automated GitOps lifecycle pipeline to validate, audit, and push network enforcement rules directly from version-controlled files, preventing manual configuration drift on live clusters.
-#### Implementation Under the Hood
+#### Implementation Under The Hood
 
   - **(2021)** [arthurchiao.art: Cracking Kubernetes Network Policy](https://arthurchiao.art/blog/cracking-k8s-network-policy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Under-the-hood analysis mapping policy YAML configurations down to Linux-native iptables, Open vSwitch rules, and kernel-level socket filters.
 #### Namespace Isolation
@@ -256,7 +280,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
   - **(2021)** [opensource.com: What you need to know about Kubernetes NetworkPolicy](https://opensource.com/article/21/10/kubernetes-networkpolicy)  [COMMUNITY-TOOL] β€” An operational introduction to native NetworkPolicy resources. Clarifies how policies dynamically enforce L3/L4 firewall restrictions using selector matching, highlighting the differences between default-allow and default-deny ingress/egress patterns.
   - **(2021)** [howtoforge.com: Network Policy in Kubernetes 🌟](https://www.howtoforge.com/kubernetes_network_policy)  [COMMUNITY-TOOL] [GUIDE] β€” A clear, hands-on tutorial demonstrating how to enforce namespace-level isolation. Step-by-step instructions guide users through drafting rules to secure internal traffic.
   - **(2021)** [bionconsulting.com: Kubernetes Network Policies](https://www.bionconsulting.com/blog/kubernetes-network-policies)  [COMMUNITY-TOOL] β€” A rigorous, multi-part engineering reference detailing real-world enterprise NetworkPolicy patterns. Includes step-by-step debugging methodologies and ruleset templates.
-#### OpenShift
+#### Openshift
 
   - **(2021)** [openshift.com: Network Policies: Controlling Cross-Project Communication on OpenShift](https://www.redhat.com/en/blog/network-policies-controlling-cross-project-communication-on-openshift)  [COMMUNITY-TOOL] β€” Detailed enterprise manual for enforcing SDN security domains in OpenShift. Details how to control inter-project communication boundaries via specialized network policies.
 #### Policy Visualization
@@ -284,6 +308,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 #### Deep Dive (1)
 
   - **(2020)** [==speakerdeck.com: Kubernetes and networks. Why is this so dan hard? 🌟==](https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential presentation deck by Tim Hockin (Kubernetes co-founder) exploring why cloud-native networking is complex and explaining the underlying decisions behind the pod-to-pod network design. Live Grounding confirms this slide deck is a legendary reference, outlining crucial design trade-offs regarding IPv4 exhaustion, NAT, routing engines, and Service VIPs.
+  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exquisite, step-by-step technical analysis of the process of container instantiation and network interface creation. Explores how the Kubelet invokes CNI plugins to assign an IP address. Live Grounding validates that understanding the low-level CNI specification and IPC interactions is crucial for debugging cluster networking bottlenecks.
   - **(2021)** [**dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!**](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep technical investigation into the mechanics of Linux network namespaces, virtual ethernet pairs (veth), bridge interfaces, and IP routing rules. Demystifies how Docker and Kubernetes CNI plugins programmatically allocate IPs to containers. Live Grounding shows that understanding these low-level Linux primitives remains highly valuable for troubleshooting complex network packet drops.
   - **(2020)** [**altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with Bash**](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A fantastic, educational guide explaining how to write a simple CNI plugin from scratch using Bash. Demonstrates interface provisioning, IP allocation, and local host routing rules. Live Grounding shows that while not intended for production systems, this exercise demystifies the CNI specification and improves lower-level debugging skills.
   - **(2024)** [Network Node Manager](https://github.com/kakao/network-node-manager) ⭐ 109  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized network daemon developed by Kakao for optimizing node-level routing rules and handling network interfaces inside Kubernetes. Live Grounding shows that this utility targets bare-metal clusters, streamlining system-level network management while improving connectivity troubleshooting in on-premise cloud infrastructure.
@@ -296,6 +321,7 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 ??? abstract "Architect's Technical Comparison Table"
     | Solution | Maturity | Primary Focus | Language | Stars |
     | :--- | :--- | :--- | :--- | :--- |
+    | [Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟🌟 |
     | [containo.us: Kubernetes Ingress & Service API Demystified](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
     | [externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
     | [thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
@@ -305,8 +331,8 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
     | [ovh.com - getting external traffic into kubernetes: clusterip, nodeport, loadbalancer and ingress](https://blog.ovhcloud.com) |  | Ingress & Traffic | Markdown | 🌟🌟🌟 |
     | [youtube: Kubernetes Ingress Explained Completely For Beginners](https://www.youtube.com/watch?v=VicH6KojwCI) |  | Ingress & Traffic | English | 🌟🌟🌟 |
     | [haproxy.com: Announcing HAProxy Kubernetes Ingress Controller 1.5 🌟](https://www.haproxy.com/blog/announcing-haproxy-kubernetes-ingress-controller-1-5) |  | Ingress & Traffic | Go | 🌟🌟🌟 |
-    | [devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives load balancing experts more power](https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777) |  | Ingress & Traffic | Markdown | 🌟🌟🌟 |
 
+  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expansive, community-maintained comparison spreadsheet detailing the feature matrices, protocol supports, dynamic reloading behaviors, and ecosystem integrations of various Ingress Controllers. Live Grounding highlights this dynamic reference as an essential resource for architects choosing ingress tools based on enterprise requirements.
   - **(2021)** [**containo.us: Kubernetes Ingress & Service API Demystified**](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demystifies the inner workings of Kubernetes Services, endpoints, and Ingress routing rules. Compares how reverse-proxy solutions like Traefik process these API resources to dynamic configurations. Live Grounding validates that Traefik remains a popular, high-performance edge router in modern multi-tenant environments due to its automated Let's Encrypt and middleware options.
   - **(2021)** [**externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes**](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Addresses how setting the Kubernetes Service configuration `externalTrafficPolicy: Local` preserves client source IPs. Analyzes the associated trade-offs, such as potential uneven load distribution across endpoints. Live Grounding confirms that preserving source IP is crucial for zero-trust authorization, geolocation rules, and audit logging.
   - **(2021)** [**thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster**](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Discusses the design choice of running HAProxy controllers outside the boundaries of the core Kubernetes cluster. Exposes cluster services to external networks while protecting control-plane components. Live Grounding confirms this topology is highly valued by security teams who prefer dedicated edge tiers separating internal cluster resources from the public internet.
@@ -322,9 +348,14 @@ description: "Top Kubernetes Networking resources for 2026, AI-ranked: Flannel,
 
   - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how the EndpointSlices API addresses the scalability issues of traditional Endpoints resources. Avoids sending large network update payloads across all cluster nodes by grouping endpoints. Live Grounding shows that EndpointSlices are crucial in large clusters with thousands of pods, keeping control plane traffic minimal.
   - **(2021)** [**blog.cloudflare.com: Moving k8s communication to gRPC**](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An insightful case study detailing Cloudflare's transition of internal microservices and Kubernetes cluster control-plane communications from traditional REST/JSON endpoints to high-performance gRPC over HTTP/2. Live Grounding shows that adopting gRPC significantly reduces CPU utilization and network latency across high-throughput distributed architectures.
+### Load Balancing (1)
+
+#### Performance and Tuning (1)
+
+  - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional, highly-detailed exploration of how Kubernetes handles long-lived connections such as gRPC, HTTP/2, and WebSockets. Analyzes why standard iptables-based kube-proxy L4 load balancing fails to distribute traffic evenly, causing backend starvation. Live Grounding highlights that resolving these issues requires client-side load balancing, proxy-assisted gRPC routing, or active connection-termination intervals.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Servicemesh](./servicemesh.md) | [Web Servers](./web-servers.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Caching](./caching.md) | [Servicemesh](./servicemesh.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/kubernetes-on-premise.md b/v2-docs/kubernetes-on-premise.md
index d97f7fa6..abbde1a6 100644
--- a/v2-docs/kubernetes-on-premise.md
+++ b/v2-docs/kubernetes-on-premise.md
@@ -13,7 +13,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 
 ### Developer Platforms
 
-#### VMware Tanzu
+#### Vmware Tanzu
 
   - **(2022)** [zdnet.com: VMware brings Tanzu Application Platform into GA to ease Kubernetes adoption](https://www.zdnet.com/article/vmware-brings-tanzu-application-platform-into-ga-to-ease-kubernetes-adoption) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” News of VMware's general availability announcement of Tanzu Application Platform (TAP). TAP serves as an enterprise-grade PaaS (Platform-as-a-Service) overlay on Kubernetes, packaging cloud-native buildpacks, API portals, Cartographer supply chains, and security scanning tools to deliver a streamlined developer experience.
 ## Architectural Foundations
@@ -27,12 +27,12 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 
 ### Kubernetes Operators
 
-#### VMware Tanzu (1)
+#### Vmware Tanzu (1)
 
   - **(2020)** [tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes](https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Tanzu SQL provides a robust, operator-driven solution for provisioning and operating MySQL databases within Kubernetes clusters. It automates common lifecycle events such as data replication, high availability clustering, automatic backups, and critical security patching.
 ## Delivery
 
-### Air-Gapped Deployments
+### Air-gapped Deployments
 
 #### Zero Trust
 
@@ -48,7 +48,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 
 ### AI and GPU Computing
 
-#### VMware Tanzu (2)
+#### Vmware Tanzu (2)
 
   - **(2022)** [dev.to/saintdle: Deploying Nvidia GPU enabled Tanzu Kubernetes Clusters](https://dev.to/saintdle/deploying-nvidia-gpu-enabled-tanzu-kubernetes-clusters-40ma) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed engineering walkthrough detailing the enablement of Nvidia GPU acceleration within guest Tanzu Kubernetes Grid (TKG) clusters on vSphere. Covers vGPU profiles, driver configuration, and assigning hardware-accelerated nodes to support AI/ML and deep learning workloads.
 ### Bare Metal
@@ -58,7 +58,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2021)** [thenewstack.io: Provision Bare-Metal Kubernetes with the Cluster API](https://thenewstack.io/provision-bare-metal-kubernetes-with-the-cluster-api) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into utilizing Cluster API for declarative provisioning on physical hardware. The guide details how Cluster API Provider BYOH (Bring Your Own Host) and Metal3 bridge the gap between bare-metal lifecycle management and cloud-like declarative workflows, orchestrating native bare-metal nodes through Kubernetes CRDs.
 ### Cloud Market
 
-#### OpenStack
+#### Openstack
 
   - **(2019)** [thenewstack.io: Bad News for Cloud Computing: OpenStack Use Plummets and Discounts Dry Up](https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-discounts-dry-up) 🌟🌟 [COMMUNITY-TOOL] β€” An analytical piece detailing the sharp decline in OpenStack market share as public cloud hyperscalers expanded. Live Grounding confirms that OpenStack remains stable only in telecom NFV and niche on-premises private clouds, while generic enterprise deployments have shifted to Kubernetes and hybrid-cloud runtimes.
 ### Cluster Management
@@ -70,7 +70,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 #### Cluster API Providers
 
   - **(2023)** [==weaveworks/cluster-api-provider-existinginfra==](https://github.com/weaveworks/cluster-api-provider-existinginfra) ⭐ 45  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Formerly known as CAPE, this Cluster API provider enabled declarative cluster bootstrap over pre-existing SSH-accessible infrastructure (bare-metal or legacy virtual machines). Following the shutdown of Weaveworks in 2024, the project was officially archived, yet it continues to serve as an engineering reference for building custom SSH-driven infrastructure control loops.
-#### GitOps
+#### Gitops
 
   - **(2021)** [piotrminkowski.com: Create and Manage Kubernetes Clusters with Cluster API and ArgoCD](https://piotrminkowski.com/2021/12/03/create-kubernetes-clusters-with-cluster-api-and-argocd)  [COMMUNITY-TOOL] β€” A comprehensive technical guide showcasing the integration of Cluster API and ArgoCD to manage the infrastructure lifecycle through a GitOps model. The author demonstrates declarative target cluster definitions stored in Git, allowing ArgoCD to reconcile and trigger Cluster API operators on a management cluster for automated target cluster deployments.
 ### Cluster Provisioning
@@ -91,7 +91,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 #### Custom Installers
 
   - **(2026)** [kurl.sh](https://kurl.sh) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An open-source online utility and framework designed to construct custom, production-ready, air-gapped Kubernetes distribution installers. Replicated/kurl aggregates chosen components (like CNIs, storage, and registries) into a single bash-driven installer script to facilitate simple downstream application deliveries.
-#### Edge and IoT
+#### Edge and Iot
 
   - **(2026)** [==K0s - Zero Friction Kubernetes==](https://github.com/k0sproject/k0s) ⭐ 6239  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), support for virtualized control planes, and automated bootstrapping tools without external dependencies.
   - **(2023)** [==xiaods/k8e==](https://github.com/xiaods/k8e) ⭐ 449  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI environments, and hobbyist networks requiring low memory profiles and simple setups.
@@ -100,6 +100,9 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2020)** [thenewstack.io: Deploy Microk8s and the Kubernetes Dashboard for K8s Development](https://thenewstack.io/deploy-microk8s-and-the-kubernetes-dashboard-for-k8s-development)  [COMMUNITY-TOOL] β€” A practical tutorial covering the setup of Canonical's MicroK8s on local environments coupled with the enablement of the official Kubernetes Web UI (Dashboard). The guide details how MicroK8s' single-command add-on framework simplifies cluster observability and bootstrapping for developers.
   - **(2020)** [thenewstack.io: Deploy a Kubernetes Cluster on Ubuntu Server with Microk8s](https://thenewstack.io/deploy-a-kubernetes-cluster-on-ubuntu-server-with-microk8s)  [COMMUNITY-TOOL] β€” A step-by-step guide outlining how to install, configure, and scale MicroK8s on an Ubuntu Server environment. It demonstrates the simplicity of setting up multi-node local clusters with high availability (dqlite-backed control planes) using snap commands.
   - **(2020)** [infoq.com: Mirantis Announces k0s, a New Kubernetes Distribution](https://www.infoq.com/news/2020/12/k0s-kubernetes-distribution)  [COMMUNITY-TOOL] β€” A retrospective announcement of Mirantis' launch of k0s. Highlighted its zero-friction approach, multi-master architectural patterns with a decentralized control plane, and its capability to run isolated control planes separate from application workload nodes.
+#### Enterprise Distributions
+
+  - **(2026)** [OKD](https://okd.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The community-backed, open-source upstream counterpart to Red Hat OpenShift. OKD integrates Kubernetes with core Linux container tools (like Fedora CoreOS) to offer a complete self-managing, multi-tenant container platform designed for declarative applications, CI/CD, and simplified enterprise operations.
 #### Market Landscapes
 
   - **(2022)** [infoworld.com: 6 Kubernetes distributions leading the container revolution](https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html)  [COMMUNITY-TOOL] β€” A comparative market overview focusing on major commercial Kubernetes platforms driving enterprise cloud-native architecture. Evaluates core features of Red Hat OpenShift, VMware Tanzu Grid, Rancher Kubernetes Engine (RKE), Mirantis Kubernetes Engine, Docker Enterprise, and Canonical Kubernetes, contrasting their operational models and target markets.
@@ -116,18 +119,11 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2026)** [VMware hands-on Labs 🌟](https://labs.hol.vmware.com/HOL)  [COMMUNITY-TOOL] β€” A highly rated, free cloud-based interactive training platform provided by Broadcom/VMware. It allows platform engineers and administrators to gain hands-on operational experience with VMware Tanzu, vSphere with Kubernetes, NSX-T, and modern multicloud management tools without needing local hardware.
 ### Virtualization
 
-#### VMware Tanzu (3)
+#### Vmware Tanzu (3)
 
   - **(2020)** [**VMware vSphere 7 with Kubernetes** - Project Pacific](https://www.vmware.com/products/cloud-infrastructure/vsphere) [PROPRIETARY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A transformative enterprise initiative (Project Pacific) that embedded native Kubernetes capabilities directly into the ESXi hypervisor. vSphere with Tanzu enables virtualization administrators to manage VMs and native Tanzu Kubernetes Grid (TKG) guest clusters inside a single vSphere Client interface, converging IT operations.
   - **(2020)** [cormachogan.com: A first look at vSphere with Kubernetes in action](https://cormachogan.com/2020/04/01/a-first-look-at-vsphere-with-kubernetes-in-action)  [COMMUNITY-TOOL] β€” A hands-on architectural exploration of the early vSphere with Kubernetes implementation. The post walks through supervisor cluster enablement, native vSphere Pods execution, storage class integration with VMware CNS (Cloud Native Storage), and basic network policies.
   - **(2020)** [cormachogan.com: Building a TKG Cluster in vSphere with Kubernetes](https://cormachogan.com/2020/04/07/building-a-tkg-guest-cluster-in-vsphere-with-kubernetes)  [COMMUNITY-TOOL] β€” A deep technical guide demonstrating how to declare and bootstrap Tanzu Kubernetes Grid (TKG) workload clusters (guest clusters) inside a vSphere supervisor cluster. Explains the underlying declarative custom resource definition (CRD) configurations matching Cluster API mechanics.
-## Kubernetes (1)
-
-### Operations
-
-#### Productivity
-
-  - **(2021)** [Kubernetes productivity tips and tricks 🌟](https://www.theodo.com/en-fr/blog)  [COMMUNITY-TOOL] β€” A practitioner's guide to enhancing CLI-based Kubernetes productivity. It explores advanced setups such as custom shell autocompletion, kubectx/kubens utilities, smart aliases, and log-tailing helpers designed to reduce cognitive overhead during real-time incident responses.
 ## Kubernetes Platforms
 
 ### Mirantis
@@ -137,10 +133,10 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2020)** [Mirantis Docker Enterprise 3.1+ with Kubernetes](https://www.mirantis.com/software/mirantis-kubernetes-engine) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Formerly Docker Enterprise, Mirantis Kubernetes Engine (MKE) provides enterprise-ready cluster deployment capabilities utilizing either Kubernetes or Swarm orchestrators. It features integrated identity management, safe private image registries, and granular role-based security tooling.
 ### Rancher
 
-#### Multi-Cluster
+#### Multi-cluster
 
   - **(2026)** [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher/) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Rancher is a unified platform for managing multi-cluster, heterogeneous Kubernetes deployments across diverse cloud providers and bare metal hosts. It simplifies operational management by providing centralized authentication, unified RBAC access, structured audit logs, and simplified Helm catalog deployments.
-### Red Hat OpenShift
+### Red Hat Openshift
 
 #### Enterprise (1)
 
@@ -154,7 +150,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) ⭐ 6612  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weave Net is a widely adopted container CNI plugin that creates an autonomous peer-to-peer overlay network with no external database requirements. The repository was archived by Weaveworks in 2024, prompting enterprise engineering teams to migrate to active, high-performance CNIs like Cilium (eBPF-driven) or Calico.
 ### Service Mesh
 
-#### VMware Tanzu (4)
+#### Vmware Tanzu (4)
 
   - **(2020)** [blogs.vmware.com: VMware Tanzu Service Mesh, built on VMware NSX is Now Available!](https://blogs.vmware.com/networkvirtualization/2020/03/vmware-tanzu-service-mesh-built-on-vmware-nsx-is-now-available.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement of VMware Tanzu Service Mesh (TSM), an Istio-based commercial service mesh integrated with VMware NSX. TSM delivers end-to-end traffic management, zero-trust security policies, cross-cluster connectivity, and deep API observability across hybrid and multi-cloud Kubernetes deployments.
 ## Observability
@@ -220,7 +216,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 #### Ubuntu
 
   - **(2021)** [blog.radwell.codes: Provisioning Single-node Kubernetes Cluster using kubeadm on Ubuntu 20.04](https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-using-kubeadm-on-ubuntu-20-04)  [COMMUNITY-TOOL] β€” A step-by-step workflow focused on configuring a single-node Kubernetes cluster on Ubuntu 20.04 using Kubeadm. Outlines how to untaint the control plane node to enable single-node scheduling for development and resource-constrained test beds.
-#### VirtualBox
+#### Virtualbox
 
   - **(2020)** [kosyfrances.com: Using kubeadm to create a Kubernetes 1.20 cluster on VirtualBox with Ubuntu](https://kosyfrances.com/kubernetes-cluster)  [COMMUNITY-TOOL] β€” A step-by-step local sandboxing guide describing how to set up a multi-node Kubernetes 1.20 cluster on VirtualBox using Ubuntu and Kubeadm. Valuable for local learning, CNI testing, and running sandboxed environments.
 ### Declarative Infrastructure
@@ -239,12 +235,15 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
 #### Security
 
   - **(2020)** [blog.ivnilv.com: Rotating Kops Etcd Certificates](https://blog.ivnilv.com/posts/rotating-kops-etcd-certificates) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical troubleshooting guide mapping out the precise sequence required to rotate internal etcd client and peer certificates within a running, Kops-managed cluster. Addresses avoidance of control plane downtime and potential etcd split-brain scenarios during CA transitions.
-### GitOps (1)
+#### Ubuntu Stack
+
+  - **(2026)** [**Conjure up**](https://canonical.com/juju) [PYTHON CONTENT]  [LEGACY] β€” Curator Insight vs Live Grounding: Canonical's Conjure-up tool was originally developed to orchestrate Juju applications and configure Charmed Kubernetes dynamically. Live status confirms the tool is deprecated and retired, with Canonical directing teams to use direct Juju or MicroK8s setups.
+### Gitops (1)
 
 #### Legacy Tools
 
   - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weaveworks' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks' operational shutdown, this tool has been archived and is considered historical legacy.
-### Infrastructure-as-Code
+### Infrastructure-as-code
 
 #### Exoscale
 
@@ -265,7 +264,7 @@ description: "Top Kubernetes On Premise resources for 2026, AI-ranked: **Kubespr
   - **(2019)** [Stateful Kubernetes-In-a-Box with Kontena Pharos](https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical blog post detailing stateful storage solutions in Kubernetes using Pure Service Orchestrator on Kontena Pharos, a lightweight enterprise distribution. With Kontena Pharos discontinued and Pure Storage workflows fully migrated to standard CSI plugins (like Portworx), this remains of historical interest only.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-operators-controllers.md b/v2-docs/kubernetes-operators-controllers.md
index 825e0661..5b26e4fd 100644
--- a/v2-docs/kubernetes-operators-controllers.md
+++ b/v2-docs/kubernetes-operators-controllers.md
@@ -20,14 +20,14 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 ### Continuous Deployment
 
-#### Auto-Upgrade
+#### Auto-upgrade
 
 ##### Operators
 
   - **(2024)** [==Keel 🌟==](https://github.com/keel-hq/keel) ⭐ 2714  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Keel is a lightweight CD daemon that monitors container registries and automatically updates deployments, statefulsets, and helm releases without needing external pipeline orchestration.
 ### Packaging
 
-#### SaaS Provisioning
+#### Saas Provisioning
 
 ##### Operators (1)
 
@@ -47,20 +47,13 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Java Quarkus
 
   - **(2026)** [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An advanced developer reference for implementing custom Kubernetes Operators in Java using Quarkus. Curator Insight highlights Quarkus' small memory footprint. Live Grounding shows a significant surge in Java Operator SDK adoption for enterprise platforms.
-## CICD Pipeline
+## CICD
 
 ### Kubernetes and Containers
 
-#### Self-Hosted Infrastructure
+#### Self-hosted Infrastructure
 
   - **(2020)** [==github.com/actions/actions-runner-controller 🌟==](https://github.com/actions/actions-runner-controller) ⭐ 6298  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official Kubernetes operator designed to manage self-hosted GitHub Actions runner infrastructure dynamically. Integrates natively with Horizontal Pod Autoscaler (HPA) targets to scale runner deployments in response to webhook event metrics.
-## Cloud Infrastructure
-
-### Kubernetes and Operators
-
-#### Platform Engineering
-
-  - **(2026)** [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares traditional static IaC runtimes against active reconciliation patterns in Kubernetes Operators. Highlights instances where platform engineering teams require continuously running controller loops to prevent configuration drifts.
 ## Cloud Native Infrastructure
 
 ### Kubernetes Extension
@@ -95,13 +88,6 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Tool Comparison
 
   - **(2021)** [openshift.com: Build Your Kubernetes Operator With the Right Tool 🌟](https://www.redhat.com/en/blog/build-your-kubernetes-operator-with-the-right-tool)  [COMMUNITY-TOOL] β€” A comparative guide highlighting the tradeoffs between different operator developer tools like Helm, Ansible, and Go. It establishes a maturity model to help teams choose tools based on their application's lifecycle complexity. Essential reference for migration strategies from simple manifest templates to active state-reconciliation loops.
-## Data and AI
-
-### Batch Scheduling
-
-#### Kueue
-
-  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on Red Hat's enterprise integration of Kueue, a Kubernetes-native job queueing system designed to manage resource quotas, tenant isolation, and fair-share scheduling for high-performance AI/ML and batch workloads. Live Grounding confirms Kueue is crucial in 2026 for orchestrating GPU and CPU cluster resource allocation dynamically across large-scale enterprise clusters.
 ## Data and Databases
 
 ### Lifecycle Management
@@ -111,7 +97,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2024)** [==coderanger/migrations-operator: Migrations-Operator==](https://github.com/coderanger/migrations-operator) ⭐ 136  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This controller coordinates database schema migration jobs relative to active deployment rollouts. By intercepting deployment events, it executes schema changes as blocking preparatory steps, ensuring application microservices only start up once target database structures align.
 ### NoSQL Operators
 
-#### ScyllaDB
+#### Scylladb
 
   - **(2026)** [==scylladb/scylla-operator==](https://github.com/scylladb/scylla-operator) ⭐ 399  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The ScyllaDB Operator streamlines deployment and maintenance tasks of high-performance Scylla clusters in-container. It takes care of complex cluster scaling, multi-zone node repair loops, automated backups, and version migrations to deliver bare-metal database performance inside container orchestrators.
 ## Data Management
@@ -154,7 +140,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2025)** [==github.com/sieve-project/sieve==](https://github.com/sieve-project/sieve) ⭐ 345  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Sieve is an advanced chaos testing engine created to validate custom controller stability. By injecting artificial API delays, dynamic component drops, and network splits, it forces edge-case paths to discover concurrency errors and reconciliation bugs.
 ### Frameworks and Tooling
 
-#### Controller SDKs
+#### Controller Sdks
 
   - **(2026)** [==kubernetes-sigs/kubebuilder==](https://github.com/kubernetes-sigs/kubebuilder) ⭐ 9183  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubebuilder is the industry-standard developer framework for generating custom Kubernetes APIs and controllers. Leveraging structured scaffolding, advanced code generators, and controller-runtime wrappers, it streamlines the creation of highly reliable operators.
 #### Guides and Best Practices (2)
@@ -165,14 +151,19 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Enterprise Patterns
 
   - **(2024)** [cloud.redhat.com: Red Hat Container Community of Practice Operators](https://www.redhat.com/en/blog/red-hat-container-community-of-practice-operators) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A curated reference of operations practices created by Red Hat's Container Community of Practice. Discusses deployment methods, multi-tenant isolation operators, and configuration frameworks built to manage complex setups.
-## FinOps and Autoscaling
+### Registries and Catalogs
+
+#### Operator Discovery
+
+  - **(2026)** [operatorhub.io](https://operatorhub.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” OperatorHub is the central ecosystem registry showcasing community and enterprise Operators. It functions as an indexing catalog that standardizes installation formats, promoting packaging standards aligned with the Operator Lifecycle Manager (OLM) format.
+## Finops and Autoscaling
 
 ### Green Ops
 
 #### Resource Schedulers
 
   - **(2026)** [kube-green.dev](https://kube-green.dev) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Kube-green is an innovative scheduling tool designed for environment optimization. It suspends unused development namespaces by scaling down deployments, statefulsets, and cronjobs to zero during non-working windows, yielding substantial energy and infrastructure cost reductions.
-### Multi-Cluster
+### Multi-cluster
 
 #### Cost Tracking
 
@@ -193,74 +184,67 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2024)** [==Bare Metal Operator==](https://github.com/metal3-io/baremetal-operator) ⭐ 745  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Metal3 driver integration designed to inspect, provision, and maintain bare-metal servers using standard Kubernetes resources. It bridges Kubernetes management layers directly to physical infrastructure provisioning.
 ### Cluster Management
 
-#### Node Upgrades
+#### Node Provisioning
 
 ##### Operators (5)
 
+  - **(2024)** [==openshift/machine-api-operator==](https://github.com/openshift/machine-api-operator) ⭐ 186  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational OpenShift subsystem that manages machines as standard resources. It dynamically scales cloud infrastructure nodes up or down according to compute demands.
+#### Node Upgrades
+
+##### Operators (6)
+
   - **(2024)** [==rancher/system-upgrade-controller: System Upgrade Controller==](https://github.com/rancher/system-upgrade-controller) ⭐ 952  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Orchestrates OS-level and Kubernetes runtime updates across node pools. It structures a sequential drain, upgrade, and uncordon pipeline to maintain continuous service availability.
 ### Control Plane
 
-#### etcd Coordination
+#### Etcd Coordination
 
-##### Operators (6)
+##### Operators (7)
 
   - **(2022)** [==Quentin-M/etcd-cloud-operator==](https://github.com/Quentin-M/etcd-cloud-operator) ⭐ 234  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An early framework designed to coordinate etcd state engines in dynamic environments. Modern production setups have moved towards official cloud-provider tooling or alternative operators.
 ### Data Management (1)
 
 #### Apache Flink
 
-##### Operators (7)
+##### Operators (8)
 
   - **(2024)** [==spotify/flink-on-k8s-operator: Kubernetes Operator for Apache Flink==](https://github.com/spotify/flink-on-k8s-operator) ⭐ 225  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Developed by Spotify, this operator simplifies Apache Flink execution. It manages stream-processing job lifecycles, dynamically allocates cluster resources, and automates state checkpointing.
 #### Databases
 
-##### Operators (8)
-
-  - **(2024)** [==DB Operator 🌟==](https://github.com/kloeckner-i/db-operator) ⭐ 163  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The DB Operator facilitates external and in-cluster database administration. It manages PostgreSQL and MySQL configurations natively by separating deployment credentials from application logic, automating dynamic user and table creation using custom resources.
-#### In-Memory Databases
-
 ##### Operators (9)
 
-  - **(2023)** [==krestomatio/keydb-operator==](https://github.com/krestomatio/keydb-operator) ⭐ 59  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Manages KeyDB setups, providing high-speed, multi-threaded cache nodes with automated replica synchronization, cluster scaling, and rapid failover handling.
-#### MongoDB
+  - **(2024)** [==DB Operator 🌟==](https://github.com/kloeckner-i/db-operator) ⭐ 163  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The DB Operator facilitates external and in-cluster database administration. It manages PostgreSQL and MySQL configurations natively by separating deployment credentials from application logic, automating dynamic user and table creation using custom resources.
+#### In-memory Databases
 
 ##### Operators (10)
 
+  - **(2023)** [==krestomatio/keydb-operator==](https://github.com/krestomatio/keydb-operator) ⭐ 59  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Manages KeyDB setups, providing high-speed, multi-threaded cache nodes with automated replica synchronization, cluster scaling, and rapid failover handling.
+#### Mongodb
+
+##### Operators (11)
+
   - **(2023)** [==OT-CONTAINER-KIT/mongodb-operator: MongoDB Operator==](https://github.com/OT-CONTAINER-KIT/mongodb-operator) ⭐ 49  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Manages MongoDB databases, replica sets, and sharded environments. It automates scaling, credential updates, and physical storage volume mounts within the cluster.
 #### Object Storage
 
-##### Operators (11)
+##### Operators (12)
 
   - **(2022)** [==didil/autobucket-operator==](https://github.com/didil/autobucket-operator) ⭐ 12  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A developer-focused operator that dynamically constructs cloud-native storage buckets (e.g., AWS S3) via dynamic pod annotations, streamlining access to stateful storage assets.
-#### PostgreSQL
+#### Postgresql
 
-##### Operators (12)
+##### Operators (13)
 
   - **(2024)** [==reactive-tech/kubegres==](https://github.com/reactive-tech/kubegres) ⭐ 1351  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubegres is a lightweight operator for managing PostgreSQL clusters. It coordinates master-replica setups, automated failovers, and physical backups using native StateSets with minimal footprint.
 #### Streaming Data
 
-##### Operators (13)
-
-  - **(2023)** [==pravega/pravega-operator==](https://github.com/pravega/pravega-operator) ⭐ 40  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deploys and maintains high-throughput Pravega streaming architectures, orchestrating the state of BookKeeper, ZooKeeper, and active cluster storage segments.
-### GitOps
-
-#### Infrastructure-as-Code
-
 ##### Operators (14)
 
+  - **(2023)** [==pravega/pravega-operator==](https://github.com/pravega/pravega-operator) ⭐ 40  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deploys and maintains high-throughput Pravega streaming architectures, orchestrating the state of BookKeeper, ZooKeeper, and active cluster storage segments.
+### Gitops
+
+#### Infrastructure-as-code
+
+##### Operators (15)
+
   - **(2024)** [==isaaguilar/terraform-operator: Terraform Operator==](https://github.com/GalleyBytes/terraform-operator) ⭐ 380  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Executes declarative Terraform pipelines natively as custom resources inside clusters. It matches dynamic GitOps deployment models to external cloud infrastructure, allowing teams to unify orchestration under a single control plane.
-### Hardware
-
-#### GPU Virtualization
-
-  - **(2022)** [Sharing a NVIDIA GPU Between Pods in Kubernetes](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical exploration of fractional GPU sharing techniques, including NVIDIA Multi-Instance GPU (MIG) and MPS, within Kubernetes clusters. Resolves major resource allocation bottlenecks to drive cost-effective machine learning workflows.
-### Networking
-
-#### Ingress
-
-##### Azure Application Gateway
-
-  - **(2025)** [**Introduction to Azure Application Gateway for Containers (AGC)**](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An introductory architecture guide covering the capabilities of Azure's modern Application Gateway for Containers (AGC). Illustrates how it integrates natively via Gateway API parameters to deliver low-latency application routing.
 ## Infrastructure and Hardware
 
 ### AIML Infrastructure
@@ -268,33 +252,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Hardware Integration
 
   - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) ⭐ 3788  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This specialized DaemonSet exposes physical GPU properties to the local kubelet node manager. Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurations and sets device-isolation runtimes so container systems can safely slice and access host GPU hardware.
-## Infrastructure as Code
-
-### AI Integrations
-
-#### Validation and Testing
-
-  - **(2024)** [AI Meets Terraform: Prompt Strategies for Test Generation](https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores LLM prompting strategies designed to automatically generate high-quality integration testing assertions for Terraform infrastructure codebases. Outlines systematic framework specifications to minimize manual testing overhead.
-### Ansible
-
-#### Core Concepts
-
-  - **(2022)** [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive primer exploring how to declare, structure, and organize Ansible inventories. Covers standard INI and YAML file declarations, host-group structures, nested grouping, and introductory dynamic inventory strategies.
-## Kubernetes
-
-### Troubleshooting
-
-#### Playbooks
-
-  - **(2023)** [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  [COMMUNITY-TOOL] β€” This compilation details ten authentic, highly technical outage scenarios encountered in production Kubernetes clusters, complete with step-by-step diagnostic paths and resolutions. It covers complex issues like DNS resolution failure, certificate expiration, and stateful volume mounting locks. The practical nature of these scenarios makes this an invaluable resource for active operations teams.
-## Kubernetes Developer Experience
-
-### Inner-Loop Automation
-
-#### Guides
-
-  - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive multi-part review of critical Kubernetes development tools. Examines deployment mechanisms (Helm, Kustomize), real-time sync engines (Skaffold, Tilt, Garden), IDE extensions, and container building alternatives.
-## Kubernetes GitOps and Packaging
+## Kubernetes Gitops and Packaging
 
 ### Argo Project Ecosystem
 
@@ -307,16 +265,16 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 #### Video Processing
 
-##### Operators (15)
+##### Operators (16)
 
   - **(2023)** [==gst-pipeline-operator: A Kubernetes operator for running audio/video processing' pipelines==](https://github.com/tinyzimmer/gst-pipeline-operator) ⭐ 24  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly specialized operator configured to execute GStreamer audio/video pipelines inside clusters, scaling media ingestion, processing topologies, and delivery channels dynamically.
-## Networking (1)
+## Networking
 
 ### DNS
 
 #### Service Discovery
 
-##### Operators (16)
+##### Operators (17)
 
   - **(2023)** [==Meerkat==](https://github.com/borchero/meerkat) ⭐ 38  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dynamic networking operator designed to update and map external DNS routes. It reads internal networking resource allocations to dynamically register up-to-date hostname directories.
 ### DNS and Ingress
@@ -333,14 +291,14 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 #### Host Port Allocation
 
-##### Operators (17)
+##### Operators (18)
 
   - **(2022)** [==HostPort Operator==](https://github.com/rmb938/hostport-allocator) ⭐ 18  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An allocation controller that coordinates and locks dedicated hostPorts for pods. It mitigates physical scheduling conflicts when multiple high-performance workloads require direct edge node exposure.
 ### Load Balancing
 
 #### High Availability
 
-##### Operators (18)
+##### Operators (19)
 
   - **(2023)** [==redhat-cop/keepalived-operator: Keepalived operator==](https://github.com/redhat-cop/keepalived-operator) ⭐ 123  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Manages Keepalived deployments within Kubernetes clusters. It coordinates VIP (Virtual IP) failover protocols across physical or virtual cluster node interfaces.
 ### Operator
@@ -352,38 +310,38 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 ### Distributed Tracing
 
-#### OpenTelemetry Operator
+#### Opentelemetry Operator
 
   - **(2021)** [==github.com/open-telemetry/opentelemetry-operator==](https://github.com/open-telemetry/opentelemetry-operator) ⭐ 1717  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Dotnet, facilitating declarative telemetry pipeline management across clusters.
 ### Logging
 
 #### Pipeline Management
 
-##### Operators (19)
+##### Operators (20)
 
   - **(2023)** [==Logging Operator==](https://github.com/OT-CONTAINER-KIT/logging-operator) ⭐ 51  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Simplifies multi-tenant logging infrastructure by coordinating central Fluentd and Fluent Bit setups. It manages complex logging filters and output endpoints declaratively.
 ### Metrics
 
 #### Thanos Orchestration
 
-##### Operators (20)
+##### Operators (21)
 
   - **(2023)** [==banzaicloud/thanos-operator 🌟==](https://github.com/banzaicloud/thanos-operator) ⭐ 283  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Streamlines Thanos-based monitoring architectures by provisioning Query, Store, Compact, and Ruler resources. It manages historical metrics storage across dynamic environments.
-#### TimeSeries Databases
+#### Timeseries Databases
 
-##### Operators (21)
+##### Operators (22)
 
   - **(2024)** [==VictoriaMetrics/operator==](https://github.com/VictoriaMetrics/operator) ⭐ 566  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Coordinates components of VictoriaMetrics (including VMCluster and VMAgent). It manages complex metrics scraping rules and automates long-term TSDB storage scaling.
 ### Monitoring
 
 #### External Integration
 
-##### Operators (22)
+##### Operators (23)
 
   - **(2023)** [==uptimerobot-operator==](https://github.com/brennerm/uptimerobot-operator) ⭐ 60  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Synchronizes current routing profiles with the UptimeRobot API. It dynamically configures exterior synthetic latency testing targets as new ingresses scale up or out.
 #### Ingress Monitoring
 
-##### Operators (23)
+##### Operators (24)
 
   - **(2023)** [==IngressMonitorController (Deprecated)==](https://github.com/stakater/IngressMonitorController) ⭐ 735  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An older monitoring operator designed to orchestrate uptime checks across multiple external platforms. Live Grounding indicates that this project has been archived and deprecated in favor of active native alternatives.
 ## Operations and Reliability
@@ -415,15 +373,15 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2025)** [==github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟==](https://github.com/NCCloud/mayfly) ⭐ 337  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Mayfly introduces time-to-live policies on generic Kubernetes resources and testing namespaces. Once designated duration guidelines are reached, Mayfly executes automated teardowns, ensuring transient tests do not leave lingering etcd records or unused services.
 ## Orchestration
 
-### Kubernetes (1)
+### Kubernetes
 
-#### Networking (2)
+#### Networking (1)
 
   - **(2023)** [github.com/carlosedp/lbconfig-operator: External Load Balancer Operator' 🌟](https://github.com/carlosedp/lbconfig-operator) ⭐ 63  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.
 #### Observability (3)
 
   - **(2024)** [kube-fluentd-operator 🌟](https://github.com/vmware-archive/kube-fluentd-operator) ⭐ 321  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” A now-archived operator designed to dynamically construct namespace-specific Fluentd logging pipelines in Kubernetes. Modern platform engineering architectures have largely transitioned to standardized OpenTelemetry or Fluent Bit routing setups.
-#### Operators (24)
+#### Operators (25)
 
   - **(2025)** [Speculator: Redis Operator](https://github.com/OT-CONTAINER-KIT/redis-operator) ⭐ 1379  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An advanced Redis Operator developed by OT Container Kit. Features automated failover management, backup orchestrations, persistence configuration, and Redis Sentinel cluster sizing within Kubernetes native deployments.
   - **(2025)** [Kotal operator](https://github.com/kotalco/kotal) ⭐ 221  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A multi-client blockchain node operator for Kubernetes. Simplifies configuring and maintaining decentralized networks (such as Ethereum and IPFS) through native Kubernetes custom resources.
@@ -433,9 +391,9 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
   - **(2020)** [kruschecompany.com: What is a Kubernetes Operator and Where it Can be Used?](https://kruschecompany.com/wp-content/uploads/2020/01/kubernetes-operator.jpg)  [COMMUNITY-TOOL] β€” Illustrated guide defining the role, architecture, and common deployment strategies of Kubernetes Operators. Explains how custom controllers automate day-2 infrastructure management tasks like scaling, backups, and state healing.
   - **(2020)** [devops.com: Day 2 for the Operator Ecosystem 🌟](https://devops.com/day-2-for-the-operator-ecosystem) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on Kubernetes Operator lifecycle maturity models, introducing toolkits like KUDO (Kubernetes Universal Declarative Operator). Covers operational challenges, telemetry gathering, and unified configuration schemas.
   - **(2019)** [infoq.com: Kubernetes Operators in Depth](https://www.infoq.com/articles/kubernetes-operators-in-depth) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” High-density architectural breakdown exploring the reconciliation loop, custom controller watch mechanisms, and cache behaviors inside the Kubernetes API server model. Essential reading for platform architects building operators.
-## Platform Engineering (1)
+## Platform Engineering
 
-### GitOps and Configuration
+### Gitops and Configuration
 
 #### Dynamic Configurations
 
@@ -448,12 +406,12 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Scanning
 
   - **(2020)** [Domain-harvester](https://github.com/shurshun/domain-harvester) [GO CONTENT]  [COMMUNITY-TOOL] β€” Technical codebase utility built to scan, harvest, and aggregate domain information. Useful for tracking internal infrastructure endpoints and public-facing assets during operational inventory audits.
-### Multi-Tenancy
+### Multi-tenancy
 
 #### Conceptual Overviews (1)
 
   - **(2024)** [thenewstack.io: K8Spin Provides Multitenant Isolation for Kubernetes](https://thenewstack.io/k8spin-provides-multitenant-isolation-for-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An article discussing how K8Spin implements virtualized tenant workspaces. Reviews performance overheads and resource boundaries of namespace isolation relative to physical, heavy, multi-cluster architectures.
-#### Registries and Catalogs
+#### Registries and Catalogs (1)
 
   - **(2024)** [Discover K8Spin open source software](https://k8spin.cloud/oss-projects) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The main portal cataloging K8Spin's open-source projects. Focuses on lightweight cluster sharing tools, providing APIs designed to bootstrap secure developer workspaces instantly.
 #### Resource Isolation
@@ -465,19 +423,19 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 #### Synthetic Monitoring
 
-##### Operators (25)
+##### Operators (26)
 
   - **(2024)** [==kuberhealthy 🌟==](https://github.com/kuberhealthy/kuberhealthy) ⭐ 2247  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kuberhealthy schedules dynamic, real-world actions as background test suites. It detects underlying API, network, or storage decay that static monitoring tools overlook by continually validating that clusters are functionally operational.
 ### Testing
 
 #### Load Testing
 
-##### Operators (26)
+##### Operators (27)
 
   - **(2022)** [kubeload - load testing](https://github.com/Efrat19/kubeload) ⭐ 24  [GO CONTENT]  [COMMUNITY-TOOL] β€” An operator framework that manages and scales load testing deployments inside a cluster. It coordinates distributed engines to simulate realistic traffic profiles against selected cluster endpoints, streamlining continuous integration workflows.
 #### Performance Benchmarking
 
-##### Operators (27)
+##### Operators (28)
 
   - **(2024)** [==cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks==](https://github.com/cloud-bulldozer/benchmark-operator) ⭐ 305  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automates heavy performance testing (e.g., FIO, uperf) within active clusters. It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.
 ## Resources
@@ -486,54 +444,54 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 #### Migration
 
-##### Operators (28)
+##### Operators (29)
 
   - **(2021)** [thenewstack.io: We Pushed Helm to the Limit, then Built a Kubernetes Operator 🌟](https://thenewstack.io/we-pushed-helm-to-the-limit-then-built-a-kubernetes-operator) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A real-world case study outlining the transition from Helm charts to custom Go operators. It discusses the scaling limitations of template parsing when implementing complex state machines.
 ### Education
 
 #### Architectural Decision
 
-##### Operators (29)
+##### Operators (30)
 
   - **(2021)** [kubermatic.com: Why Implementing Kubernetes Operators Is a Good Idea! 🌟](https://www.kubermatic.com/blog/why-implementing-kubernetes-operators-is-a-good-idea) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines the competitive operational advantages of selecting the Operator pattern over traditional scripting approaches, focusing on automated self-healing and standardized state reconciliation.
 #### Concepts
 
-##### Operators (30)
+##### Operators (31)
 
   - **(2021)** [container-solutions.com: Kubernetes Operators Explained](https://blog.container-solutions.com/kubernetes-operators-explained) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An foundational architectural guide explaining the design of the Kubernetes Operator pattern. It covers the core mechanics of custom controllers, the reconciliation loop, and CRDs, codifying operational knowledge into software.
 #### Deep Dive
 
-##### Operators (31)
+##### Operators (32)
 
   - **(2021)** [iximiuz.com: Exploring Kubernetes Operator Pattern 🌟](https://iximiuz.com/en/posts/kubernetes-operator-pattern) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analysis on the mechanics of the controller runtime. It explains internal structures such as informers, dynamic work queues, and client-go caches, illustrating how reconciliation loops run concurrently.
 #### Introductory
 
-##### Operators (32)
+##### Operators (33)
 
   - **(2021)** [learnsteps.com: Advance Kubernetes: What exactly are Kubernetes Operators?](https://www.learnsteps.com/advanced-kubernetes-what-exactly-are-kubernetes-operators) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introductory post explaining the mechanics of custom Kubernetes controllers. It maps physical operator duties to software loops to illustrate the benefits of declarative configurations.
 #### Java Ecosystem
 
-##### Operators (33)
+##### Operators (34)
 
   - **(2021)** [spring.io: Get to Know a Kubernetes Operator!](https://spring.io/blog/2021/11/19/get-to-know-a-kubernetes-operator) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A guide demonstrating the Java Operator SDK. It details how Java-centric teams can write native controllers using GraalVM to compile down to low-memory native executables.
 #### Official Guide
 
-##### Operators (34)
+##### Operators (35)
 
   - **(2021)** [kubernetes.io: Writing a Controller for Pod Labels](https://kubernetes.io/blog/2021/06/21/writing-a-controller-for-pod-labels) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An introductory blog post from the Kubernetes maintainers details the process of writing an active controller that automatically validates and formats Pod label schemas.
 #### Trade-off Evaluation
 
-##### Operators (35)
+##### Operators (36)
 
   - **(2021)** [blog.px.dev/k8s-operator: 3 Reasons to Use Kubernetes Operators (and 2 Reasons Not To)](https://blog.px.dev/k8s-operator) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Evaluates the advantages and disadvantages of deploying Operators. It contrasts automation capabilities against increased control-plane pressure and code maintenance costs.
 #### Tutorial Series
 
-##### Operators (36)
+##### Operators (37)
 
   - **(2021)** [medium.com: Getting Started With Kubernetes Operators (Helm Based) - Part 1](https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A multi-phase training guide tracking operator design frameworks. It walks through building Helm-based control planes, transitioning to Ansible controllers, and writing performant Golang reconcilers.
 #### Value Proposition
 
-##### Operators (37)
+##### Operators (38)
 
   - **(2022)** [practicalkubernetes.blogspot.com: Making the case for Kubernetes Operators](https://practicalkubernetes.blogspot.com/2022/01/making-case-for-kubernetes-operators.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Discusses why operators are well-suited for stateful databases and complex storage platforms, translating operational procedures into reliable code loops.
 ## Security
@@ -542,60 +500,55 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 
 #### Dynamic RBAC
 
-##### Operators (38)
+##### Operators (39)
 
   - **(2023)** [==redhat-cop/dynamic-rbac-operator: Dynamic RBAC Operator==](https://github.com/redhat-cop/dynamic-rbac-operator) ⭐ 23  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dynamically coordinates RBAC permissions based on directory groups or namespace annotations, simplifying user onboarding and access control administration.
 #### RBAC
 
-##### Operators (39)
+##### Operators (40)
 
   - **(2024)** [==FairwindsOps/rbac-manager: RBAC Manager 🌟==](https://github.com/FairwindsOps/rbac-manager) ⭐ 1654  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” RBAC Manager mitigates the configuration overhead of managing Kubernetes users and permissions. It provides structured Custom Resources that simplify standard RoleBindings and ClusterRoleBindings under a clean API.
 ### Enterprise Architecture
 
-#### Air-Gapped Environments
-
-##### Operators (40)
-
-  - **(2021)** [openshift.com: Is your Operator Air-Gap Friendly?](https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains critical design rules for deploying operators inside highly secure, disconnected, or air-gapped systems, detailing offline container registries, local metadata hosting, and strict network configurations.
-### Multi-tenancy
-
-#### Platform Engineering (2)
+#### Air-gapped Environments
 
 ##### Operators (41)
 
+  - **(2021)** [openshift.com: Is your Operator Air-Gap Friendly?](https://www.redhat.com/en/blog/is-your-operator-air-gap-friendly) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains critical design rules for deploying operators inside highly secure, disconnected, or air-gapped systems, detailing offline container registries, local metadata hosting, and strict network configurations.
+### Multi-tenancy (1)
+
+#### Platform Engineering (1)
+
+##### Operators (42)
+
   - **(2024)** [==Capsule Operator==](https://github.com/projectcapsule/capsule) ⭐ 2095  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Capsule aggregates namespaces into virtual 'tenants', providing secure multi-tenancy. It enforces dynamic network isolation, storage limits, and ingress classes, forming a foundation for platform engineering.
 ### Secrets Management
 
 #### AWS Integration
 
-##### Operators (42)
+##### Operators (43)
 
   - **(2021)** [contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator to sync secrets from AWS Secrets Manager](https://www.contentful.com/blog/open-source-kube-secret-syncer) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical review describing the open-sourcing of kube-secret-syncer. The tool synchronizes secrets dynamically from AWS Secrets Manager to Kubernetes namespaces, removing manual config synchronization overhead.
-#### Cloud Integrations
+#### Multi-provider Secrets
 
-##### Azure
-
-  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662)  [COMMUNITY-TOOL] β€” Explores key architectural patterns for integrating Azure Key Vault (AKV) with Azure Kubernetes Service (AKS). Reviews Azure AD Workload Identity federation, the Secrets Store CSI Driver, and AKS-native mechanisms. Enables engineering teams to eliminate static cloud credentials from cluster runtime contexts.
-#### Multi-Provider Secrets
-
-##### Operators (43)
+##### Operators (44)
 
   - **(2024)** [==digitalis-io/vals-operator==](https://github.com/digitalis-io/vals-operator) ⭐ 167  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Utilizes the vals framework to dynamically parse and inject secrets from Vault, AWS SSM, and GCP Secret Manager. It prevents local credential storage risks and eliminates third-party platform lock-in.
 #### Registry Authentication
 
-##### Operators (44)
+##### Operators (45)
 
   - **(2023)** [==registry-creds==](https://github.com/alexellis/registry-creds) ⭐ 350  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automatically syncs image pull credentials across diverse namespaces from registry platforms like ECR, GCR, and Docker Hub. It solves multi-tenant credential sharing securely without requiring manual duplications.
 #### Simplification
 
-##### Operators (45)
+##### Operators (46)
 
   - **(2022)** [Michaelpalacce/SimpleSecrets](https://github.com/Michaelpalacce/SimpleSecrets) ⭐ 25  [GO CONTENT]  [EMERGING] β€” An experimental secrets management utility that simplifies distributing and syncing environment configurations securely across multiple namespaces.
 ### Vulnerability Management
 
 #### Scanning (1)
 
-##### Operators (46)
+##### Operators (47)
 
   - **(2023)** [==ckotzbauer/vulnerability-operator==](https://github.com/ckotzbauer/vulnerability-operator) ⭐ 87  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.
 ## Security and Compliance
@@ -608,7 +561,7 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Dynamic Secrets
 
   - **(2025)** [==github.com/mittwald/kubernetes-secret-generator 🌟==](https://github.com/mittwald/kubernetes-secret-generator) ⭐ 391  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This secret generator creates secure random passwords, certificates, and private SSH keys on-demand in-cluster. Generated data is stored directly as encrypted Secrets resources, eliminating the risk of checking cleartext credentials into infrastructure repositories.
-#### HashiCorp Vault
+#### Hashicorp Vault
 
   - **(2025)** [==github.com/ricoberger/vault-secrets-operator==](https://github.com/ricoberger/vault-secrets-operator) ⭐ 687  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This operator provides direct synchronization between HashiCorp Vault secrets and Kubernetes Secrets storage classes. By tracking external Vault paths, it triggers dynamic, secure updates to dependent application pods the moment source secrets are rotated.
 ## Security and Identity
@@ -632,13 +585,13 @@ description: "Top Kubernetes Operators Controllers resources for 2026, AI-ranked
 #### Cron Engines
 
   - **(2025)** [==github.com/furiko-io/furiko==](https://github.com/furiko-io/furiko) ⭐ 502  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Furiko is an advanced execution platform designed to host ad-hoc and cron jobs in complex production clusters. It expands upon native CronJob limitations by offering comprehensive concurrency controls, deep execution history archives, and parameterized triggers suited for high-throughput batch environments.
-#### Operators (47)
+#### Operators (48)
 
   - **(2024)** [==github.com/ContainerSolutions/delayed-jobs-operator==](https://github.com/ContainerSolutions/delayed-jobs-operator) ⭐ 10  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A minor controller designed to rate-limit or defer the spin-up of batch execution workloads. It introduces explicit queues or temporal delays before initiating pods, safeguarding backend databases from heavy, simultaneous connection storms.
   - **(2024)** [github.com/lukaszraczylo/jobs-manager-operator 🌟](https://github.com/lukaszraczylo/jobs-manager-operator) [GO CONTENT]  [COMMUNITY-TOOL] β€” A specialized job execution supervisor focused on automated lifecycle pruning. It dynamically clears completed or broken jobs based on custom-defined TTL guidelines, preventing etcd congestion caused by historical batch resources.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Docker](./docker.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-releases.md b/v2-docs/kubernetes-releases.md
index 7111aea3..e892c349 100644
--- a/v2-docs/kubernetes-releases.md
+++ b/v2-docs/kubernetes-releases.md
@@ -20,21 +20,21 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
 
 ### API Evolution
 
-#### v1.16
+#### V1.16
 
   - **(2019)** [Kubernetes v1.16 API deprecation testing](https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f) [SHELL CONTENT] 🌟🌟 [LEGACY] β€” Curator Insight features a test script for identifying deprecated Kubernetes v1.16 APIs. Live engineering truth in 2026 finds this script outdated, though historically valuable for understanding the mechanics of migrating extensions/v1beta1 API resources.
-#### v1.22
+#### V1.22
 
   - **(2021)** [kubernetes.io: Kubernetes API and Feature Removals In 1.22: Here’s What You Need To Know](https://kubernetes.io/blog/2021/07/14/upcoming-changes-in-kubernetes-1-22) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight points to the critical official guide regarding upcoming 1.22 API removals. In 2026, this remains the historical checklist template used by platform engineers to design deprecation checklists.
-#### v1.25
+#### V1.25
 
   - **(2022)** [kubernetes.io: Kubernetes Removals and Major Changes In 1.25](https://kubernetes.io/blog/2022/08/04/upcoming-changes-in-kubernetes-1-25) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights the upcoming removals in 1.25. Live grounding in 2026 registers 1.25 as the ultimate removal point for PodSecurityPolicy (PSP), finalizing the modern security validation ecosystem.
 ### Cluster Security
 
-#### v1.21
+#### V1.21
 
   - **(2021)** [devclass.com: Kubernetes 1.21 unloads pod security, adds dual IPv4/IPv6 networking, and shuts down gracefully](https://www.devclass.com/containers/2021/04/09/kubernetes-121-unloads-pod-security-adds-dual-ipv4/ipv6-networking-and-shuts-down-gracefully/1623619)  [COMMUNITY-TOOL] β€” Curator Insight discusses Kubernetes 1.21 dropping PodSecurityPolicy, adding dual IPv4/IPv6 networking, and implementing graceful shutdowns. In 2026, dual-stack networking is highly standard, having originated from these architectural changes.
-#### v1.23
+#### V1.23
 
   - **(2021)** [blog.aquasec.com: Kubernetes Version 1.23: What's New for Security?](https://blog.aquasec.com/kubernetes-version-1.23-security-features)  [LEGACY] β€” Curator Insight duplicates security focuses in 1.23. In 2026, it remains useful for security compliance audits when checking clusters against legacy security postures.
 ### Container Runtimes
@@ -44,7 +44,7 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
   - **(2021)** [kubernetes.io: Dockershim removal is coming. Are you ready?](https://kubernetes.io/blog/2021/11/12/are-you-ready-for-dockershim-removal) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight focuses on Dockershim removal readiness. In 2026, this remains a valuable reference artifact for migrating air-gapped systems or old enterprise clusters from Docker to containerd.
   - **(2020)** [zdnet.com: Kubernetes dropping Docker is not that big of a deal](https://www.zdnet.com/article/kubernetes-dropping-docker-is-not-that-big-of-a-deal)  [COMMUNITY-TOOL] β€” Curator Insight notes ZDNet's perspective that removing Dockershim is not a disruptive disaster. Live grounding in 2026 confirms this prediction was correct, as the ecosystem successfully migrated to containerd and CRI-O without massive developer friction.
   - **(2020)** [openshift.com: Kubernetes is Removing Docker Support, Kubernetes is Not Removing Docker Support](https://www.redhat.com/en/blog/kubernetes-is-removing-docker-support-kubernetes-is-not-removing-docker-support)  [COMMUNITY-TOOL] β€” Curator Insight identifies Red Hat's explanatory guide on the nuance of Docker support removal. Live grounding in 2026 verifies this piece as a classic, helping teams comprehend that standard OCI-compliant Docker containers remained compatible despite runtime changes.
-#### v1.24
+#### V1.24
 
   - **(2022)** [infoq.com: Kubernetes Proceeding with Deprecation of Dockershim in Upcoming 1.24 Release](https://www.infoq.com/news/2022/01/kubernetes-dockershim-removal)  [COMMUNITY-TOOL] β€” Curator Insight outlines InfoQ's coverage of Dockershim's imminent demise in 1.24. Live grounding in 2026 records this as the definitive end of direct Docker Engine support within the kubelet codebase.
   - **(2022)** [kubernetes.io: Updated: Dockershim Removal FAQ](https://kubernetes.io/blog/2022/02/17/dockershim-faq) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight provides the updated Dockershim FAQ. In 2026, it serves as an excellent reference troubleshooting tool for understanding CRI-dockerd shims and standard CRI integrations.
@@ -55,7 +55,7 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
   - **(2022)** [kubernetes.io: registry.k8s.io: faster, cheaper and Generally Available (GA)](https://kubernetes.io/blog/2022/11/28/registry-k8s-io-faster-cheaper-ga) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Announces the transition of the primary Kubernetes container registry from 'k8s.gcr.io' to the community-owned, CDN-backed 'registry.k8s.io'. This infrastructural pivot reduces data egress costs and latency by intelligently routing traffic to regional cloud storage providers near the client nodes. Engineers must audit existing configuration files and pipelines to refer to the new endpoint to avoid build failures.
 ### Job Scheduling
 
-#### v1.21 (1)
+#### V1.21 (1)
 
   - **(2021)** [kubernetes.io: kubernetes 1.21: CronJob Reaches GA](https://kubernetes.io/blog/2021/04/09/kubernetes-release-1.21-cronjob-ga) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight provides the official blog announcement of CronJob reaching GA in Kubernetes 1.21. Live analysis in 2026 acknowledges this as the milestone that finalized the performance and controller upgrades for batch scheduling.
   - **(2021)** [kubernetes.io: Introducing Suspended Jobs in Kubernetes 1.21](https://kubernetes.io/blog/2021/04/12/introducing-suspended-jobs) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight introduces suspended jobs in 1.21. Live grounding in 2026 indicates this feature was a crucial building block for modern external batch orchestrators like Kueue to control execution pauses.
@@ -64,17 +64,17 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
 #### Fault Tolerance
 
   - **(2022)** [kubernetes.io: Kubernetes 1.26: Non-Graceful Node Shutdown Moves to Beta](https://kubernetes.io/blog/2022/12/16/kubernetes-1-26-non-graceful-node-shutdown-beta) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the promotion of Non-Graceful Node Shutdown capabilities to Beta in Kubernetes 1.26. This feature enables stateful workloads (such as databases on StatefulSets) to recover gracefully on active nodes when a cluster host crashes abruptly without a proper shutdown path. This addresses a common issue where volume attachments remained locked to failed instances indefinitely.
-#### v1.22 (1)
+#### V1.22 (1)
 
   - **(2021)** [kubernetes.io: Graceful Node Shutdown Goes Beta](https://kubernetes.io/blog/2021/04/21/graceful-node-shutdown-beta) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights Graceful Node Shutdown transitioning to Beta in 1.22. Live grounding in 2026 confirms this functionality prevents database corruption and packet drops on spot instances by coordinating termination steps with systemd.
 ### Observability
 
-#### v1.21 (2)
+#### V1.21 (2)
 
   - **(2021)** [kubernetes.io: Kubernetes 1.21: Metrics Stability hits GA](https://kubernetes.io/blog/2021/04/23/kubernetes-release-1.21-metrics-stability-ga) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight records the GA of Metrics Stability in 1.21. Live analysis in 2026 confirms this stabilization framework remains critical for maintaining backwards-compatible prometheus exporters without breaking monitoring dashboards.
 ### Operator Framework
 
-#### v1.20
+#### V1.20
 
   - **(2020)** [thenewstack.io: Kubernetes 1.20 Enhances the Operator Experience and Brings New Features to the Container Runtime](https://thenewstack.io/kubernetes-1-20-enhances-the-operator-experience-and-brings-new-features-to-the-container-runtime)  [COMMUNITY-TOOL] β€” Curator Insight highlights the operator and container runtime interface advancements in 1.20. Live engineering review in 2026 uses this context to study early attempts to standardize execution metrics for operational tooling.
 ### Release Lifecycle
@@ -85,69 +85,69 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
 #### Process
 
   - **(2021)** [kubernetes.io: Kubernetes Release Cadence Change: Here’s What You Need To Know](https://kubernetes.io/blog/2021/07/20/new-kubernetes-release-cadence) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight addresses the Kubernetes Release Cadence shift from 4 to 3 releases per year. Live grounding in 2026 confirms this release model has brought predictability and stability to platform teams everywhere.
-#### v1.20 (1)
+#### V1.20 (1)
 
   - **(2020)** [thenewstack.io: Kubernetes 1.20 Lands with 44 Enhancements](https://thenewstack.io/kubernetes-1-20-lands-with-44-enhancements)  [COMMUNITY-TOOL] β€” Curator Insight focuses on the 44 enhancements landing with Kubernetes 1.20. In 2026, this resource provides historic data on the stabilization of volume snapshots, PID limits, and early steps toward API deprecation tracking.
-#### v1.21 (3)
+#### V1.21 (3)
 
   - **(2021)** [devopscube.com: Kubernetes v1.21 Released: Here is What you should know](https://devopscube.com/kubernetes-v1-21-released)  [COMMUNITY-TOOL] β€” Curator Insight offers an overview of Kubernetes 1.21. In 2026, we track this release as a major evolution that brought CronJobs to GA and introduced PodDisruptionBudget stability.
   - **(2021)** [kubernetes.io: Kubernetes 1.21: Power to the Community](https://kubernetes.io/blog/2021/04/08/kubernetes-1-21-release-announcement) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents the official 1.21 release announcement 'Power to the Community'. From a 2026 perspective, 1.21 initiated the long-awaited deprecation of PodSecurityPolicy, shifting the community towards Pod Security Standards.
   - **(2021)** [analyticsindiamag.com: Kubernetes v1.21 Released: Major Updates & Latest Features](https://analyticsindiamag.com/kubernetes-v1-21-released-major-updates-latest-features)  [COMMUNITY-TOOL] β€” Curator Insight notes major updates in 1.21 from Analytics India Mag. Modern review in 2026 confirms the article effectively summarized regional interest in memory topology and scheduling refinements.
   - **(2021)** [openshift.com: Kubernetes 1.21 Grows Innovative New Features](https://www.redhat.com/en/blog/kubernetes-1.21-grows-innovative-new-features)  [COMMUNITY-TOOL] β€” Curator Insight presents Red Hat's analysis of 1.21 features. Live grounding in 2026 reviews this for enterprise adaptation paths, specifically outlining how OpenShift clients prepared for eventual PSP deprecations.
-#### v1.22 (2)
+#### V1.22 (2)
 
   - **(2021)** [sysdig.com: Kubernetes 1.22 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-22-whats-new)  [LEGACY] β€” Curator Insight highlights Sysdig's review of Kubernetes 1.22. Live grounding in 2026 views 1.22 as the milestone where major legacy APIs (like v1beta1 Ingress) were fully removed, causing teams to aggressively update Helm charts.
   - **(2021)** [kubernetes.io: Kubernetes 1.22: Reaching New Peaks](https://kubernetes.io/blog/2021/08/04/kubernetes-1-22-release-announcement) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents the 1.22 release announcement 'Reaching New Peaks'. In 2026, this represents the definitive documentation on client credential plugins and early server-side apply stabilization.
   - **(2021)** [thenewstack.io: Less Is More with Kubernetes 1.22](https://thenewstack.io/less-is-more-with-kubernetes-1-22)  [COMMUNITY-TOOL] β€” Curator Insight analyzes the 'Less Is More' paradigm of 1.22. Live grounding in 2026 reflects on how API cleanliness made the control plane leaner, decreasing memory footprint and etcd payload overhead.
   - **(2021)** [acloudguru.com: What’s new with Kubernetes 1.22?](https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22)  [COMMUNITY-TOOL] β€” Curator Insight points to Pluralsight's educational summary of 1.22. In 2026, it serves as a baseline tutorial explaining the transition to cgroups v2, which has since become standard in all production distros.
-#### v1.23 (1)
+#### V1.23 (1)
 
   - **(2021)** [sysdig.com: Kubernetes 1.23 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-23-whats-new)  [COMMUNITY-TOOL] β€” Curator Insight presents Sysdig's assessment of Kubernetes 1.23. Live review in 2026 shows this release solidified Dual-stack IPv4/IPv6 services to GA and introduced Ephemeral Volumes.
   - **(2021)** [thenewstack.io: Kubernetes 1.23: Dual Stack IPv4/IPv6, CronJobs, Ephemeral Volumes](https://thenewstack.io/kubernetes-1-23-dual-stack-ipv4-ipv6-cronjobs-ephemeral-volumes)  [COMMUNITY-TOOL] β€” Curator Insight summarizes the GA of Dual-stack and CronJobs in 1.23. Live engineering analysis in 2026 verifies these features are highly mature, having stabilized completely during the 1.23 release cycle.
   - **(2021)** [kubernetes.io: Kubernetes 1.23: The Next Frontier](https://kubernetes.io/blog/2021/12/07/kubernetes-1-23-release-announcement) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight highlights the official Kubernetes 1.23 announcement 'The Next Frontier'. In 2026, this announcement marks the stabilization of ephemeral containers for interactive debugging.
-#### v1.24 (1)
+#### V1.24 (1)
 
   - **(2022)** [sysdig.com: Kubernetes 1.24 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-24-whats-new)  [COMMUNITY-TOOL] β€” Curator Insight presents Sysdig's review of 1.24. Live analysis in 2026 reminds us that 1.24 removed Dockershim, introduced Beta volume expansion, and made gRPC probes standard.
-#### v1.25 (1)
+#### V1.25 (1)
 
   - **(2022)** [sysdig.com: Kubernetes 1.25 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-25-whats-new)  [EMERGING] β€” Curator Insight reviews what is new in 1.25. In 2026, this is remembered for bringing Pod Security Admission to GA, KMS v2 alpha, and cgroups v2 enhancements.
 ### Releases
 
-#### v1.25 (2)
+#### V1.25 (2)
 
   - **(2022)** [kubernetes.io: Kubernetes v1.25: Combiner](https://kubernetes.io/blog/2022/08/23/kubernetes-v1-25-release) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kubernetes v1.25, dubbed 'Combiner', represents a major milestone in core stability and API maturation. The release is architecturally significant for the formal removal of PodSecurityPolicy (PSP) in favor of Pod Security Admission (PSA) and the promotion of several storage features to General Availability. Operators must adapt to these security and storage modifications to ensure workload compatibility.
-#### v1.26 Analysis
+#### V1.26 Analysis
 
   - **(2022)** [armosec.io: Kubernetes Version 1.26: Everything You Should Know](https://www.armosec.io/blog/kubernetes-1-26-everything-you-should-know)  [COMMUNITY-TOOL] β€” A security-focused architectural assessment of Kubernetes 1.26. The paper highlights the deprecation of non-CSI storage plugins, the expansion of dynamic security standards, and the introduction of CEL validations in admission controllers. This analysis provides key insights for security engineers seeking to implement finer control policies directly within API servers.
-#### v1.26 Features
+#### V1.26 Features
 
   - **(2022)** [sysdig.com: Kubernetes 1.26 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-26-whats-new)  [COMMUNITY-TOOL] β€” A detailed technical review of the architectural enhancements shipped in Kubernetes 1.26. Key features highlighted include Common Expression Language (CEL) validation in CustomResourceDefinitions (CRDs), improvements to Pod Scheduling Readiness, and container registry migrations. This summary acts as an essential checklist for systems engineering teams coordinating scheduled cluster upgrades.
-#### v1.27
+#### V1.27
 
   - **(2023)** [kubernetes.io: Kubernetes v1.27: Chill Vibes](https://kubernetes.io/blog/2023/04/11/kubernetes-v1-27-release) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official documentation for the Kubernetes 1.27 release ('Chill Vibes'). Featuring 40 enhancement proposals, this release emphasizes security posture hardening, scheduling optimizations, and resource isolation. Prominent updates include the graduation of SeccompDefault to GA and the introduction of in-place container resource resizing.
-#### v1.27 Features
+#### V1.27 Features
 
   - **(2023)** [sysdig.com: Kubernetes 1.27 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-27-whats-new)  [COMMUNITY-TOOL] β€” An analytical overview of Kubernetes 1.27's flagship updates. Features evaluated include the stabilization of SeccompDefault, container image signature verification workflows, and advancements in dynamic resource allocation. This serves as a vital blueprint for enterprise platform teams coordinating upcoming cluster upgrades.
-#### v1.27 Industry
+#### V1.27 Industry
 
   - **(2023)** [thenewstack.io: Kubernetes 1.27 Arrives](https://thenewstack.io/kubernetes-1-27-arrives)  [COMMUNITY-TOOL] β€” Industry reporting on the release of Kubernetes 1.27, detailing the major developer and operator benefits. It focuses on how security stabilization, API cleanup, and enhanced cluster control interfaces enable enterprise systems to scale more safely and cost-effectively.
-#### v1.27 Security
+#### V1.27 Security
 
   - **(2023)** [armosec.io: Kubernetes 1.27 Release: Enhancements and Security Updates](https://www.armosec.io/blog/kubernetes-1-27-release)  [COMMUNITY-TOOL] β€” An in-depth security analysis detailing the security updates and modifications introduced in Kubernetes 1.27. It discusses shifts in default container security profiles, RBAC configurations, and validation tools, providing actionable guidelines for compliance and cluster hardening.
-#### v1.28 Features
+#### V1.28 Features
 
   - **(2023)** [thenewstack.io: Kubernetes 1.28 Accommodates the Service Mesh, Sudden Outages](https://thenewstack.io/kubernetes-1-28-accommodates-the-service-mesh-sudden-outages)  [COMMUNITY-TOOL] β€” An industry report covering Kubernetes 1.28's key updates, notably native support for sidecar container lifecycles to aid service mesh deployments, and automated recovery controls for sudden node failures. These updates greatly reduce the coordination code needed for robust, multi-tenant microservices clusters.
 ### Resource Allocation
 
-#### v1.21 (4)
+#### V1.21 (4)
 
   - **(2021)** [thenewstack.io: Kubernetes 1.21 Brings a New Memory Manager, More Flexible Scheduling](https://thenewstack.io/kubernetes-1-21-brings-a-new-memory-manager-more-flexible-scheduling)  [COMMUNITY-TOOL] β€” Curator Insight highlights the introduction of a new Memory Manager and flexible scheduling in 1.21. Live grounding in 2026 shows these scheduling frameworks laid the groundwork for modern NUMA-aware multi-core resource allocation in HPC/AI setups.
-#### v1.22 (3)
+#### V1.22 (3)
 
   - **(2021)** [kubernetes.io: Kubernetes Memory Manager moves to beta](https://kubernetes.io/blog/2021/08/11/kubernetes-1-22-feature-memory-manager-moves-to-beta) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight explains the Kubernetes Memory Manager moving to Beta. Live engineering in 2026 points to this as the genesis of modern NUMA alignment for performance-sensitive low-latency microservices.
 ### Resource Management
 
-#### CPUManager
+#### Cpumanager
 
   - **(2022)** [kubernetes.io: Kubernetes v1.26: CPUManager goes GA](https://kubernetes.io/blog/2022/12/27/cpumanager-ga) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Celebrates the General Availability (GA) of the CPUManager in Kubernetes 1.26. This sub-system allows high-performance workloads to pin CPU cores, offering deterministic scheduling profiles by enforcing NUMA node alignment. Architects can exploit these improvements to drastically reduce latency in database pipelines, streaming engines, and high-frequency trading workloads.
 #### Pod Resize
@@ -193,7 +193,7 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
 
 ### AWS EKS
 
-#### v1.22 (4)
+#### V1.22 (4)
 
   - **(2022)** [aws.amazon.com: Amazon EKS now supports Kubernetes 1.22](https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-1-22)  [COMMUNITY-TOOL] β€” Curator Insight covers EKS supporting Kubernetes 1.22. Live grounding in 2026 treats this as historical information; modern EKS runs vastly newer versions, but this article highlights EKS migration paths and deprecation management.
 ### EKS
@@ -203,7 +203,7 @@ description: "Curated, AI-ranked Kubernetes Releases resources for the 2026 Clou
   - **(2022)** [datree.io: EKS 1.22 Upgrade Tutorial](https://www.datree.io/resources/eks-1-22-upgrade-tutorial)  [GUIDE] [LEGACY] β€” An operations-oriented technical walkthrough focusing on upgrading Amazon EKS clusters to version 1.22. It documents the impact of deprecated v1beta1 API removals, specifically detailing transitions for Ingress and CustomResourceDefinition objects. SREs can leverage this guide to configure validation scripts and preventative gatekeeping within CI/CD pipelines prior to AWS control-plane updates.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-security.md b/v2-docs/kubernetes-security.md
index af58503e..c5433962 100644
--- a/v2-docs/kubernetes-security.md
+++ b/v2-docs/kubernetes-security.md
@@ -46,6 +46,13 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 ### Historical Exploit Analysis
 
   - **(2021)** [thenewstack.io: Kubernetes: An Examination of Major Attacks 🌟](https://thenewstack.io/kubernetes-an-examination-of-major-attacks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Conducts retrospective post-mortems on major real-world Kubernetes security incidents, tracing malicious lateral movements, coin-miner deployments, and critical data breaches back to root posture issues.
+## Cloud Infrastructure
+
+### Azure Networking
+
+#### Security
+
+  - **(2025)** [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A technical operational playbook on structuring a rapid-response plan using Azure DDoS Protection. It details integration with Azure Firewall, Web Application Firewall (WAF), and automated telemetry routing to mitigate distributed attack vectors while ensuring business continuity for microservice APIs.
 ## Cloud Native Networking
 
 ### Network Policies
@@ -55,7 +62,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2020)** [tigera.io: Kubernetes security policy design: 10 critical best practices 🌟](https://www.tigera.io/blog/kubernetes-security-policy-10-critical-best-practices) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A strategic framework for designing cluster-wide network policies, using tiered structures, explicit default-deny states, and labeling schemas to scale security dynamically.
 ## Cloud Native Security
 
-### The 4Cs of Cloud Native Security
+### The 4cs Of Cloud Native Security
 
   - **(2020)** [kubernetes.io: Cloud native security for your clusters](https://kubernetes.io/blog/2020/11/18/cloud-native-security-for-your-clusters) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An authoritative review of the '4C's of Cloud Native Security' (Cloud, Cluster, Container, Code). Explains how defense-in-depth principles apply across all layers of the cloud-native application stack.
 ## Cluster Hardening
@@ -79,7 +86,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 ### Common Mistakes
 
   - **(2021)** [fairwinds.com: Discover the Top 5 Kubernetes Security Mistakes You're (Probably) Making](https://www.fairwinds.com/blog/top-5-kubernetes-security-mistakes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Identifies common configuration mistakes like neglected CPU/memory limits, running containers as root, and using unvalidated base images, offering immediate structural remedies.
-## Defense in Depth
+## Defense In Depth
 
 ### Cluster Hardening (1)
 
@@ -116,13 +123,6 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Runtime Isolation
 
   - **(2020)** [thenewstack.io: A Security Comparison of Docker, CRI-O and Containerd 🌟](https://thenewstack.io/a-security-comparison-of-docker-cri-o-and-containerd) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Compares the security architecture and attack surfaces of primary container runtimes: Docker, CRI-O, and Containerd. Discusses rootless execution, sandboxed runtimes (Kata, gVisor), and syscall filtering.
-## Networking (1)
-
-### CNI
-
-#### Cilium
-
-  - **(2026)** [cilium.io 🌟](https://cilium.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.
 ## Networking and Security
 
 ### Security Compliance
@@ -132,6 +132,11 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2026)** [==kube-bench 🌟==](https://github.com/aquasecurity/kube-bench) ⭐ 8078  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry standard tool to check whether Kubernetes clusters are deployed securely according to the Center for Internet Security (CIS) benchmarks. Can be run inside container workloads or directly on node hosts, outputting detailed reports identifying API, TLS, and permissions vulnerabilities.
 ## Observability and Monitoring
 
+### Ebpf Runtime Enforcement
+
+#### Tetragon Platform
+
+  - **(2022)** [==Tetragon (Cilium)==](https://github.com/cilium/tetragon) ⭐ 4749  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.
 ### Runtime Security
 
 #### Falco and K3s Audit Logging
@@ -143,11 +148,6 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Sysdig and Falco Audit Integration
 
   - **(2020)** [sysdig.com: Getting started with Kubernetes audit logs and Falco 🌟](https://www.sysdig.com/blog/kubernetes-audit-log-falco) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how to integrate Kubernetes API audit logs with CNCF Falco to capture real-time control plane actions and alert on malicious requests, credential abuse, or abnormal operational API traffic.
-### eBPF Runtime Enforcement
-
-#### Tetragon Platform
-
-  - **(2022)** [==Tetragon (Cilium)==](https://github.com/cilium/tetragon) ⭐ 4749  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.
 ## Penetration Testing
 
 ### Security Operations
@@ -158,7 +158,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 ### Vulnerability Exploitation
 
   - **(2020)** [labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟](https://bishopfox.com/blog/kubernetes-pod-privilege-escalation) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A highly cited technical analysis demonstrating how misconfigured container host namespaces, capabilities, and volume mounts can be exploited to escape container boundaries and gain full host-level access.
-## Policy-as-Code
+## Policy-as-code
 
 ### Kyverno Administration
 
@@ -178,10 +178,10 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2020)** [tldrsec.com: Risk8s Business: Risk Analysis of Kubernetes Clusters 🌟](https://tldrsec.com/?404=%2Fguides%2Fkubernetes) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive vulnerability catalog and risk analysis guide highlighting exploitation pathways in typical cluster deployments. Highlights the security impacts of insecure volume mounts and metadata service access.
 ## Secrets Management
 
-### HashiCorp Vault Integration
+### Hashicorp Vault Integration
 
   - **(2020)** [learn.hashicorp.com: Integrate a Kubernetes Cluster with an External Vault 🌟](https://developer.hashicorp.com/vault/tutorials/kubernetes-introduction/kubernetes-external-vault) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A practical implementation guide showcasing how to leverage the HashiCorp Vault Agent Injector sidecar to dynamically inject secrets directly into application pods via in-memory tmpfs mounts.
-## Security
+## Security (1)
 
 ### Access Control
 
@@ -197,12 +197,12 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Custom Authentication
 
   - **(2023)** [Implementing a custom Kubernetes authentication method](https://learnkube.com/kubernetes-custom-authentication) [ADVANCED LEVEL]  [LEGACY] β€” Provides a technical blueprint for implementing bespoke authentication strategies using webhook token authentication. It explains the integration of custom identity backends with the kube-apiserver lifecycle. Recommended for highly specialized security architectures with legacy SSO restrictions.
+#### Kubectl Authentication
+
+  - **(2020)** [kubernetes login](https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl)  [LEGACY] β€” A legacy-focused technical exploration explaining the login process flow through kubectl. This article breaks down the historical and contemporary mechanics of authentication helpers and tokens. Ideal for engineers seeking to demystify credential caching behaviors.
 #### RBAC
 
   - **(2022)** [engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role Based Access Control (RBAC)](https://www.dynatrace.com/news/engineering) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into Kubernetes Role-Based Access Control (RBAC) mechanisms and configuration patterns. The guide stresses the architectural importance of the Principle of Least Privilege, outlining best practices for defining Roles and ClusterRoles. Practical mitigation strategies focus on auditing wildcard permissions to avoid escalation risks.
-#### kubectl Authentication
-
-  - **(2020)** [kubernetes login](https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl)  [LEGACY] β€” A legacy-focused technical exploration explaining the login process flow through kubectl. This article breaks down the historical and contemporary mechanics of authentication helpers and tokens. Ideal for engineers seeking to demystify credential caching behaviors.
 ### Application Security
 
 #### Client Security
@@ -210,7 +210,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2022)** [curity.io: Client Security](https://curity.io/resources/client-security)  [COMMUNITY-TOOL] β€” Focuses on security patterns when structuring application clients that interface with identity ecosystems. Covers patterns like Token Handlers and Backend-for-Frontend (BFF) to safely abstract tokens away from client browsers or apps. Reduces target exposures to common cross-site scripting risks.
 ### Architecture
 
-#### DevSecOps
+#### Devsecops
 
   - **(2022)** [thenewstack.io: Securing Kubernetes in a Cloud Native World](https://thenewstack.io/securing-kubernetes-in-a-cloud-native-world)  [COMMUNITY-TOOL] β€” This technical analysis explores how security shifts within high-velocity cloud-native deployments. Outlines strategies for managing immutable infrastructure, dynamic policy updates, and zero-trust routing. Strongly advocates for shifting security controls left and using automated gating engines.
 #### Future Trends
@@ -251,9 +251,9 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Standard Checklists
 
   - **(2023)** [kubernetes.io: Security Checklist 🌟🌟](https://kubernetes.io/docs/concepts/security/security-checklist) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official security checklist published by upstream Kubernetes maintainers. It serves as an authoritative map for hardening cluster networks, applying role access structures, and validating runtimes. Essential baseline documentation for cloud infrastructure engineers.
-### DevSecOps (1)
+### Devsecops (1)
 
-#### CICD Pipeline Security
+#### CICD
 
   - **(2022)** [infoworld.com: 10 steps to automating security in Kubernetes pipelines](https://www.infoworld.com/article/2258136/10-steps-to-automating-security-in-kubernetes-pipelines.html)  [COMMUNITY-TOOL] β€” A ten-step technical blueprint focused on integrating security scanners directly into automated CI/CD deployment pipelines. Covers static application security testing (SAST), secrets detection, and manifest scanning before changes reach staging or production clusters. Outlines shift-left strategies to mitigate misconfiguration deployment risks.
 #### Continuous Security
@@ -284,11 +284,18 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Authentication and Authorization
 
   - **(2022)** [dev.to/thenjdevopsguy: The 4 C’s Of Kubernetes Security](https://dev.to/thenjdevopsguy/the-4-cs-of-kubernetes-security-3i9e) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates enterprise patterns for integrating Kubernetes Role-Based Access Control (RBAC) with corporate directory systems (OIDC, Active Directory). Examines tools like Dex to implement single sign-on (SSO) strategies across multi-cluster environments. Essential reading for cluster operations scaling across departments.
+#### Protocols
+
+  - **(2022)** [curity.io: OAuth 2.0 Overview](https://curity.io/resources/learn/oauth-overview)  [COMMUNITY-TOOL] β€” An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. Underlines secure handling of access, refresh, and id tokens.
+  - **(2022)** [curity.io: OpenID Connect Overview](https://curity.io/resources/learn/openid-connect-overview)  [COMMUNITY-TOOL] β€” Provides a comprehensive architecture overview of OpenID Connect (OIDC) acting as the authentication layer on top of OAuth 2.0. Analyzes ID token syntax, discovery endpoints, and flows for multi-tenant systems. Essential background knowledge for implementing cloud-native federated identities.
 #### SSO
 
   - **(2022)** [dev.to/gabrielbiasi: Automatic SSO in Kubernetes workloads using a sidecar container](https://dev.to/gabrielbiasi/automatic-sso-in-kubernetes-workloads-using-a-sidecar-container-3752)  [COMMUNITY-TOOL] β€” Outlines an automated SSO sidecar integration pattern inside Kubernetes pods, abstracting authentication logic away from application-level containers. Details OAuth token management and redirect intercept strategies executed transparently at the pod level. Simplifies identity integration across multiple microservices.
 ### Identity and Access
 
+#### AKS
+
+  - **(2024)** [From Zero to Hero with Identity and Access Control in Azure Kubernetes Service](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-identity-and-access-control-in-azure-kubernetes-service/4386350) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive handbook for architecting identity boundaries in Azure Kubernetes Service (AKS). It details the integration of Entra ID with native Kubernetes RBAC to eliminate static credentials. Utilizing managed identities ensures secure, audit-compliant interactions with external Azure cloud assets.
 #### AWS IRSA
 
 ##### Hybrid Cloud
@@ -317,7 +324,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 ##### Legacy Tools (1)
 
   - **(2020)** [==gini/dexter==](https://github.com/gini/dexter) ⭐ 168  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Curator Insight: An OIDC-helper CLI tool for generating kubectl credential configurations. Live Grounding: Inactive for over 4 years; considered legacy under Nubenetes MVQ rules. It has been superseded by tools like kubelogin.
-##### OAuth2 Proxy
+##### Oauth2 Proxy
 
   - **(2021)** [geek-cookbook.funkypenguin.co.nz: Using OAuth2 proxy for Kubernetes Dashboard](https://geek-cookbook.funkypenguin.co.nz/recipes/kubernetes/oauth2-proxy)  [COMMUNITY-TOOL] [GUIDE] β€” A configuration guide describing how to wrap the Kubernetes Dashboard and sensitive internal APIs with oauth2-proxy, enabling secure OIDC integrations and SSO workflows.
   - **(2024)** [OpenID Connect](https://openid.net) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official specifications for OpenID Connect, the dominant federation protocol for Kubernetes authentication. Implementing OIDC enables modern clusters to offload authentication to external identity providers like Okta, Keycloak, or Microsoft Entra ID. This standardizes identity tokens globally across decentralized services.
@@ -348,7 +355,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Zero Trust Access
 
   - **(2024)** [paralus.io 🌟](https://www.paralus.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Paralus is an open-source tool for managing access to multi-cluster Kubernetes environments. Offers a centralized portal for configuring Just-In-Time (JIT) access, OIDC integration, auditing, and RBAC synchronization across cloud providers.
-### Identity and Access Management (1)
+### Identity And Access Management
 
 #### Access Control (1)
 
@@ -377,6 +384,13 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2021)** [thenewstack.io: Jetstack Secure Promises to Ease Kubernetes TLS Security](https://thenewstack.io/jetstack-secure-promises-to-ease-kubernetes-tls-security)  [COMMUNITY-TOOL] β€” Analyzes the release and architecture of Jetstack Secure, which simplifies and automates TLS lifecycle tracking via cert-manager. Explains the centralization of public key infrastructures (PKIs) across multi-cluster hybrid clouds. Prevents application downtime caused by unpredicted certificate expirations.
 ### PKI and Certificates
 
+#### Cert-manager
+
+##### Access Control (2)
+
+  - **(2024)** [==github.com/cert-manager: Policy Approver==](https://github.com/cert-manager/approver-policy) ⭐ 90  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.
+  - **(2026)** [==cert-manager/cert-manager==](https://github.com/cert-manager/cert-manager) ⭐ 13859  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.
+  - **(2026)** [cert-manager.io 🌟](https://cert-manager.io/docs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official documentation portal for cert-manager, the standard tool for cloud-native PKI. Explains configuring Issuers and Certificate manifests, detailing dynamic ACME solver pipelines, Let's Encrypt integration, and automated internal trust routing.
 #### Conceptual
 
   - **(2022)** [dev.to: Kubernetes TLS, Demystified 🌟](https://dev.to/otomato_io/possible-paths-2hfc)  [COMMUNITY-TOOL] [GUIDE] β€” Demystifies Kubernetes TLS configurations by explaining public/private key pairs, certificate authorities, client-cert server validations, and common Ingress security setups.
@@ -385,13 +399,6 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 ##### Lets Encrypt
 
   - **(2021)** [rejupillai.com: Let’s Encrypt the Web (for free)](https://rejupillai.com/index.php/2021/03/06/configure-tls-on-gke-ingress-for-free-with-lets-encrypt)  [COMMUNITY-TOOL] [GUIDE] β€” A practical walk-through detailing TLS integration on a GKE Ingress controller. Guides the configuration of HTTP-01 and DNS-01 ACME validations using cert-manager, resulting in automated, free public certificates.
-#### cert-manager
-
-##### Access Control (2)
-
-  - **(2024)** [==github.com/cert-manager: Policy Approver==](https://github.com/cert-manager/approver-policy) ⭐ 90  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.
-  - **(2026)** [==cert-manager/cert-manager==](https://github.com/cert-manager/cert-manager) ⭐ 13859  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.
-  - **(2026)** [cert-manager.io 🌟](https://cert-manager.io/docs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official documentation portal for cert-manager, the standard tool for cloud-native PKI. Explains configuring Issuers and Certificate manifests, detailing dynamic ACME solver pipelines, Let's Encrypt integration, and automated internal trust routing.
 ### Platform Hardening
 
 #### Best Practices (2)
@@ -426,17 +433,22 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2022)** [Neon Mirrors: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno](https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural face-off evaluating Rego-based OPA/Gatekeeper and YAML-native Kyverno. Kyverno offers exceptional ease of use for native K8s manifests, while OPA provides unparalleled expressive power for cross-system policies. It helps architects choose the correct declarative policy engine for high-compliance environments.
 ### Runtime Security (2)
 
+#### Ebpf
+
+  - **(2021)** [developers.redhat.com: Secure your Kubernetes deployments with eBPF](https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deployments-ebpf) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details how eBPF (Extended Berkeley Packet Filter) technology shifts the runtime security paradigm away from heavy, sidecar-based observability architectures. Demonstrates writing and attaching kernel sandboxed utilities to track execution and networking footprints with minimal CPU overhead. Crucial reading for high-scale, security-conscious platform teams.
+#### Ebpf and Cilium
+
+  - **(2021)** [isovalent.com: Detecting a Container Escape with Cilium and eBPF](https://isovalent.com/blog/post/2021-11-container-escape) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth case study of container escape tactics and real-time detection utilizing eBPF and Cilium. It highlights limits of traditional syscall auditing, showcasing how kernel-level hooks identify privilege escalation without agent-induced overhead. Live Grounding points to eBPF-based security as the modern baseline for runtime security orchestration.
 #### Ephemeral Containers
 
   - **(2022)** [xenitab.github.io: Kubernetes Ephemeral Container Security 🌟](https://xenitab.github.io/blog/2022/04/12/ephemeral-container-security) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores security boundaries regarding ephemeral debugging containers, analyzing potential escalation threats through 'kubectl debug'. Highlights how improper RBAC permissions on debugging tools can expose the underlying host or container namespace. Outlines defensive constraints like restricting hostIPC and hostPID mappings.
-#### eBPF
-
-  - **(2021)** [developers.redhat.com: Secure your Kubernetes deployments with eBPF](https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deployments-ebpf) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details how eBPF (Extended Berkeley Packet Filter) technology shifts the runtime security paradigm away from heavy, sidecar-based observability architectures. Demonstrates writing and attaching kernel sandboxed utilities to track execution and networking footprints with minimal CPU overhead. Crucial reading for high-scale, security-conscious platform teams.
-#### eBPF and Cilium
-
-  - **(2021)** [isovalent.com: Detecting a Container Escape with Cilium and eBPF](https://isovalent.com/blog/post/2021-11-container-escape) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth case study of container escape tactics and real-time detection utilizing eBPF and Cilium. It highlights limits of traditional syscall auditing, showcasing how kernel-level hooks identify privilege escalation without agent-induced overhead. Live Grounding points to eBPF-based security as the modern baseline for runtime security orchestration.
 ### Secrets Management (2)
 
+#### Cloud Integrations (1)
+
+##### Azure
+
+  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662)  [COMMUNITY-TOOL] β€” Explores key architectural patterns for integrating Azure Key Vault (AKV) with Azure Kubernetes Service (AKS). Reviews Azure AD Workload Identity federation, the Secrets Store CSI Driver, and AKS-native mechanisms. Enables engineering teams to eliminate static cloud credentials from cluster runtime contexts.
 #### Conceptual (1)
 
   - **(2022)** [macchaffee.com: Plain Kubernetes Secrets are fine 🌟](https://www.macchaffee.com/blog/2022/k8s-secrets)  [COMMUNITY-TOOL] β€” An alternative architectural perspective defending native Kubernetes Secrets. Argues that when matched with strong RBAC controls, namespace boundaries, and cluster-level etcd KMS encryption, native solutions provide sufficient enterprise protection.
@@ -446,7 +458,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### External Secrets
 
   - **(2025)** [==external-secrets.io 🌟==](https://external-secrets.io) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard operator for syncing external secrets management services (like AWS Secrets Manager, Vault, or GCP Secret Manager) into Kubernetes Secret objects. This eliminates storing sensitive configuration inside git repositories, supporting true GitOps workflows. Decoupled and secure, it is a critical security-centric component.
-#### GitOps
+#### Gitops
 
 ##### External Secrets Operator
 
@@ -500,7 +512,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
 #### Case Studies (1)
 
   - **(2021)** [hackerone.com: Authenticated kubernetes principal with restricted permissions can retrieve ingress-nginx serviceaccount token and secrets across all namespaces](https://hackerone.com/reports/1249583) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed post-mortem report demonstrating how restricted cluster principals could extract ingress-nginx service account tokens. This real-world vulnerability highlights the architectural danger of over-privileged system namespaces. It emphasizes the need to isolate and continuously audit ingress controller configurations.
-#### Post-Deployment Scanning
+#### Post-deployment Scanning
 
   - **(2025)** [==kubescape==](https://github.com/kubescape/kubescape) ⭐ 11480  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.
 ### Vulnerability Assessment
@@ -549,7 +561,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2021)** [helpnetsecurity.com: Kubestriker: A security auditing tool for Kubernetes clusters 🌟](https://www.helpnetsecurity.com/2021/05/04/security-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Reviews Kubestriker, a lightweight, agentless open-source security scanner that audits Kubernetes control plane configurations, insecure ports, and IAM roles for vulnerabilities.
 ## Workload Hardening
 
-### Identity and Access Management (2)
+### Identity and Access Management (1)
 
   - **(2020)** [thenewstack.io: Laying the Groundwork for Kubernetes Security, Across Workloads, Pods and Users](https://thenewstack.io/laying-the-groundwork-for-kubernetes-security-across-workloads-pods-and-users) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the multi-dimensional security layers required for modern Kubernetes deployments, addressing workload isolation, Pod Security Standards (PSS), and secure developer workflow patterns.
 ### Pod Security Context
@@ -565,7 +577,7 @@ description: "Top Kubernetes Security resources for 2026, AI-ranked: kube-bench,
   - **(2020)** [gist.github.com: How to protect your ~/.kube/ configuration](https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides hardening steps for securing developer workstation `~/.kube/config` files. Details POSIX permissions adjustments, the usage of credential helpers, and avoiding static administrative token storage.
 
 ---
-πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Crossplane](./crossplane.md)
+πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [IaC](./iac.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/kubernetes-storage.md b/v2-docs/kubernetes-storage.md
index 4356ed56..4d56c958 100644
--- a/v2-docs/kubernetes-storage.md
+++ b/v2-docs/kubernetes-storage.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Longhorn and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes Storage resources for 2026, AI-ranked: Rook, OpenEBS and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubernetes Storage. Cloud Native Storage
 
@@ -20,13 +20,6 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Lon
   - [portworx.com: Kubernetes Persistent Volume Tutorial by Portworx](https://portworx.com/tutorial-kubernetes-persistent-volumes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Kubernetes Persistent Volume Tutorial by Portworx in the Kubernetes Tools ecosystem.
   - [Portworx](https://portworx.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Portworx in the Kubernetes Tools ecosystem.
   - [LightOS](https://www.lightbitslabs.com/product)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering LightOS in the Kubernetes Tools ecosystem.
-## Cloud Architecture and Infrastructure Strategy
-
-### Storage and Hybrid Systems
-
-#### Topology Comparison
-
-  - **(2023)** [**blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds**](https://www.min.io/blog) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the comparative trade-offs between mono-cloud, multi-cloud, and hybrid cloud topologies from an object storage and data gravity perspective. MinIO highlights the critical role of data portability and standardized APIs (S3) in enabling architectural freedom across multi-cloud footprints.
 ## Cloud Infrastructure and Orchestration
 
 ### Storage and Databases
@@ -83,23 +76,6 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Lon
 #### Storage Paradigms (1)
 
   - **(2020)** [thenewstack.io: Compute and Storage Should Be Decoupled for Log Management at Scale](https://thenewstack.io/why-compute-and-storage-should-be-decoupled-for-log-management-at-scale) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural case study advocating for the strict decoupling of compute nodes and storage backends within log-aggregation systems. This pattern, exemplified by Loki and Elasticsearch, ensures that volatile search workloads do not degrade raw historical index durability.
-## Database and Storage
-
-### Storage Infrastructure
-
-#### Persistent Volumes
-
-  - **(2020)** [developers.redhat.com: Persistent storage in action: Understanding Red Hat OpenShift’s persistent volume framework 🌟](https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dives into Red Hat OpenShift's persistent volume (PV) framework, focusing on the Container Storage Interface (CSI). Explains dynamic storage allocation, access modes, and how to safely secure transaction-heavy datastores.
-## Enterprise Integration
-
-### Cloud-Native Storage
-
-#### IBM Spectrum Scale Integration
-
-  - **(2020)** [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](https://www.redbooks.ibm.com/abstracts/redp5565.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads.
-#### IBM Storage Systems
-
-  - **(2022)** [IBM Spectrum](https://www.ibm.com/solutions) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” IBM Spectrum (now rebranded under IBM Storage) delivers enterprise-grade software-defined storage architectures tailored for highly demanding Kubernetes deployments. The portfolio provides integrated high-performance block, file, and object interfaces designed for secure backup, recovery, and dynamic persistent volume management in complex hybrid-cloud ecosystems.
 ## Kubernetes Storage Implementation
 
 ### Persistent Volumes and Provisioners
@@ -121,19 +97,34 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Lon
   - **(2021)** [blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes Volumes](https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed New Relic platform tutorial detailing how Kubernetes Volumes function. It maps practical configurations from local directories up to persistent network volumes, helping engineers establish robust observability patterns around disk metrics.
   - **(2021)** [kubermatic.com: Keeping the State of Apps 1: Introduction to Volume and volumeMounts](https://www.kubermatic.com/blog/keeping-the-state-of-apps-1-introduction-to-volume-and-volumemounts) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A focused architectural introduction explaining the crucial distinction between a declared Volume (the backend data provider) and a volumeMount (how that data is projected inside a container). It covers essential syntax parameters for configuration.
   - **(2021)** [matthewpalmer.net: Filesystem vs Volume vs Persistent Volume 🌟](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-volumes-example-nfs-persistent-volume.html) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer-oriented guide explaining the conceptual differences between filesystems, generic container volumes, and Persistent Volumes. It uses clear examples, such as an NFS-backed Volume, to clarify how and when to use each configuration pattern.
+## Platform Engineering
+
+### Ecosystem
+
+#### Marketplace
+
+  - **(2024)** [Red Hat Marketplace](https://marketplace.redhat.com/sunset) 🌟🌟 [COMMUNITY-TOOL] β€” Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.
 ## Storage
 
+### Distributed Storage
+
+#### Ceph
+
+  - **(2026)** [Red Hat Ceph Storage](https://ceph.io/en) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat Ceph Storage is an enterprise product offering distributed block, file, and object storage coupled with multi-cloud data federation via NooBaa. It incorporates enterprise efficiency tools like global data compression, data deduplication, asynchronous multi-site replication, and strong encryption policies.
 ### Enterprise Storage
 
 #### Legacy Platforms
 
   - **(2020)** [Reduxio](https://www.reduxio.com) [N/A CONTENT]  [LEGACY] β€” Reduxio was an enterprise storage innovator that designed unified primary and secondary storage frameworks with granular, instantaneous recovery capabilities. Though the product has transitioned into a legacy technology, its foundational approaches to metadata-defined back-dating continue to influence cloud-native backup paradigms.
+#### Red Hat Storage
+
+  - **(2021)** [State of OpenShift Container Storage](https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat)  [COMMUNITY-TOOL] β€” This architectural overview analyzes the Red Hat OpenShift Container Storage platform (now OpenShift Data Foundation). It details how combining Ceph, NooBaa, and Rook creates an integrated control plane to deliver multi-cloud block, file, and object endpoints for OpenShift workloads.
 ### Kubernetes CSI
 
 #### Documentation
 
   - **(2026)** [kubernetes-csi.github.io](https://kubernetes-csi.github.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official documentation portal for the Kubernetes Container Storage Interface (CSI) specification. It is the definitive engineering reference for storage vendors developing pluggable drivers and platform architects designing interoperable container storage controllers.
-#### How-To
+#### How-to
 
   - **(2020)** [sklar.rocks: How the CSI (Container Storage Interface) Works](https://sklar.rocks/how-container-storage-interface-works)  [COMMUNITY-TOOL] β€” An instructional overview explaining how the Container Storage Interface (CSI) specification coordinates volume management. It details the precise structural operations between the Kubelet, Kubernetes API servers, and vendor-specific CSI driver components.
 #### S3 Integration
@@ -167,7 +158,7 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Lon
 
   - **(2026)** [iomesh.com](https://www.iomesh.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” IOMesh is an enterprise-oriented cloud-native storage product built to support high-throughput, latency-sensitive database workloads on Kubernetes. By pooling host storage assets and executing performance optimizations in user space, it aims to compete directly with proprietary SAN arrays.
   - **(2021)** [iomesh.com: Outperforming Peer Products, IOMesh Takes Cloud Native Storage to the Next Level](https://www.iomesh.com/blog/announcing_iomesh_preview)  [COMMUNITY-TOOL] β€” An introductory release article for IOMesh, explaining how its cloud-native software-defined architecture delivers bare-metal storage speeds. It emphasizes optimized resource utilization, host pooling mechanics, and integrated security frameworks designed for container workloads.
-#### GlusterFS Orchestration
+#### Glusterfs Orchestration
 
   - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) ⭐ 748  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kadalu is a lightweight, container-native storage solution that utilizes GlusterFS to orchestrate persistent volumes inside Kubernetes. It runs storage services inside application pods as microservices, offering a lightweight alternative to external GlusterFS cluster configurations.
 #### High Performance Block Storage
@@ -180,7 +171,7 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Lon
 #### Local Storage Provisioning
 
   - **(2026)** [==openebs/dynamic-localpv-provisioner: Dynamic Kubernetes Local Persistent' Volumes==](https://github.com/openebs/dynamic-localpv-provisioner) ⭐ 208  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An OpenEBS sub-project designed to provision Kubernetes local hostpath or raw block persistent volumes dynamically. This controller eliminates manual static volume definitions, allowing database applications to seamlessly run at native drive speed while relying on Kubernetes scheduling rules.
-#### NVMe-oF
+#### Nvme-of
 
   - **(2020)** [blocksandfiles.com: Lightbits Labs adds Kubernetes table stakes: CSI support](https://www.blocksandfiles.com/block/2020/06/23/lightbits-labs-adds-kubernetes-table-stakes-csi-support/1598623)  [COMMUNITY-TOOL] β€” An analytical review of Lightbits Labs adding native CSI support to its LightOS platform, bridging disaggregated NVMe-over-Fabrics (NVMe-oF) with Kubernetes. This integration enables low-overhead, hardware-accelerated block storage access for scale-out, high-throughput cloud database deployments.
 #### Open Source Governance
@@ -195,19 +186,22 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Lon
 #### Storage Operators
 
   - **(2026)** [==libopenstorage/stork: Stork - Storage Operator Runtime for Kubernetes==](https://github.com/libopenstorage/stork) ⭐ 401  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Stork (Storage Operator Runtime for Kubernetes) is an open-source utility developed by Portworx to facilitate storage-aware scheduling and backup operations. It communicates with local storage nodes to ensure container workloads are scheduled on the exact physical hardware housing their replicated volumes.
+#### Storage Orchestrators
+
+  - **(2026)** [==Rook==](https://rook.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Rook acts as a production-hardened CNCF graduated storage orchestrator that natively embeds Ceph within Kubernetes. By managing disks, pools, and filesystems as declarative resources, Rook eliminates manual storage administration and bridges Kubernetes-native paradigms with high-availability bare metal storage.
 ### Object Storage (1)
 
-#### MinIO
+#### Minio
 
   - **(2026)** [==min.io==](https://www.min.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” MinIO is a high-performance, S3-compatible object storage platform built specifically for native Kubernetes deployments. Architected for enterprise private clouds, it delivers high-throughput storage for demanding data workloads, including AI training pipelines and distributed object analytics.
 ## Storage and Data
 
 ### Container Attached Storage (2)
 
-#### OpenEBS
+#### Openebs
 
   - **(2023)** [OpenEBS Features and Benefits](https://openebs.io/docs) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive guide to OpenEBS Container Attached Storage (CAS) engine. Details how local volumes, Jiva, and Mayastor architectures allow teams to build highly resilient, dynamic persistent storage volumes directly using local disk pools. CNCF validation confirms OpenEBS's position as a robust storage framework for stateful microservices.
-### Data on Kubernetes
+### Data On Kubernetes
 
 #### Community Hub
 
@@ -215,14 +209,9 @@ description: "Top Kubernetes Storage resources for 2026, AI-ranked: OpenEBS, Lon
 #### Industry Research
 
   - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  [CASE STUDY] [COMMUNITY-TOOL] β€” This classic report maps standard adoption trends of stateful workloads in containerized environments. It highlights performance, operations, and resource efficiency as key factors convincing enterprises to run workloads on native Kubernetes storage pools instead of external infrastructure.
-### Performance Benchmarking
-
-#### Etcd Storage Tuning
-
-  - **(2021)** [ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](https://www.ibm.com/think/cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-tools.md b/v2-docs/kubernetes-tools.md
index 5e654f9c..6c546881 100644
--- a/v2-docs/kubernetes-tools.md
+++ b/v2-docs/kubernetes-tools.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes Tools resources for 2026, AI-ranked: nerdctl, kaniko and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubernetes Plugins, Tools, Extensions and Projects
 
@@ -13,12 +13,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
 ### Distributed Computing
 
-#### Kube-Ray
+#### Kube-ray
 
   - **(2025)** [Kube-Ray](https://github.com/ray-project/kuberay) ⭐ 2541  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: An open-source Kubernetes Operator enabling the deployment and management of Ray clusters. Live Grounding: Serves as the backbone for distributed machine learning workloads on Kubernetes, abstracting compute node scaling, memory configuration, and actor scheduling.
 ## API Gateway
 
-### OpenAPI
+### Openapi
 
 #### Ingress Generators
 
@@ -27,7 +27,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
 ### API Gateway (1)
 
-#### gRPC and REST
+#### Grpc and REST
 
   - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) ⭐ 19918  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” gRPC-Gateway is an essential reverse-proxy tool that automatically translates incoming RESTful JSON requests into high-performance gRPC calls. By parsing protobuf service definitions, it maintains single-source API schemas while accommodating heterogeneous web clients. This tool is widely adopted across high-throughput microservice meshes that require seamless external-facing REST APIs.
 ## Application Delivery
@@ -39,15 +39,15 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2024)** [==kubewebhook==](https://github.com/slok/kubewebhook) ⭐ 630  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A powerful SDK designed to streamline the implementation of Mutating and Validating Admission Webhooks in Go. It handles the low-level JSON patching and routing boilerplate, allowing developers to focus solely on custom validation rules and business policies.
 ### Build Tools
 
-#### Kubernetes-Native Build
+#### Kubernetes-native Build
 
   - **(2024)** [shipwright-io/build: shipwright](https://github.com/shipwright-io/build) ⭐ 810  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Shipwright is an extensible, CNCF-backed framework for building container images directly within Kubernetes. By utilizing Tekton pipelines under the hood, Shipwright abstractly supports multiple build strategies, including Kaniko, Cloud Native Buildpacks, and Source-to-Image. It enables platform engineering teams to define a secure, centralized image-building service for developers.
-#### Source-to-Image
+#### Source-to-image
 
   - **(2024)** [**openshift/source-to-image**](https://github.com/openshift/source-to-image) ⭐ 2536  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Source-to-Image (S2I) is an enterprise-hardened build tool that compiles source code directly into ready-to-run container images by injecting code into a builder image. Originally built as a core component of Red Hat OpenShift, it offers repeatable, secure, and Dockerfile-free image builds. S2I remains highly relevant for secure enterprise workflows avoiding privileged Docker socket access.
 ### CICD
 
-#### GitOps
+#### Gitops
 
   - **(2026)** [**werf/werf**](https://github.com/werf/werf) ⭐ 4694  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Werf is a mature, GitOps-driven deployment tool that bridges the gap between raw application code and active Kubernetes clusters. By handling container builds, Helm chart execution, and multi-tier rollout monitoring under a single interface, it simplifies continuous integration pipelines. Live grounding shows robust enterprise adoption due to its deterministic rebuild prevention and active build caching.
 ### Configuration Management
@@ -72,10 +72,10 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Case Studies
 
   - **(2021)** [evilmartians.com: Kubing Rails: stressless Kubernetes deployments with Kuby](https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deployments-with-kuby) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive developer case study by Evil Martians on utilizing Kuby to containerize and deploy complex Ruby on Rails applications. It highlights how Kuby solves the common configuration overhead of asset compilation, database migrations, and sidekiq worker scaling inside Kubernetes.
-#### Ruby on Rails
+#### Ruby On Rails
 
   - **(2022)** [Kuby](https://getkuby.io) [RUBY CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Kuby is a configuration and deployment wrapper tailored for Ruby on Rails applications running on Kubernetes. It abstracts the creation of complex Dockerfiles, Helm charts, and ingress resources into a single Ruby DSL, enabling Rails developers to deploy to cloud clusters without deep Kubernetes expertise.
-### GitOps (1)
+### Gitops (1)
 
 #### Continuous Delivery
 
@@ -111,7 +111,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Developer Platforms
 
   - **(2022)** [acorn-io/acorn](https://github.com/obot-platform/obot) ⭐ 829  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Acorn, which evolved towards the Obot platform under its maintainers, is a container-native application deployment framework. It simplifies standard Kubernetes complexity, packaging microservices, networks, and storage into clean, self-contained runtimes.
-#### SaaS Provisioning
+#### Saas Provisioning
 
 ##### Operators
 
@@ -124,7 +124,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Standards
 
   - **(2024)** [cnab.io: CNABs facilitate the bundling, installing and managing of container-native' apps β€” and their coupled services](https://cnab.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The Cloud Native Application Bundle (CNAB) specification is a unified ecosystem standard for packaging, installing, and managing multi-service distributed apps. It merges disparate structures like Helm, Terraform, and Docker images into one lifecycle contract. The initiative is critical for complex hybrid-cloud delivery.
-### Platform-as-a-Service
+### Platform-as-a-service
 
 #### Developer Experience
 
@@ -132,7 +132,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Internal Developer Platforms
 
   - **(2024)** [**Qovery/engine: Qovery Engine 🌟**](https://github.com/Qovery/engine) ⭐ 2446  [RUST CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Qovery Engine is a high-performance Rust-based library designed to provision and deploy applications on Kubernetes-based cloud infrastructure (AWS, GCP, Azure). Serving as the abstraction layer beneath the Qovery PaaS, it handles DNS, load balancers, database instances, and secure ingress configurations. It provides a developer-centric alternative to raw Helm or Terraform code.
-### Serverless and BaaS
+### Serverless and Baas
 
 #### Development Framework
 
@@ -165,7 +165,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2026)** [kapp 🌟](https://carvel.dev/kapp) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kapp is an extremely granular and robust deployment tool from the Carvel suite. It treats groups of resources as logical applications, calculating precise dependency graphs and displaying real-time execution plans.
 ### Image Building
 
-#### Cluster-Native Build
+#### Cluster-native Build
 
   - **(2021)** [kubectl build (formerly known as kubectl-kaniko)](https://github.com/kvaps/kubectl-build) ⭐ 148  [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin that allows developers to build container images directly within a remote Kubernetes cluster utilizing the Google Kaniko engine. This eliminates the requirement of running docker-in-docker or local build daemons.
 ### Manifest Generation (1)
@@ -212,7 +212,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Ruby Deployment
 
   - **(2021)** [cuber-cloud/cuber-gem: CUBER](https://github.com/cuber-cloud/cuber-gem) ⭐ 714  [RUBY CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Cuber is a deployment tool tailored specifically for Ruby environments. It packages Rails and Rack codebases and automates deployment execution onto Kubernetes backends with zero complex YAML writing.
-### PaaS Frameworks
+### Paas Frameworks
 
 #### Developer Experience (1)
 
@@ -240,27 +240,32 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
   - **(2022)** [infoq.com: AWS Releases Multi-Cloud Kubernetes Autoscaler Karpenter](https://www.infoq.com/news/2022/01/karpenter-kubernetes-autoscaler) 🌟🌟 [COMMUNITY-TOOL] β€” An architectural review of Karpenter's multi-cloud aspirations, discussing its modular architecture designed to eventually support non-AWS providers like Azure and GCP. The piece highlights Karpenter's native API integration and dynamic workload scheduling.
   - **(2021)** [techcrunch.com: AWS launches Karpenter, an open source autoscaler for Kubernetes' clusters](https://techcrunch.com/2021/11/30/aws-launches-karpenter-an-open-source-autoscaler-for-kubernetes-clusters) 🌟🌟 [COMMUNITY-TOOL] β€” TechCrunch's launch coverage of Karpenter, detailing AWS's strategic move to address Kubernetes Autoscaler inefficiencies. The article outlines Karpenter's direct EC2 provisioning architecture, positioning it as an open-source, vendor-agnostic tool designed to improve cluster scaling speed and cost-efficiency.
-#### Just-in-Time Nodes
+#### Just-in-time Nodes
 
   - **(2026)** [==Karpenter==](https://karpenter.sh) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Karpenter is a high-performance, Kubernetes-native cluster autoscaler originally developed by AWS and now part of the CNCF. Unlike traditional Cluster Autoscalers that interact with node groups, Karpenter bypasses orchestrator limits to provision customized compute instances directly based on pending pod requirements. This drastically minimizes scheduling latency and optimizes bare-metal/EC2 pricing and spot resource usage.
 #### Tutorials
 
   - **(2022)** [blog.kloia.com: Karpenter Cluster Autoscaler](https://blog.kloia.com/karpenter-cluster-autoscaler-76d7f7ec0d0e) 🌟🌟🌟 [COMMUNITY-TOOL] β€” This practical guide walks through configuring Karpenter on AWS EKS. It outlines essential IAM roles, Helm deployment values, and Karpenter 'Provisioner' (NodePool) definitions. A structured onboarding resource for platform engineers transitioning away from Kubernetes Cluster Autoscaler.
   - **(2022)** [dev.to: Karpenter: The Better Autoscaling Solution for Kubernetes- Part' 1](https://dev.to/aws-builders/karpenter-the-better-autoscaling-solution-for-kubernetes-part-1-4pd5) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The first installment of a tutorial series explaining why Karpenter outperforms traditional autoscaling models. The article details the core operational differences, node-provisioning delays in older architectures, and provides a clear breakdown of Karpenter's YAML configuration structures.
-## CICD and Delivery
+## CICD (1)
 
+### Github Actions
+
+#### Developer Tooling
+
+  - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) ⭐ 480  [GO CONTENT] 🌟🌟 [LEGACY] β€” Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands.
 ### Supply Chain Security
 
 #### Artifact Signing
 
   - **(2021)** [tektoncd/chains](https://github.com/tektoncd/chains) ⭐ 271  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A custom controller from the Tekton project that handles supply chain security by signing tasks and pipeline run artifacts. Integrated with Sigstore, it generates cryptographic proof and provenance data to secure continuous delivery pipelines.
-## CICD Pipeline
+## CICD and DevOps
 
-### GitHub Actions
+### CICD (2)
 
-#### Developer Tooling
+#### Terraform Release Management
 
-  - **(2021)** [Gama: Terminal UI for GitHub Actions](https://github.com/termkit/gama) ⭐ 480  [GO CONTENT] 🌟🌟 [LEGACY] β€” Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands.
+  - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags.
 ## Cloud Infrastructure
 
 ### AWS
@@ -276,7 +281,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Spot Instances
 
   - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) ⭐ 1757  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2 instance maintenance events, Spot interruptions, or ASG rebalance recommendations. Gracefully drains affected nodes, maintaining overall cluster operational reliability.
-### Infrastructure as Code
+### Infrastructure As Code
 
 #### Schema Generation
 
@@ -285,7 +290,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
 ### Kubernetes
 
-#### CICD and Builds
+#### CICD (3)
 
   - **(2026)** [container-registry.com: Lifting Developers’ Productivity 🌟](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of the BuildKit CLI integration for 'kubectl'. It empowers developers to build container images directly within active Kubernetes execution scopes, leveraging distributed cache backends and eliminating local docker daemon dependencies.
 ## Cloud Native Networking
@@ -295,11 +300,21 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Integration Tools
 
   - **(2020)** [ekglue - Envoy/Kubernetes glue](https://github.com/jrockway/ekglue) ⭐ 29  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight utility developed to bridge Envoy configuration directly with Kubernetes API endpoints. It parses Kubernetes services and endpoints to dynamically construct Envoy-compatible bootstrap configurations. While highly illustrative of early custom control plane mechanics, it has largely been superseded by native Kubernetes Gateway API and modern Envoy-based ingress controllers.
-## Cloud Native Platforms
+## Cloud Native Operations
 
 ### Kubernetes (1)
 
-#### Multi-Arch Telemetry
+#### Configuration Management (1)
+
+  - **(2021)** [**k8syaml.com 🌟**](https://k8syaml.com) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive web environment designed to generate clean, standard Kubernetes manifests based on best-practice configurations. It enables operators to construct and validate resources without writing boilerplate templates from scratch.
+#### Policy Enforcement
+
+  - **(2021)** [**dev.to: Automating quality checks for Kubernetes YAMLs**](https://dev.to/wkrzywiec/automating-quality-checks-for-kubernetes-yamls-398) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical guide demonstrating how to integrate automated quality controls for Kubernetes manifests within build pipelines. It explains how to combine linters and security checks to validate configurations before they are deployed.
+## Cloud Native Platforms
+
+### Kubernetes (2)
+
+#### Multi-arch Telemetry
 
   - **(2025)** [==Cluster Monitoring stack for ARM / X86-64 platforms==](https://github.com/carlosedp/cluster-monitoring) ⭐ 754  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.
 ## Cloud Native Security
@@ -309,7 +324,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Admission Control (1)
 
   - **(2021)** [==Guard==](https://github.com/kubeguard/guard) ⭐ 620  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Guard (by Appscode) is an advanced authentication and authorization engine built for Kubernetes, allowing secure webhook integrations with identity providers. Useful for scaling zero-trust validation within multi-tenant clusters.
-## Cloud-Native Platforms
+## Cloud-native Platforms
 
 ### Developer Experience (2)
 
@@ -363,7 +378,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Multi-tenant Provisioner
 
   - **(2021)** [salesforce/Craft](https://github.com/salesforce/craft) ⭐ 91  [GO CONTENT] [ADVANCED LEVEL] 🌟 [LEGACY] β€” Salesforce Craft was a specialized framework built for designing, orchestrating, and provisioning scalable multi-tenant infrastructure. It has since been archived, with its capabilities transitioned to Cloud Provider APIs and Cluster API.
-### Configuration Management (1)
+### Configuration Management (2)
 
 #### Dynamic Metadata
 
@@ -392,7 +407,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Timezone Controller
 
   - **(2021)** [k8tz/k8tz: Kubernetes Timezone Controller](https://github.com/k8tz/k8tz) ⭐ 524  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An admission controller that automates timezone configuration inside Kubernetes container workloads. It mounts host tzdata directories and sets dynamic environment options without manual pod manifest updates.
-### Multi-Cluster Orchestration
+### Multi-cluster Orchestration
 
 #### Case Studies (2)
 
@@ -406,7 +421,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Hyperscale Management
 
   - **(2026)** [**Gardener**](https://github.com/gardener/gardener) ⭐ 3394  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Gardener is an advanced open-source CNCF incubating platform designed to manage the lifecycle of thousands of Kubernetes clusters (called shoot clusters) across diverse cloud environments using the 'Kubernetes-on-Kubernetes' pattern. It implements control planes as pods inside admin seeds, ensuring unified, scalable, and highly automated cloud-agnostic day-2 operations.
-### Multi-Tenancy
+### Multi-tenancy
 
 #### Virtualization
 
@@ -451,14 +466,14 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) ⭐ 5441  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly critical Kubernetes SIG project that addresses scheduling drift by continuously examining running pods against modified constraints, evicting pods that violate affinities, taints, topology spreads, or resource capacities.
 ## Configuration
 
-### CDK and DSLs
+### CDK and Dsls
 
-#### CDK8s
+#### Cdk8s
 
   - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) ⭐ 4823  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.
-## Configuration Management (2)
+## Configuration Management (3)
 
-### Declarative GitOps
+### Declarative Gitops
 
 #### Kustomize Extensions
 
@@ -466,12 +481,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Packaging (1)
 
   - **(2020)** [**Kpt**: Packaging up your Kubernetes configuration with git and YAML since' 2014 **(Google)**](https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A declarative configuration packaging and customization tool based on the 'WYSIWYG' model. Leveraging KRM (Kubernetes Resource Model), it enables users to package, fetch, customize, and validate raw YAML files using a structured pipeline approach instead of complex templating.
-### GitOps (2)
+### Gitops (2)
 
 #### Alternative Specs
 
   - **(2021)** [Jabos](https://github.com/srfrnk/jabos) ⭐ 3  [JAVASCRIPT CONTENT] 🌟 [EMERGING] β€” Jabos (Just Another Bunch of Specs) is an experimental developer-centric GitOps workflow tool. It attempts to dramatically simplify Kubernetes configurations by utilizing abstract JSON/JS specifications instead of verbose YAML manifests, compiling down to standard Kubernetes APIs. While creative, it remains a low-adoption hobbyist project.
-### IaC and SDKs
+### IaC and Sdks
 
 #### CDK
 
@@ -493,7 +508,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) ⭐ 2531  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” An essential static analysis tool that inspects files, Helm releases, and live clusters to detect deprecated or removed Kubernetes API versions. Prevents cluster upgrade disruptions by proactively targeting obsolete resource configurations.
 ## Container Orchestration
 
-### Kubernetes (2)
+### Kubernetes (3)
 
 #### EKS
 
@@ -507,7 +522,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2024)** [==Floci - An AWS Local Emulator Alternative==](https://github.com/floci-io/floci) ⭐ 14064  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints.
 ## Continuous Integration and Delivery
 
-### Cloud Native CI-CD
+### CICD (4)
 
 #### Tekton UI Extensions
 
@@ -521,7 +536,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) ⭐ 15992  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive resource collection tracking ecosystem projects, documentation, configurations, and utilities. It serves as a comprehensive reference guide for cloud-native architects looking to select vetted tooling across networking, storage, security, and developer platforms.
 ## Data Engineering
 
-### MLOps Platforms
+### Mlops Platforms
 
 #### Orchestration
 
@@ -538,13 +553,6 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Real-time Streaming
 
   - **(2025)** [github.com/DataCater/datacater (real-time, cloud-native data pipeline platform)](https://github.com/DataCater/datacater) ⭐ 83  [SCALA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” DataCater is a cloud-native platform designed to build real-time Change Data Capture (CDC) and data streaming pipelines. It helps transfer events cleanly across heterogeneous databases using declarative Kubernetes-native custom resources and lightweight containerized processors.
-## Database
-
-### Operator
-
-#### Oracle
-
-  - **(2024)** [El Carro: The Oracle Operator for Kubernetes 🌟](https://github.com/GoogleCloudPlatform/elcarro-oracle-operator) ⭐ 212  [GO CONTENT] 🌟🌟 [LEGACY] β€” An open-source Kubernetes operator developed by Google Cloud that automates the provisioning, lifecycle management, backup, restore, and monitoring of Oracle databases. It leverages Custom Resource Definitions (CRDs) to orchestrate complex Oracle database tasks in a declarative, cloud-native manner. In 2026, it continues to be a crucial tool for enterprises modernizing legacy database infrastructure.
 ## Database and Storage Management
 
 ### Data Administration
@@ -554,11 +562,18 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) ⭐ 3546  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
 ## Database Orchestration
 
-### Database-as-a-Service
+### Database-as-a-service
 
-#### SaaS Builders
+#### Saas Builders
 
   - **(2022)** [kuberlogic](https://github.com/kuberlogic/kuberlogic) ⭐ 228  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Kuberlogic is an open-source operator-driven engine designed to turn standard open-source databases (PostgreSQL, MySQL, Redis) into a managed Database-as-a-Service (DBaaS) on Kubernetes. It automates backups, scaling, auto-healing, and monitoring, providing a self-hosted alternative to RDS. However, it remains a smaller community effort.
+## Databases
+
+### Operator
+
+#### Oracle
+
+  - **(2024)** [El Carro: The Oracle Operator for Kubernetes 🌟](https://github.com/GoogleCloudPlatform/elcarro-oracle-operator) ⭐ 212  [GO CONTENT] 🌟🌟 [LEGACY] β€” An open-source Kubernetes operator developed by Google Cloud that automates the provisioning, lifecycle management, backup, restore, and monitoring of Oracle databases. It leverages Custom Resource Definitions (CRDs) to orchestrate complex Oracle database tasks in a declarative, cloud-native manner. In 2026, it continues to be a crucial tool for enterprises modernizing legacy database infrastructure.
 ## Declarative Configuration
 
 ### Operator (1)
@@ -568,21 +583,26 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2021)** [jsonnet-controller](https://github.com/pelotech/jsonnet-controller) ⭐ 73  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A Kubernetes operator designed to evaluate Jsonnet templates and apply the generated manifests directly to the cluster. This allows teams to maintain dynamic, parameterized infrastructure definitions natively without external rendering steps. As of 2026, the project is relatively dormant but remains a unique reference for templating controllers.
 ## Delivery
 
-### CICD (1)
+### CICD (5)
 
 #### Spinnaker
 
   - **(2022)** [Minnaker](https://github.com/armory/minnaker) ⭐ 156  [SHELL CONTENT] 🌟🌟 [LEGACY] β€” An installer package developed by Armory to spin up a single-node Spinnaker instance quickly inside a lightweight Kubernetes cluster (using K3s). It was designed to facilitate Spinnaker evaluations and local sandbox development. By 2026, as Spinnaker's market footprint contraction continued, the Minnaker repository is considered a legacy reference project.
 ## Deployment and Delivery
 
-### CICD and Delivery (1)
+### CICD (6)
 
 #### Developer Productivity
 
   - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs.
+### Platform Engineering
+
+#### Kubernetes Management
+
+  - **(2025)** [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An open-source, tool-agnostic application management platform for Kubernetes. Unifies discrete CI/CD workflows, GitOps, observability tooling, and cluster resource debugging into a single visual interface, drastically lowering cognitive load.
 ## DevOps
 
-### Infrastructure as Code (1)
+### Infrastructure As Code (1)
 
 #### Pulumi
 
@@ -592,13 +612,6 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Kubernetes Validation
 
   - **(2026)** [github.com/yannh/kubeconform 🌟](https://github.com/yannh/kubeconform) ⭐ 3066  [GO CONTENT] 🌟🌟 [ENTERPRISE-STABLE] β€” A ultra-fast, modern Kubernetes manifest validator written in Go, acting as a direct replacement for kubeval. Validates resources against official OpenAPI schemas, automatically caching custom resource definitions (CRDs) in offline environments. Recognized globally as a de facto tool for GitOps CI verification.
-## DevOps and CICD
-
-### CICD Automation
-
-#### Terraform Release Management
-
-  - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) ⭐ 223  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags.
 ## Developer Experience (3)
 
 ### CLI Tools
@@ -612,7 +625,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Version Management
 
   - **(2020)** [asdf-kubectl](https://github.com/asdf-community/asdf-kubectl) ⭐ 131  [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A community-maintained plugin for the asdf extendable version manager, designed to install and manage multiple versions of kubectl. It facilitates deterministic local environments by locking Kubernetes CLI versions per project.
-#### Visual terminal
+#### Visual Terminal
 
   - **(2019)** [kubernetes-sigs/kui](https://github.com/kubernetes-retired/kui) ⭐ 2899  [TYPESCRIPT CONTENT] 🌟🌟🌟 [LEGACY] β€” A hybrid visual/command-line tool built on Electron to interact with Kubernetes APIs. Note: This project is retired/archived by the Kubernetes-SIGs group; alternative options include active terminal tools such as k9s or Lens.
 ### CLI Utilities
@@ -633,7 +646,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Traffic Management
 
   - **(2022)** [==kubectl-isolate==](https://github.com/yteraoka/kubectl-isolate) ⭐ 10  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A troubleshooting plugin that temporarily isolates running pods from Service network targets by modifying selector labels. Enables in-depth live diagnostics on broken pod targets without tearing down functional setups.
-### Configuration Management (3)
+### Configuration Management (4)
 
 #### Visual Generators
 
@@ -686,7 +699,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2022)** [kubedev 🌟](https://relferreira.github.io/kubedev) [GO CONTENT]  [COMMUNITY-TOOL] β€” A local desktop application wrapper giving developers real-time graphical insights into running local clusters. Simplifies common developer workflows like tailing logs, inspecting port-forwards, and viewing state changes without context-switching.
 ## Development
 
-### CICD (2)
+### CICD (7)
 
 #### Testing
 
@@ -726,9 +739,9 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Data Formatting
 
   - **(2021)** [patrickdappollonio/tabloid: tabloid -- your tabulated data's best friend](https://github.com/patrickdappollonio/tabloid) ⭐ 47  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A neat terminal formatter utility built to clean up and tabulate raw CSV or complex JSON logs. It aids platform engineers during data extraction steps, structuring CLI outputs for debugging purposes.
-### Cluster-in-Cluster
+### Cluster-in-cluster
 
-#### Kubernetes in Kubernetes
+#### Kubernetes In Kubernetes
 
   - **(2021)** [Trendyol/kink](https://github.com/Trendyol/kink) ⭐ 383  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” KinK (Kubernetes in KinD) facilitates running KinD (Kubernetes in Docker) clusters directly inside existing Kubernetes environments. It is ideal for nested testing topologies, advanced operators, and ephemeral CI/CD platforms.
 ### Kubeconfig Management
@@ -787,26 +800,26 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Controller
 
   - **(2024)** [Metacontroller](https://github.com/metacontroller/metacontroller) ⭐ 993  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An add-on for Kubernetes that simplifies writing custom controllers by letting developers implement business logic via webhooks in any programming language. It manages the low-level API mechanics of watching, syncing, and reconciling resources, reducing operator boilerplate. Widely maintained by the community through 2026, it is an elegant bridge for non-Go operators.
-## FinOps
+## Finops
 
 ### Resource Optimization (1)
 
-#### Right-Sizing
+#### Right-sizing
 
   - **(2025)** [==robusta-dev/krr==](https://github.com/robusta-dev/krr) ⭐ 4616  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Robusta KRR (Kubernetes Resource Recommender) is an open-source CLI tool that optimizes resource requests and limits. By collecting and analyzing historical usage metrics from Prometheus, KRR outputs actionable recommendations to prevent pod OOM-kills while cutting unnecessary CPU and memory over-allocations, making it a critical FinOps instrument.
-## FinOps and Cloud Cost
+## Finops and Cloud Cost
 
-### IaC FinOps
+### IaC Finops
 
 #### AI Optimization
 
   - **(2024)** [**OpenOps: No-Code FinOps Automation Platform with AI**](https://github.com/openops-cloud/openops) ⭐ 1035  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused resources.
-### Kubernetes FinOps
+### Kubernetes Finops
 
 #### Tooling (1)
 
   - **(2023)** [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. Helps engineers understand how container limits, requests, and node sizing translate into monthly cloud charges.
-## GitOps and Configuration
+## Gitops and Configuration
 
 ### Alternative Templating
 
@@ -815,7 +828,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2018)** [vadosware.io: Using Makefiles And Envsubst As An Alternative To Helm And' Ksonnet (deprecated)](https://vadosware.io/post/using-makefiles-and-envsubst-as-an-alternative-to-helm-and-ksonnet) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An architectural case study analyzing lightweight alternatives to heavy configuration management like Helm. The author describes substituting complex tools with standard Makefiles and `envsubst` to dynamically compile and execute clean manifests.
 ### Continuous Deployment (1)
 
-#### Declarative GitOps (1)
+#### Declarative Gitops (1)
 
   - **(2016)** [utilitywarehouse/kube-applier](https://github.com/utilitywarehouse/kube-applier) ⭐ 28  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A declarative GitOps loop utility that periodically reads configurations from a Git host and applies them directly. Kube-applier serves as a lightweight, historical predecessor to larger systems like ArgoCD.
 ### Dynamic Configurations
@@ -829,7 +842,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Migration Tools (2)
 
   - **(2021)** [arttor/helmify](https://github.com/arttor/helmify) ⭐ 1738  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An automation utility that converts standard declarative Kubernetes manifests directly into valid, paramaterized Helm charts. It simplifies migrations and accelerates the distribution setup of packaged deployments.
-### Infrastructure as Code (2)
+### Infrastructure As Code (2)
 
 #### Python Representation
 
@@ -839,7 +852,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Kustomize Extensions (1)
 
   - **(2021)** [viaduct-ai/kustomize-sops](https://github.com/viaduct-ai/kustomize-sops) ⭐ 836  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An open-source generator and transformer plugin that natively integrates Mozilla SOPS into Kustomize workflows. It resolves the problem of committing sensitive plaintext files by decrypting configuration values on-the-fly inside deployment cycles.
-## GitOps and Delivery
+## Gitops and Delivery
 
 ### Application Promotion
 
@@ -849,12 +862,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Packaging Formats
 
   - **(2018)** [==Porter==](https://porter.sh) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Porter is an open-source tool built around the Cloud Native Application Bundle (CNAB) specification. By bundling Helm charts, Terraform configurations, and raw bash scripts into a single OCI-compliant registry artifact, it provides standardized enterprise installer flows.
-### CICD Orchestration
+### CICD (8)
 
 #### Deployment Helpers
 
   - **(2022)** [==github.com/lsdopen/ahoy==](https://github.com/lsdopen/ahoy) ⭐ 78  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Ahoy streamlines deployment validation in delivery pipelines by managing Kubernetes manifest configurations. It works as an intermediary script engine to verify configuration structures prior to deployment execution. It helps teams ensure compliance inside automated pipelines.
-### Configuration Management (4)
+### Configuration Management (5)
 
 #### Developer Productivity (1)
 
@@ -875,7 +888,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2021)** [==github.com/updatecli/updatecli==](https://github.com/updatecli/updatecli) ⭐ 930  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Updatecli is a declarative dependency management engine designed to automate updates across infrastructure manifests and Dockerfiles. It uses configuration files to track external sources (like GitHub releases) and apply updates to Git targets. It reduces manual maintenance chores in GitOps repositories.
 ## Image Building (2)
 
-### In-Cluster Builds
+### In-cluster Builds
 
 #### Build Frameworks
 
@@ -924,7 +937,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Educational Content (1)
 
   - **(2022)** [youtube.com: How to Write Software That Sets Up Kubernetes Anywhere with Kubermatic Kubeone](https://www.youtube.com/watch?v=BJufhuPK2DY&ab_channel=Kubermatic) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An in-depth engineering presentation explaining how to build software capable of bootstrap-installing Kubernetes on any physical host or bare-metal provider, showcasing the architectural internals of the open-source KubeOne tool.
-#### Multi-Cloud
+#### Multi-cloud
 
   - **(2023)** [Ksctl: Cloud Agnostic Kubernetes Management tool](https://github.com/ksctl/ksctl) ⭐ 269  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A cloud-agnostic cluster management command-line tool designed to easily deploy HA clusters across different hyperscalers like AWS, Azure, GCP, or Civo, and local environments such as kind, maintaining standardized bootstrap workflows.
 ### Configuration (1)
@@ -957,7 +970,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) ⭐ 15767  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kaniko is an open-source tool developed by Google to build container images from Dockerfiles inside containerized environments (like Kubernetes) without requiring a privileged Docker daemon. It executes each instruction in the Dockerfile entirely in user space, avoiding risky Docker-in-Docker (DinD) security practices. Kaniko remains a de facto standard tool for secure, isolated cloud-native CI/CD build environments.
 ### Control Plane
 
-#### etcd Management
+#### Etcd Management
 
   - **(2018)** [github.com/kubernetes-sigs/etcdadm ⭐](https://github.com/kubernetes-retired/etcdadm) ⭐ 747  [GO CONTENT] 🌟🌟🌟 [LEGACY] β€” A retired cluster administration tool inspired by kubeadm, designed to provision and operate secure, HA etcd clusters. Although deprecated in the Kubernetes-retired ecosystem, it served as a foundational pattern for bootstrap orchestrators.
 ### Cost Optimization (3)
@@ -986,12 +999,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### OCI Specification
 
   - **(2025)** [==github.com/distribution/distribution==](https://github.com/distribution/distribution) ⭐ 10470  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Distribution project (formerly Docker Registry) is the foundational codebase implementing the OCI Distribution Specification. It powers the backbone of enterprise image registries worldwide, coordinating reliable, high-performance container manifest storage, replication, and secure transport.
-### Multi-Cloud Provisioning
+### Multi-cloud Provisioning
 
 #### Cluster Management (2)
 
   - **(2026)** [github.com/Berops/claudie](https://github.com/Berops/claudie) ⭐ 782  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Claudie is an innovative multi-cloud Kubernetes cluster provisioner that enables users to create highly secure, hybrid-infrastructure clusters across different cloud providers. By abstracting provider APIs, it treats raw machines from AWS, Azure, and bare-metal pools as unified node pools under a single control plane. It is highly valued by systems architects seeking to avoid cloud vendor lock-in.
-### Multi-Cluster Management
+### Multi-cluster Management
 
 #### Federation
 
@@ -1018,9 +1031,9 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Rolling Upgrades
 
   - **(2024)** [==RollingUpgrade==](https://github.com/keikoproj/upgrade-manager) ⭐ 138  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An AWS-integrated upgrade manager operator that coordinates automated rolling restarts and updates of autoscaling group instances. Ensures worker nodes are drained safely and sequentially without causing disruptions to critical services.
-### Platform Engineering
+### Platform Engineering (1)
 
-#### GitOps Platforms
+#### Gitops Platforms
 
   - **(2021)** [**github.com/kubefirst/kubefirst**](https://github.com/konstructio/kubefirst) ⭐ 2049  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Kubefirst (by Konstructio) delivers an instant, fully integrated GitOps platform on Kubernetes, orchestrating cert-manager, External Secrets, Vault, Argo CD, and Terraform. It offers a standardized Git-driven operations roadmap out of the box.
 ### Provisioning (2)
@@ -1040,7 +1053,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2022)** [Another Autoscaler](https://github.com/dignajar/another-autoscaler) ⭐ 80  [GO CONTENT] 🌟 [EMERGING] β€” An experimental autoscaler designed to evaluate external metrics or queue lengths and dynamically adjust replica counts outside standard HPA paths. In 2026, while development is minimal, it serves as an excellent reference for engineers building decoupled custom autoscaling loops using Go APIs.
 ### Scheduling (1)
 
-#### Load-Aware
+#### Load-aware
 
   - **(2024)** [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) ⭐ 1295  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.
 #### Simulator
@@ -1103,9 +1116,16 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2023)** [learnk8s.io/real-time-dashboard](https://learnkube.com/real-time-dashboard) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An educational workspace resource demonstrating how to build dynamic, real-time dashboards to trace Kubernetes state shifts. Details WebSocket connections, SSE streaming, and reactive rendering engines to visualize namespace status.
   - **(2022)** [containerjournal.com: 9 Open Source Developer Tools for Kubernetes](https://cloudnativenow.com/features/9-open-source-developer-tools-for-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A curated round-up of nine vital open-source developer tools for Kubernetes. Evaluates Skaffold, Telepresence, Lens, and others, emphasizing their utility in shortening development feedback loops and streamlining local cluster integrations.
   - **(2022)** [infoworld.com: 15 tools that make Kubernetes easier](https://www.infoworld.com/article/2265016/15-tools-that-make-kubernetes-easier.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An evaluation of fifteen open-source CLI and dashboard tools designed to simplify day-to-day Kubernetes cluster operations. Analyzes lightweight management applications, manifest syntax linters, and network connectivity utilities.
-#### FinOps and Analytics
+#### Finops and Analytics
 
   - **(2024)** [==**kube-opex-analytics** 🌟==](https://github.com/realopslabs/kubeledger) ⭐ 481  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source utility designed to collect and visualize resource allocation analytics across multiple clusters. Evaluates usage histories, helps calculate workload cost distributions, and identifies over-provisioned namespace configurations.
+## Infrastructure As Code (3)
+
+### Kubernetes Provisioning
+
+#### Migration
+
+  - **(2026)** [pulumi/kube2pulumi](https://github.com/pulumi/kube2pulumi) ⭐ 107  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Open-source command-line tool designed to convert static Kubernetes YAML templates or dynamically generated Helm outputs directly into isomorphic, compilable Pulumi configurations.
 ## Infrastructure Optimization
 
 ### Cost Management
@@ -1113,16 +1133,9 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Tooling (2)
 
   - **(2022)** [KubeSurvival 🌟](https://github.com/aporia-ai/kubesurvival) ⭐ 187  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A scanning utility that audits existing clusters to determine the absolute cheapest VM instance shapes capable of hosting current workloads. Ensures high-availability parameters and compute requirements are fully met before suggesting migration profiles.
-## Infrastructure as Code (3)
+## Kubernetes (4)
 
-### Kubernetes Provisioning
-
-#### Migration
-
-  - **(2026)** [pulumi/kube2pulumi](https://github.com/pulumi/kube2pulumi) ⭐ 107  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Open-source command-line tool designed to convert static Kubernetes YAML templates or dynamically generated Helm outputs directly into isomorphic, compilable Pulumi configurations.
-## Kubernetes (3)
-
-### AIOps
+### Aiops
 
 #### Diagnostics
 
@@ -1139,7 +1152,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Tutorials (1)
 
   - **(2023)** [Kubernetes: Un tour por los comandos bΓ‘sicos](https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A rapid-format video tutorial introducing basic kubectl commands to junior administrators. It provides quick visual examples of resource inspection, namespace switching, and logs viewing.
-### Multi-Tenancy (1)
+### Multi-tenancy (1)
 
 #### Namespace Management
 
@@ -1159,16 +1172,16 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Visualization
 
   - **(2022)** [==github.com/oslabs-beta/oslabs==](https://github.com/oslabs-beta/KubernOcular) ⭐ 65  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KubernOcular is an open-source visualizer and troubleshooting tool designed to map and monitor live Kubernetes topologies. It helps operators identify bottlenecks and configuration misalignments by representing workloads and networking rules in an intuitive graphical flow.
-### Platform Engineering (1)
+### Platform Engineering (2)
 
 #### Control Planes
 
   - **(2022)** [salaboy.com: Building platforms on top of Kubernetes: VCluster and Crossplane](https://www.salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-and-crossplane) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An architectural analysis exploring how to assemble developer platforms using Crossplane for cloud resource provisioning and vcluster for lightweight, isolated virtual control planes. It underscores the modern paradigm of 'Kubernetes as a control plane' rather than just a container orchestrator.
 ## Kubernetes and Container Orchestration
 
-### Platform Engineering (2)
+### Platform Engineering (3)
 
-#### AppOps and GitOps
+#### Appops and Gitops
 
   - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
 ## Kubernetes and Scaling
@@ -1213,7 +1226,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Serverless ML
 
   - **(2019)** [==KFServing 🌟==](https://github.com/kserve/kserve) ⭐ 5573  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KServe (formerly KFServing) provides a highly performant, serverless machine learning inference platform on Kubernetes. It abstracts raw routing, scaling, and GPU configurations, supporting frameworks like TensorFlow, PyTorch, and ONNX.
-## Multi-Cluster
+## Multi-cluster
 
 ### Control Plane (1)
 
@@ -1225,7 +1238,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Operator Framework (1)
 
   - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) ⭐ 291  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.
-## Multi-Cluster Management (1)
+## Multi-cluster Management (1)
 
 ### Hybrid Cloud
 
@@ -1236,7 +1249,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
 ### CNI and Overlay
 
-#### WireGuard VPN
+#### Wireguard VPN
 
   - **(2025)** [github.com/squat/kilo](https://github.com/squat/kilo) ⭐ 2263  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kilo is a cloud-native network CNI overlay built on WireGuard, designed to seamlessly secure cross-cluster networking, hybrid cloud environments, and distributed edge nodes. It allows remote servers to safely communicate within a single unified Kubernetes networking fabric.
 ### Port Forwarding (1)
@@ -1259,7 +1272,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Load Balancing
 
   - **(2019)** [==kube-vip==](https://github.com/kube-vip/kube-vip) ⭐ 2859  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kube-Vip is a lightweight virtual IP and load balancer engine designed for bare-metal Kubernetes environments, offering high availability for both control planes and LoadBalancer-type services. Operating as a DaemonSet, it negotiates IP addresses.
-### Multi-Cluster Routing
+### Multi-cluster Routing
 
 #### Traffic Engineering
 
@@ -1273,7 +1286,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2022)** [==Kubectl SSH Proxy 🌟==](https://github.com/little-angry-clouds/kubectl-ssh-proxy) ⭐ 48  [BASH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A practical utility that transparently proxies SSH connections directly to destination pods. It simplifies system administration overhead by avoiding node SSH exposure, utilizing native Kubernetes authorization mechanisms to execute secure diagnostics.
 ### CNI
 
-#### Multi-Network
+#### Multi-network
 
   - **(2025)** [**multus-cni 🌟**](https://github.com/k8snetworkplumbingwg/multus-cni) ⭐ 2882  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Container Network Interface (CNI) plugin that enables attaching multiple network interfaces to a single Kubernetes pod, delegating individual networks to auxiliary CNIs (such as Calico, Flannel, or SR-IOV). It remains the absolute standard in 2026 for high-performance networks, telecom applications, and dual-homed containers.
 ### DNS
@@ -1286,6 +1299,11 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Routing Controllers
 
   - **(2024)** [==borchero/switchboard: Switchboard==](https://github.com/borchero/switchboard) ⭐ 163  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Switchboard functions as a Kubernetes-native dynamic router and DNS management hub. It coordinates with global DNS service APIs to orchestrate routing policies, mapping live cluster ingress nodes automatically to external domain registrations.
+### Ebpf Diagnostics
+
+#### Traffic Analysis
+
+  - **(2026)** [github.com/k8spacket/k8spacket](https://github.com/k8spacket/k8spacket) ⭐ 1097  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” K8spacket is an eBPF-based network analyzer designed to visualize network packet flows, latencies, and TCP connection anomalies across active namespaces. By using eBPF, it captures network performance data with negligible resource overhead compared to standard sidecar proxies. The project is popular for troubleshooting application latency issues and tracing microservice request dependencies.
 ### Ingress and Edge
 
 #### Integration
@@ -1298,15 +1316,25 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2019)** [Kourier](https://github.com/knative-extensions/net-kourier) ⭐ 333  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An Envoy-based Ingress gateway specifically designed to serve as the default network layer for Knative Serving. It provides a lightweight, highly responsive routing layer to handle rapid scale-to-zero cold starts.
 ### Ingress Controllers
 
-#### Nginx and MetalLB Integration
+#### Nginx And Metallb Integration
 
   - **(2022)** [adaltas.com: Ingresses and Load Balancers in Kubernetes with MetalLB and' nginx-ingress](https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This architectural tutorial details the integration of MetalLB with the NGINX Ingress Controller on a bare-metal cluster. It step-by-step configures Layer 2 address pools and links them with NGINX, illustrating the traffic path from external clients to internal cluster IP services. An ideal entry point for understanding bare-metal edge ingress topologies.
+### Iptables Analysis
+
+#### Troubleshooting
+
+  - **(2026)** [github.com/box/kube-iptables-tailer](https://github.com/box/kube-iptables-tailer) ⭐ 549  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.
+### Kube-proxy Next Generation
+
+#### Deep-dive
+
+  - **(2021)** [kubernetes.io: Use KPNG to Write Specialized kube-proxiers](https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxiers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An official Kubernetes architectural blog post introducing KPNG (Kube-Proxy Next Generation). The article details how KPNG splits kube-proxy into a central, API-watching controller and specialized backends (e.g., IPVS, NFTables, eBPF), enabling network engineers to write highly optimized routing layers.
 ### Load Balancing (1)
 
 #### Bare Metal (2)
 
   - **(2026)** [purelb/purelb](https://gitlab.com/purelb/purelb) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” PureLB is an open-source LoadBalancer provider for bare-metal Kubernetes environments that integrates directly with standard Linux routing tables. Unlike alternatives relying on complex BGP routing or ARP spoofing, it assigns physical address blocks dynamically to interface routing setups. This approach ensures high compatibility with virtualization networks and standard network monitoring tools.
-#### MetalLB Configuration
+#### Metallb Configuration
 
   - **(2022)** [patrick.easte.rs: Forging an optimal MetalLB configuration](https://patrick.easte.rs/post/2022/forging-optimal-metallb-config) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive technical guide analyzing optimal MetalLB deployments on bare-metal Kubernetes. The author outlines routing configurations using BGP and Layer 2 modes, detailing how to avoid common ARP issues and optimize IP address pool management. It serves as an essential reference for engineers seeking stable on-premises external load balancing.
 ### Microservices Routing
@@ -1321,33 +1349,23 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2021)** [abhirockzz/kubexpose-operator](https://github.com/abhirockzz/kubexpose-operator) [GO CONTENT]  [EMERGING] [LEGACY] β€” An experimental Go-based operator designed to automatically create Ingress resources or load balancers for annotated services. Designed as a learning showcase for Kubebuilder workflows, this project is archived in 2026 but remains a valuable reference for custom ingress generation patterns.
 ### Overlay Networks
 
-#### WireGuard VPN (1)
+#### Wireguard VPN (1)
 
   - **(2025)** [**NetMaker**](https://github.com/gravitl/netmaker) ⭐ 11628  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.
-### eBPF Diagnostics
+## Networking and Multi-cluster
 
-#### Traffic Analysis
-
-  - **(2026)** [github.com/k8spacket/k8spacket](https://github.com/k8spacket/k8spacket) ⭐ 1097  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” K8spacket is an eBPF-based network analyzer designed to visualize network packet flows, latencies, and TCP connection anomalies across active namespaces. By using eBPF, it captures network performance data with negligible resource overhead compared to standard sidecar proxies. The project is popular for troubleshooting application latency issues and tracing microservice request dependencies.
-### iptables Analysis
-
-#### Troubleshooting
-
-  - **(2026)** [github.com/box/kube-iptables-tailer](https://github.com/box/kube-iptables-tailer) ⭐ 549  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.
-### kube-proxy Next Generation
-
-#### Deep-Dive
-
-  - **(2021)** [kubernetes.io: Use KPNG to Write Specialized kube-proxiers](https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxiers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An official Kubernetes architectural blog post introducing KPNG (Kube-Proxy Next Generation). The article details how KPNG splits kube-proxy into a central, API-watching controller and specialized backends (e.g., IPVS, NFTables, eBPF), enabling network engineers to write highly optimized routing layers.
-## Networking and Multi-Cluster
-
-### Cross-Cluster Communication
+### Cross-cluster Communication
 
 #### Coordination Frameworks
 
   - **(2021)** [uw-labs.github.io: Kubernetes Semaphore: A modular and nonintrusive framework' for cross cluster communication](https://uw-labs.github.io/blog/kubernetes,/multicluster/2021/07/21/kube-semaphore-intro.html) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A modular, non-intrusive framework facilitating cross-cluster orchestration and synchronized tasks. It addresses inter-cluster resource coordination without requiring deep, heavy service meshes or persistent site-to-site VPN tunnels.
 ## Networking and Security
 
+### Access Control (1)
+
+#### Identity Gateways
+
+  - **(2026)** [==Teleport 🌟==](https://github.com/gravitational/teleport) ⭐ 20488  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier multi-protocol infrastructure access gateway. Teleport consolidates SSH, database, web app, and Kubernetes API session access into an audited, identity-backed portal with detailed record-keeping, biometric integration, and enterprise access reviews.
 ### Admission Control (3)
 
 #### DNS Configuration
@@ -1387,7 +1405,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Exporters
 
   - **(2022)** [==kube-bench-exporter==](https://github.com/yashvardhan-kukreja/kube-bench-exporter) ⭐ 12  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated exporter designed to scrape kube-bench CIS compliance output files and convert them into standard Prometheus metrics. This allows SREs to implement real-time security scanning and continuous integration metrics directly on Grafana.
-#### OpenShift Audit
+#### Openshift Audit
 
   - **(2021)** [==OpenShiftKubeAudit==](https://github.com/AICoE/OpenShiftKubeAudit) ⭐ 10  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A compliance auditing utility designed specifically to scan Red Hat OpenShift architectures. It checks active security profiles, configurations, and SCCs (Security Context Constraints) to trace potential misconfigurations or vulnerabilities within enterprise installations.
 ### Service Access
@@ -1434,7 +1452,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Pod Status
 
   - **(2023)** [==KSS - Kubernetes pod status on steroid==](https://github.com/chmouel/kss) ⭐ 43  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A CLI utility designed to enhance pod status visibility, extracting high-fidelity information from Kubernetes clusters in real-time. It visualizes container terminations, restarts, and readiness probes with rich colors and status indicators, addressing the visual limitations of native `kubectl get pods`.
-### ChatOps
+### Chatops
 
 #### Collaboration Platforms
 
@@ -1459,17 +1477,22 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### CLI Extensions
 
   - **(2021)** [github.com/JamesTGrant/kubectl-debug](https://github.com/JamesTGrant/kubectl-debug) ⭐ 373  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.
+#### Ebpf
+
+  - **(2025)** [**inspektor-gadget/inspektor-gadget**](https://github.com/inspektor-gadget/inspektor-gadget) ⭐ 2846  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced eBPF-based debugging and observability framework for Kubernetes clusters. It instruments system calls, network flows, and filesystem activities directly at the kernel level without injecting sidecars, delivering low-overhead runtime inspection and security auditing.
 #### Pre-flight Checks
 
   - **(2025)** [github.com/replicatedhq/troubleshoot](https://github.com/replicatedhq/troubleshoot) ⭐ 582  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A framework providing preflight checks and support-bundle collection capabilities for Kubernetes applications. Crucial for enterprise environments deploying applications onto heterogeneous on-premises or customer-managed clusters.
-#### eBPF
-
-  - **(2025)** [**inspektor-gadget/inspektor-gadget**](https://github.com/inspektor-gadget/inspektor-gadget) ⭐ 2846  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced eBPF-based debugging and observability framework for Kubernetes clusters. It instruments system calls, network flows, and filesystem activities directly at the kernel level without injecting sidecars, delivering low-overhead runtime inspection and security auditing.
 ### Deployment Monitoring
 
 #### Libraries
 
   - **(2026)** [werf/kubedog](https://github.com/werf/kubedog) ⭐ 745  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubedog is an open-source Go library designed to track and stream real-time logs and events from Kubernetes resources during active rollouts. By operating directly inside pipelines, it allows tools like Werf to react immediately to failing Pods or failing startup probes. Real-world validation highlights its utility for building customized deployment dashboards and intelligent pipeline gates.
+### Ebpf Diagnostics (1)
+
+#### Distributed Tracing
+
+  - **(2026)** [**odigos**](https://github.com/odigos-io/odigos) ⭐ 3657  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Odigos is a powerful distributed tracing auto-instrumentation engine that leverages eBPF technology to instrument microservice architectures without code changes. It automatically discovers active services, hooks into internal runtimes, and streams OpenTelemetry traces directly to collectors. It has emerged as a preferred solution for platform teams seeking zero-to-hero observability coverage.
 ### Event Management
 
 #### Exporters (1)
@@ -1493,17 +1516,17 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2026)** [groundcover-com/murre](https://github.com/groundcover-com/murre) ⭐ 319  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Murre is an elegant, lightweight command-line tool designed to query CPU and memory usage statistics from clusters without running Prometheus or Metric Server. By querying the internal Kubelet summary endpoints directly, it quickly provides resource overhead views on any environment. It is ideal for debugging workloads on edge systems where tracking resource consumption must be low-overhead.
 ### Network Observability
 
-#### eBPF (1)
+#### Ebpf (1)
 
   - **(2022)** [dev.to: Pixie: an X-ray Machine for Kubernetes Traffic](https://dev.to/otomato_io/pixie-an-x-ray-machine-for-kubernetes-traffic-23pd) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive technical overview of Pixie, a CNCF-hosted, eBPF-powered observability framework. The guide details how Pixie leverages eBPF kernel probes to dynamically capture SQL commands, HTTP traffic, and performance metrics without code changes or sidecar injection overhead.
 ### Performance and Kernel
 
-#### eBPF Monitoring
+#### Ebpf Monitoring
 
   - **(2022)** [==kube-ebpf-exporter 🌟==](https://github.com/ahas-sigs/kube-ebpf-exporter) ⭐ 55  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Prometheus-compatible exporter that translates system events captured via custom eBPF programs into actionable metrics. This allows platform engineers to trace low-level syscalls, file system latency, and network performance with minimal overhead. The project represents a growing shift toward kernel-level observability.
 ### UI Clients
 
-#### Multi-Cluster (1)
+#### Multi-cluster (1)
 
   - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) ⭐ 311  [C# CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.
 ### UI Dashboards (2)
@@ -1519,11 +1542,6 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Visualization (2)
 
   - **(2026)** [kateyes.co.uk](https://www.kateyes.co.uk) [GO CONTENT]  [COMMUNITY-TOOL] β€” Kateyes serves as a community diagnostic portal providing lightweight cluster visualization and monitoring utilities. It assists platform teams in mapping real-time cluster workloads without deploying heavy, resource-intensive metrics databases. It remains an accessible option for local environment tracking and simplified administrative monitoring.
-### eBPF Diagnostics (1)
-
-#### Distributed Tracing
-
-  - **(2026)** [**odigos**](https://github.com/odigos-io/odigos) ⭐ 3657  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Odigos is a powerful distributed tracing auto-instrumentation engine that leverages eBPF technology to instrument microservice architectures without code changes. It automatically discovers active services, hooks into internal runtimes, and streams OpenTelemetry traces directly to collectors. It has emerged as a preferred solution for platform teams seeking zero-to-hero observability coverage.
 ## Observability and Diagnostics
 
 ### Cluster Management Platforms
@@ -1536,6 +1554,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Port Forwarding (3)
 
   - **(2023)** [==github.com/hcavarsan/kftray ⭐==](https://github.com/hcavarsan/kftray) ⭐ 1524  [TYPESCRIPT / RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KFTray is a desktop-native menubar utility designed to manage multiple simultaneous kubectl port forwarding connections. It simplifies complex local development loops by allowing engineers to save, group, and dynamically trigger port-forward rules across distinct clusters and namespaces.
+### Ebpf Observability
+
+#### Application Monitoring
+
+  - **(2020)** [==px.dev: Pixie==](https://px.dev) [C++ / GO / PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Pixie is a CNCF-sandbox eBPF-driven observability platform designed to monitor Kubernetes workloads with zero manual code instrumentation. It dynamically gathers telemetry data including network flow and CPU usage profiles by tapping directly into the Linux kernel.
+  - **(2020)** [==github.com: Pixie - Instant Kubernetes-Native Application Observability==](https://github.com/pixie-io/pixie) ⭐ 6462  [C++ / GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An entry detailing the Pixie platform's open-source repository, which provides automatic kernel-level telemetry extraction using advanced eBPF probes. This allows immediate system-wide analysis of microservice network communications without app modifications.
 ### Log Aggregation
 
 #### CLI Utilities (4)
@@ -1551,12 +1575,6 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
   - **(2023)** [==github.com/yonahd/kor==](https://github.com/yonahd/kor) ⭐ 1798  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kor is an out-of-the-box orphan resource finder that helps platform teams reclaim cluster resources by identifying unused ConfigMaps, Secrets, ServiceAccounts, and PVCs. Featuring stdout, JSON, and Prometheus metrics outputs, it easily embeds into monitoring pipelines to optimize cluster costs.
   - **(2022)** [==github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps==](https://github.com/yonahd/orphaned-configmaps) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity and security exposure. It is a targeted utility for regular cluster housekeeping.
-### eBPF Observability
-
-#### Application Monitoring
-
-  - **(2020)** [==px.dev: Pixie==](https://px.dev) [C++ / GO / PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Pixie is a CNCF-sandbox eBPF-driven observability platform designed to monitor Kubernetes workloads with zero manual code instrumentation. It dynamically gathers telemetry data including network flow and CPU usage profiles by tapping directly into the Linux kernel.
-  - **(2020)** [==github.com: Pixie - Instant Kubernetes-Native Application Observability==](https://github.com/pixie-io/pixie) ⭐ 6462  [C++ / GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An entry detailing the Pixie platform's open-source repository, which provides automatic kernel-level telemetry extraction using advanced eBPF probes. This allows immediate system-wide analysis of microservice network communications without app modifications.
 ## Observability and Monitoring
 
 ### Runtime Security
@@ -1589,7 +1607,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Inspection Tools
 
   - **(2020)** [wangjia184/pod-inspector](https://github.com/wangjia184/pod-inspector) [GO CONTENT]  [COMMUNITY-TOOL] β€” A localized tool developed to inspect and audit target pod environments. It analyzes container variables, runtime logs, and interface networks directly inside running clusters to facilitate rapid diagnosis.
-### Real-Time Monitoring
+### Real-time Monitoring
 
 #### Diagnostics (1)
 
@@ -1615,7 +1633,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Kubectl Plugin
 
   - **(2021)** [Armada kubectl plugin 🌟](https://github.com/night-gold/armada) ⭐ 15  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized kubectl plugin designed to streamline the execution of commands across multiple clusters and namespaces simultaneously. It aims to reduce context-switching overhead for multi-cluster operators. In 2026, this tool remains a lightweight, niche CLI utility, largely superseded by more comprehensive multi-cluster management control planes.
-#### Multi-Execution
+#### Multi-execution
 
   - **(2022)** [kubectl-tmux-exec](https://github.com/predatorray/kubectl-tmux-exec) ⭐ 141  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A highly practical kubectl plugin that leverages tmux to multiplex exec connections across multiple Kubernetes pods simultaneously. It allows administrators to run interactive CLI tasks in parallel, with separate panes synchronized for keyboard input. In 2026, it remains an indispensable power-user CLI utility for on-the-fly multi-pod troubleshooting.
 #### Query
@@ -1673,7 +1691,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2021)** [enterprisersproject.com: Kubernetes: 6 open source tools to put your cluster' to the test](https://enterprisersproject.com/article/2021/5/kubernetes-6-open-source-tools-to-test-clusters) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An informative article highlighting six open-source testing and validation tools for Kubernetes clusters. Outlines utilities like Sonobuoy, Polaris, and Popeye, providing cluster operators with a solid reference framework for auditing workload compliance.
 ### Cluster Querying
 
-#### OSQuery Integration
+#### Osquery Integration
 
   - **(2020)** [==Kube_query==](https://github.com/Isan-Rivkin/kube_query) ⭐ 13  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A developer-focused diagnostic tool that applies SQL query patterns to inspect active Kubernetes cluster states, mimicking OSQuery mechanisms. It simplifies resource discovery by enabling relational SQL queries across Pods, Services, and Deployments. While offering clean diagnostic convenience, live tracking indicates the project remains a niche developer utility.
 ### Cluster Upgrades
@@ -1736,7 +1754,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
   - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) ⭐ 200  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated garbage collection plugin built to find and purge orphan, dangling, or unattached configuration structures. It keeps the target cluster clean by purging long-running stale objects, lowering overall management overhead.
   - **(2024)** [Qovery/pleco](https://github.com/Qovery/pleco) ⭐ 228  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Pleco is an automated garbage collection utility that monitors cloud providers and Kubernetes clusters to delete stale, expired, or orphaned resources (such as EBS volumes, load balancers, and namespaces). It is widely utilized in dynamic test-environment setups to avoid unnecessary infrastructure expenses.
-### GitOps and Delivery (1)
+### Gitops and Delivery (1)
 
 #### Application Delivery (1)
 
@@ -1787,7 +1805,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Visualizer
 
   - **(2021)** [sciuro](https://github.com/cloudflare/sciuro) ⭐ 180  [TYPESCRIPT CONTENT] 🌟🌟 [EMERGING] β€” An experimental graphical interface developed by Cloudflare to visualize Kubernetes workloads, cluster nodes, and networking paths in real time. It was designed to highlight resource topology and mapping structures. In 2026, the repository is unmaintained but serves as an informative architectural archetype for web UI mapping.
-### Platform Engineering (3)
+### Platform Engineering (4)
 
 #### Control Planes (1)
 
@@ -1871,7 +1889,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Resource Navigation
 
   - **(2021)** [kubectl-fuzzy 🌟](https://github.com/d-kuro/kubectl-fuzzy) ⭐ 167  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A CLI plugin for kubectl that integrates fuzzy filtering capabilities via fzf. It streamlines cluster operations by enabling interactive search and selection of pods, namespaces, deployments, and logs directly from the terminal.
-### GitOps Verification
+### Gitops Verification
 
 #### State Difference
 
@@ -1927,12 +1945,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Custom Resources (1)
 
   - **(2021)** [cloud-ark/caastle](https://github.com/cloud-ark/caastle) ⭐ 26  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” An application-focused operator designed to manage multi-tiered applications in Kubernetes using structured Custom Resources. By coordinating complex dependency lifecycles across different services, it attempts to simplify custom operator architecture. In 2026, it is primarily viewed as a research-level project.
-### PaaS
+### Paas
 
 #### Cloud Foundry
 
   - **(2022)** [cf-for-k8s](https://github.com/cloudfoundry/cf-for-k8s) ⭐ 292  [GO CONTENT] 🌟🌟 [LEGACY] β€” An implementation of Cloud Foundry designed to run natively on Kubernetes, blending the Cloud Foundry developer experience (cf push) with Kubernetes infrastructure. By 2026, this repository is archived as Cloud Foundry has transitioned its Kubernetes strategy toward more modular tools (like Korifi), rendering this specific integrated project a legacy reference.
-## Platform Engineering (4)
+## Platform Engineering (5)
 
 ### Application Delivery (2)
 
@@ -1950,7 +1968,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2022)** [==kubernetes-common-services==](https://github.com/ManagedKube/kubernetes-common-services) ⭐ 129  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository hosting template manifests and configuration blueprints for common supporting platform infrastructure. Includes readily deployable definitions for monitoring stacks, ingress controllers, certificate issuers, and log forwarders.
 ### Cluster Distributions
 
-#### NoOps Platforms
+#### Noops Platforms
 
   - **(2021)** [==Deckhouse: NoOps Kubernetes platform 🌟==](https://github.com/deckhouse/deckhouse) ⭐ 1311  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deckhouse is an out-of-the-box, NoOps-oriented Kubernetes platform distribution that fully automates cluster bootstrapping, configuration management, and patching. Incorporating built-in monitoring, ingress, security, and bare-metal support modules, it operates as a self-healing system.
 ### Control Plane Design
@@ -1961,7 +1979,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2021)** [==kcp: a prototype of a Kubernetes API server that is not a Kubernetes cluster' - a place to create, update, and maintain Kube-like APIs with controllers above or without clusters==](https://github.com/kcp-dev/kcp) ⭐ 2785  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” KCP acts as a highly customizable prototype of a Kubernetes API server that functions completely independent of physical container nodes. It serves as a foundational platform for control plane building, multi-cluster API management, and physical-compute scheduling abstraction.
 ### Custom Control Planes
 
-#### Multi-Tenancy (2)
+#### Multi-tenancy (2)
 
   - **(2024)** [Arktos](https://github.com/futurewei-cloud/arktos) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An alternative, heavily modified Kubernetes runtime architecture optimized for massive multi-tenancy scales. Introduces partition-based controllers and native multi-tenant routing directly inside the API server context.
 ### Developer Productivity (3)
@@ -1978,7 +1996,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### UI Tools (4)
 
   - **(2020)** [k8studio](https://k8studio.io) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” K8Studio is a desktop graphical user interface designed to simplify multi-cluster Kubernetes administration and visualization. It presents a dynamic topological map of running cluster workloads, enabling live log streaming and terminal executions.
-### Infrastructure as Code (4)
+### Infrastructure As Code (4)
 
 #### Terraform and AWS
 
@@ -1995,7 +2013,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Frameworks (1)
 
   - **(2026)** [syntasso/kratix](https://github.com/syntasso/kratix) ⭐ 753  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kratix is a modular framework built to help platform engineering teams construct customized Internal Developer Platforms (IDPs). Using the concept of 'Promises', it permits engineers to define declarative APIs that generate multi-step orchestration workflows across multiple infrastructure planes. Grounding showcases its fast-growing appeal for companies seeking to build bespoke self-service capabilities without locking into heavy commercial portals.
-### Kubernetes GitOps and Packaging
+### Kubernetes Gitops and Packaging
 
 #### Alternative Deployment Engines
 
@@ -2018,15 +2036,15 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
   - **(2025)** [==KubeLinter==](https://github.com/stackrox/kube-linter) ⭐ 3469  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals.
   - **(2024)** [==github: Kubernetes JSON Schemas 🌟==](https://github.com/instrumenta/kubernetes-json-schema) ⭐ 337  [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An archive of automatically generated JSON Schemas extracted from official Kubernetes API definitions. Historically key for linting, now superseded by modern integrated IDE validation engines and CRD schemas.
-### Multi-Cluster Routing (1)
+### Multi-cluster Routing (1)
 
 #### Fleet Orchestration
 
   - **(2021)** [==github.com/clusternet==](https://github.com/clusternet/clusternet) ⭐ 1437  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Clusternet is an open-source, multi-cluster management framework designed to orchestrate application deployment across heterogeneous cloud-to-edge Kubernetes networks. It decouples control planes by introducing push and pull-based scheduling mechanisms, allowing seamless policy propagation.
   - **(2020)** [==open-cluster-management.io==](https://open-cluster-management.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open Cluster Management (OCM) is a modular, extensible CNCF project designed to orchestrate fleets of Kubernetes clusters at scale. It defines standardized API abstractions for cluster registration, application deployment policies, and compliance management.
-### Multi-Tenancy (3)
+### Multi-tenancy (3)
 
-#### Policy Enforcement
+#### Policy Enforcement (1)
 
   - **(2020)** [==platformengineering.org/tools/capsule ⭐==](https://platformengineering.org/tools/capsule) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Capsule provides native multi-tenancy in single Kubernetes clusters by implementing lightweight tenant abstractions. Operating as a custom operator, it manages namespaces without replacing standard Kubernetes APIs or creating separate control planes. It is highly valued for enforcing governance limits in shared enterprise platforms.
 ### Service Mesh Management
@@ -2075,14 +2093,14 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2023)** [==kondense 🌟==](https://github.com/unagex/kondense) ⭐ 368  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kondense is an open-source, lightweight auto-tuning utility for Kubernetes.
 - Runs asynchronously to analyze workload consumption and dynamically update resource definitions.
 - Aims to reduce idle node overhead with minimal configuration.
-### FinOps (1)
+### Finops (1)
 
 #### Cluster Scale Down
 
   - **(2021)** [govirtuo/kube-ns-suspender 🌟](https://github.com/kube-ns-suspender/kube-ns-suspender) ⭐ 84  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A cloud-cost mitigation helper designed to scale down resources in designated Kubernetes namespaces during idle hours (e.g., nights and weekends). It intercepts workload resources like Deployments and StateSets to reduce overhead.
 ## Runtime
 
-### WebAssembly Wasm
+### Webassembly wasm
 
 #### Container Engines
 
@@ -2099,7 +2117,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Experimental
 
   - **(2018)** [github.com/rothgar/bashScheduler](https://github.com/rothgar/bashScheduler) [BASH CONTENT] [ADVANCED LEVEL]  [EMERGING] β€” An experimental Kubernetes scheduler written entirely in Bash. It is exclusively intended for academic learning, illustrating scheduling queues, node filtering, and binding phases to developers wanting to grasp scheduler-manager communication without compiled code complexity.
-### Multi-Cluster (2)
+### Multi-cluster (2)
 
 #### Batch Workloads (1)
 
@@ -2111,7 +2129,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2024)** [Azure/placement-policy-scheduler-plugins](https://github.com/Azure/placement-policy-scheduler-plugins) ⭐ 55  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This repository contains custom scheduling plugins for the Kubernetes default scheduler, built by Azure. They implement advanced scheduling topologies like strict fault-domain placement, proximity-based scheduling, and specialized multi-tenant constraints, providing deep scheduling control for hyperscale enterprise architectures.
 ## Security (1)
 
-### Access Control (1)
+### Access Control (2)
 
 #### RBAC Audit
 
@@ -2140,7 +2158,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Proxy
 
   - **(2023)** [kube-oidc-proxy](https://github.com/jetstack/kube-oidc-proxy) ⭐ 476  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A reverse proxy that adds OIDC authentication to managed Kubernetes clusters (e.g., EKS, GKE, AKS) where modifying API server flags directly is restricted. It intercepts incoming API server requests, validates the OIDC token, and impersonates the user utilizing Kubernetes user impersonation headers. Active through 2026, it serves as a critical bridge for enterprise security compliance on managed platforms.
-### CICD Security
+### CICD (9)
 
 #### Identity and Access (1)
 
@@ -2170,12 +2188,12 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Rootless Kubernetes
 
   - **(2024)** [rootless-containers/usernetes](https://github.com/rootless-containers/usernetes) ⭐ 970  [GO CONTENT] 🌟🌟🌟 [EMERGING] β€” Usernetes is an experimental project executing entire Kubernetes clusters (including kubelet, container runtime, and control plane) as unprivileged user sessions (rootless). By leveraging user namespaces, it mitigates severe host privilege escalation risks. Despite performance and networking constraints, it represents a crucial paradigm for high-security multi-tenant nodes.
-### DevSecOps
+### Devsecops
 
 #### Resources
 
   - **(2021)** [stackrox.io: Top 9 Open Source DevSecOps Tools for Kubernetes in 2021 🌟](https://www.stackrox.io/blog/top-9-open-source-devsecops-tools-for-kubernetes) [HTML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive industry blog post and list curating essential open-source DevSecOps utilities for securing Kubernetes workloads, detailing tools for network policy enforcement, static analysis, runtime protection, and compliance. In 2026, it serves as an excellent historical guide highlighting the rapid evolution of Kubernetes security paradigms.
-### DevSecOps Platforms
+### Devsecops Platforms
 
 #### Vulnerability Management
 
@@ -2212,7 +2230,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Linting
 
   - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) ⭐ 839  [TYPESCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Validkube is a unified web-based scanning utility that combines Polaris, Trivy, and Kube-linter to analyze and secure Kubernetes manifest configurations. By consolidating multiple linters, it allows platform engineers to quickly identify security flaws, deprecations, and configuration drift in raw YAML files. The tool is highly suited for quick manual checks and rapid validation workflows.
-### Multi-Tenancy (4)
+### Multi-tenancy (4)
 
 #### Case Studies (3)
 
@@ -2234,7 +2252,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 ##### Legacy Tools (1)
 
   - **(2018)** [==box/kube-exec-controller==](https://github.com/box/kube-exec-controller) ⭐ 126  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.
-### Policy Enforcement (1)
+### Policy Enforcement (2)
 
 #### Admission Control (5)
 
@@ -2287,7 +2305,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Hacking Labs
 
   - **(2024)** [**The Kubernetes Goat**](https://github.com/madhuakula/kubernetes-goat) ⭐ 5674  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The premier interactive security training platform containing an intentionally vulnerable Kubernetes cluster. Designed as an educational sandbox to demonstrate real-world cluster vulnerabilities, RBAC privilege escalations, metadata exposure, and container breakout exploits.
-#### Post-Deployment Scanning
+#### Post-deployment Scanning
 
   - **(2025)** [==kubescape==](https://github.com/kubescape/kubescape) ⭐ 11480  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.
 ### Vulnerability Scanning (2)
@@ -2337,10 +2355,10 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2019)** [wallarm/sysbindings](https://github.com/wallarm/sysbindings) ⭐ 19  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A security auditing library tracking underlying operating system bindings and kernel integrations. Developed to map and check system-level execution, it helps identify container runtime escape attempts.
 ### Secret Management (3)
 
-#### HashiCorp Vault Integration
+#### Hashicorp Vault Integration
 
   - **(2019)** [DaspawnW/vault-crd](https://github.com/DaspawnW/vault-crd) ⭐ 175  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A Kubernetes operator designed to synchronize HashiCorp Vault values directly into native Kubernetes Secrets. It leverages Custom Resource Definitions (CRDs) to orchestrate and update secrets dynamically while maintaining external vault parity.
-#### Multi-Namespace Replication
+#### Multi-namespace Replication
 
   - **(2022)** [zakkg3/ClusterSecret: Kubernetes ClusterSecret operator](https://github.com/zakkg3/ClusterSecret) ⭐ 510  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized operator automating secret distribution and synchronization across target namespaces in a cluster. It updates, recreates, or deletes secrets in target namespaces from single configuration sources such as registry credentials.
 ### Supply Chain Security (1)
@@ -2361,7 +2379,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Penetration Testing
 
   - **(2021)** [intellipaat.com: What is Penetration Testing?](https://intellipaat.com/blog/what-is-penetration-testing)  [COMMUNITY-TOOL] β€” This resource is an introductory educational article outlining the core principles, methodologies, and phases of penetration testing. It serves as a foundational guide for engineers transitioning into security-conscious infrastructure architectures.
-### Policy Enforcement (2)
+### Policy Enforcement (3)
 
 #### Educational Material (5)
 
@@ -2386,7 +2404,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Image Registry Creds
 
   - **(2018)** [helm-ecr 🌟](https://github.com/vetyy/helm-ecr) ⭐ 24  [SHELL CONTENT] 🌟 [LEGACY] β€” A legacy helper tool designed to authenticate Helm and local installations with AWS Elastic Container Registry (ECR). Native Helm 3 OCI capabilities and integrated AWS IRSA have made direct external credential management tools obsolete.
-#### Single Sign-On
+#### Single Sign-on
 
   - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) ⭐ 28049  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Authelia is an open-source authentication and authorization server providing single sign-on (SSO) for applications behind reverse proxies. It supports multi-factor authentication (MFA), dynamic security policies, and user management, offloading auth logic from backend systems.
 ### Compliance and Auditing
@@ -2398,7 +2416,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
   - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) ⭐ 8790  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.
   - **(2020)** [sKan](https://github.com/alcideio/skan) ⭐ 204  [GO CONTENT] 🌟🌟 [LEGACY] β€” sKan (by Alcide) was an early static analysis tool for scanning configuration files and Helm charts to discover security vulnerabilities. It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.
-### Configuration Management (5)
+### Configuration Management (6)
 
 #### Backup Tools
 
@@ -2418,7 +2436,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 
 ### Workflow Orchestration
 
-#### Event-Driven
+#### Event-driven
 
   - **(2025)** [**Direktiv**](https://github.com/direktiv/direktiv) ⭐ 492  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Direktiv is an event-driven container-based workflow engine that runs natively on Kubernetes. It utilizes gRPC, Knative, and serverless containers to coordinate complex operational workflows, orchestrating microservices through a JSON/YAML-defined state machine. Direktiv is highly efficient for enterprise automation, security orchestrations, and CI/CD pipelines.
 ## Software Engineering
@@ -2447,7 +2465,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
 #### Backup and Replication
 
   - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) ⭐ 978  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” VolSync is an open-source Kubernetes operator developed by Backube to orchestrate cross-cluster persistent volume data replication. Supporting engines like rsync, rclone, and restic, it delivers a platform-agnostic framework for executing disaster recovery policies.
-#### GlusterFS Orchestration
+#### Glusterfs Orchestration
 
   - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) ⭐ 748  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kadalu is a lightweight, container-native storage solution that utilizes GlusterFS to orchestrate persistent volumes inside Kubernetes. It runs storage services inside application pods as microservices, offering a lightweight alternative to external GlusterFS cluster configurations.
 ### NFS
@@ -2505,14 +2523,14 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2023)** [infoq.com: Kwok, a Tool to Spin up Kubernetes Nodes in a Second](https://www.infoq.com/news/2023/03/kwok-kubernetes) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An insightful InfoQ technical review detailing the architecture of KWOK (Kubernetes WithOut Kubelet). It highlights how virtualizing node control loops allows developers to simulate high-scale environments with extremely low compute footprint, facilitating fast controller tuning.
 ### Test Orchestration
 
-#### Cloud-Native Testing
+#### Cloud-native Testing
 
   - **(2026)** [==testkube.io 🌟==](https://testkube.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Testkube is an advanced, Kubernetes-native test execution and orchestration platform. Instead of running tests outside the cluster within legacy CI/CD runners, Testkube executes testing frameworks (Playwright, Postman, JMeter, K6) as native Kubernetes jobs. This keeps test orchestration inside the network perimeter, facilitating secure integration and load testing of microservices.
 #### Industry Reviews
 
   - **(2022)** [thenewstack.io: Testkube: A Cloud Native Testing Framework for Kubernetes](https://thenewstack.io/testkube-cloud-native-testing-framework-for-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A follow-up analysis focusing on Testkube's integration with popular GitOps tooling. The article details how treating tests as Kubernetes custom resources ensures test pipelines automatically sync alongside the corresponding microservices.
   - **(2021)** [thenewstack.io: TestKube: A New Approach to Cloud Native Testing](https://thenewstack.io/testkube-a-new-approach-to-cloud-native-testing) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An editorial introduction to Testkube's decoupled test-runner architecture. The piece explains how running test suites inside Kubernetes clusters eliminates the need to expose private APIs to external runner environments like GitHub Actions or GitLab CI.
-#### Open-Source Core
+#### Open-source Core
 
   - **(2026)** [==kubeshop/testkube==](https://github.com/kubeshop/testkube) ⭐ 1607  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The open-source core repository of Testkube, housing the CRDs, execution agents, and orchestrator architecture. It enables git-triggerable, declarative test configurations defined as Kubernetes manifests, fully integrating test pipelines into standard GitOps workflows like ArgoCD.
 #### Tutorials (3)
@@ -2548,7 +2566,7 @@ description: "Top Kubernetes Tools resources for 2026, AI-ranked: k8scr, Kadalu
   - **(2020)** [github.com/alexellis/run-job](https://github.com/alexellis/run-job) ⭐ 211  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/kubernetes-troubleshooting.md b/v2-docs/kubernetes-troubleshooting.md
index 753e78b1..38094aaa 100644
--- a/v2-docs/kubernetes-troubleshooting.md
+++ b/v2-docs/kubernetes-troubleshooting.md
@@ -35,27 +35,27 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### Awesome Lists
 
   - **(2023)** [==Awesome Chaos Engineering==](https://github.com/dastergon/awesome-chaos-engineering) ⭐ 6589  🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. This is a must-have reference for engineering teams building self-healing, fault-tolerant distributed systems.
-## Cloud-Native Platforms
+## Cloud-native Platforms
 
 ### Operating Systems
 
 #### Flatcar Linux
 
   - **(2024)** [kinvolk.io](https://kinvolk.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official portal of Kinvolk (acquired by Microsoft), pioneers of Flatcar Container Linux, Lokomotive Kubernetes, and Inspektor Gadget. The platform represents an essential pillar in the development of minimal, immutable operating systems and eBPF-based Kubernetes tooling.
+## Container Runtimes
+
+### Containerd
+
+#### Ctr CLI
+
+  - **(2023)** [labs.iximiuz.com: How to work with container images using ctr](https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep technical laboratory exercise focused on managing low-level container images using the containerd 'ctr' CLI. Vital for operations engineers debugging nodes directly where high-level runtimes like docker are not installed.
 ## Development Workflow
 
 ### Local Development
 
-#### Bridge to Kubernetes
+#### Bridge To Kubernetes
 
   - **(2021)** [thorsten-hans.com: Debugging apps in Kubernetes with Bridge](https://www.thorsten-hans.com/debugging-apps-in-kubernetes-with-bridge)  [COMMUNITY-TOOL] [GUIDE] β€” Hands-on guide focusing on Microsoft's 'Bridge to Kubernetes' tool for direct local debugging within an active cluster context. Evaluates how the mechanism redirects traffic to a local machine without modifying production routing topologies.
-## Infrastructure
-
-### Compute
-
-#### CPU Performance
-
-  - **(2023)** [The Hidden CPU Throttling Crisis in Kubernetes Clusters](https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates latency spikes caused by the Linux CFS (Completely Fair Scheduler) quota enforcement mechanism in Kubernetes. Highlights how kernel bugs throttle containerized workloads even when usage is far below limits, providing remediation strategies such as adjusting quotas or using CPU pins.
 ## Kubernetes
 
 ### Core Mechanics
@@ -87,7 +87,7 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### OOM and Throttling
 
   - **(2021)** [sysdig.com: Kubernetes OOM and CPU Throttling](https://www.sysdig.com/blog/troubleshoot-kubernetes-oom)  [COMMUNITY-TOOL] β€” A highly analytical post from Sysdig comparing the operational impacts of memory exhaustion (OOM) versus CPU exhaustion (Throttling). While OOM errors lead to sudden container termination and service disruption, CPU throttling leads to slow response times and latency degradation. The guide explains how to monitor these metrics to balance cluster cost against application performance.
-#### QoS and OOM Score
+#### Qos and OOM Score
 
   - **(2020)** [cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM score?](https://cloudyuga.guru/blogs/k8s-qos-oomkilled) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article provides a rigorous, technical exploration of how Kubernetes maps container memory/CPU requests and limits to Quality of Service (QoS) classes: Guaranteed, Burstable, and BestEffort. It details how the orchestrator translates these classes into Linux OOM scores, which the kernel uses to select victim processes during memory pressure. Mastering this mapping is vital for designing reliable, high-density cluster workloads.
 ### Runtime Security
@@ -111,7 +111,7 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### Command Line
 
   - **(2021)** [thenewstack.io: Living with Kubernetes: Debug Clusters in 8 Commands 🌟](https://thenewstack.io/living-with-kubernetes-debug-clusters-in-8-commands)  [COMMUNITY-TOOL] β€” A highly practical command-line cheat sheet that isolates eight crucial kubectl commands for diagnosing cluster and application failures. By leveraging advanced output formatting and resource filtering, engineers can quickly drill down from high-level service failures to underlying node exhaustion. This primer is designed for rapid incident response and system validation.
-#### CrashLoopBackOff
+#### Crashloopbackoff
 
   - **(2023)** [devtron.ai: Troubleshoot: Pod Crashloopbackoff](https://devtron.ai/blog/troubleshoot_crashloopbackoff_pod)  [COMMUNITY-TOOL] β€” A targeted diagnostic manual focusing exclusively on resolving Pod CrashLoopBackOff errors within a Kubernetes cluster. It details the precise troubleshooting path, examining application configuration errors, environment variable omissions, and permission issues. It also includes strategies for extracting logs from previously terminated container instances.
   - **(2022)** [komodor.com: Kubernetes CrashLoopBackOff Error: What It Is and How to Fix It](https://komodor.com/learn/how-to-fix-crashloopbackoff-kubernetes-error)  [COMMUNITY-TOOL] β€” A comprehensive playbook from Komodor designed to help engineers systematically isolate the root causes of CrashLoopBackOff errors. It covers common trigger events such as database connection timeouts, file access permissions, and mismatched configuration maps. By mapping these triggers, it helps engineers transition from reactive troubleshooting to proactive reliability planning.
@@ -149,12 +149,12 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
 #### Pod Scheduling
 
   - **(2021)** [sysdig.com: Understanding Kubernetes pod pending problems](https://www.sysdig.com/blog/kubernetes-pod-pending-problems)  [COMMUNITY-TOOL] β€” Pods trapped in a 'Pending' state point directly to scheduling failures caused by resource exhaustion, node selectors, or volume binding delays. This deep dive from Sysdig explains how to read scheduler events and analyze resource request limits to unlock stuck deployments. Engineers will learn how to identify node-affinity conflicts and taint/toleration mismatches.
-#### Real-World Examples
+#### Real-world Examples
 
   - **(2022)** [tennexas.com: Kubernetes Troubleshooting Examples](https://tennexas.com/kubernetes-troubleshooting-examples)  [COMMUNITY-TOOL] β€” An essential compilation of practical Kubernetes troubleshooting scenarios focusing on common network, storage, and configuration failures. It provides hands-on diagnostic scripts and commands to dissect failing pods and unresolvable services. This playbook bridges the gap between theoretical knowledge and day-to-day cluster administration.
 ### Troubleshooting Tooling
 
-#### kubectl plugins
+#### Kubectl Plugins
 
   - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) ⭐ 2305  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Originally a popular community-built plugin to launch debugging containers within target pods, `kubectl-debug` has largely been superseded by native Kubernetes Ephemeral Containers (`kubectl debug` command) in modern releases. This project remains a valuable reference for historical context and legacy cluster compatibility. For modern clusters, engineers are strongly advised to transition to built-in Kubernetes diagnostic commands.
 ## Observability (1)
@@ -169,7 +169,6 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
   - **(2021)** [github.com/JamesTGrant/kubectl-debug](https://github.com/JamesTGrant/kubectl-debug) ⭐ 373  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.
 #### CLI Operations
 
-  - **(2023)** [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide explaining the inner workings of the 'kubectl exec' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).
   - **(2021)** [thenewstack.io: Living with Kubernetes: 12 Commands to Debug Your Workloads 🌟](https://thenewstack.io/living-with-kubernetes-12-commands-to-debug-your-workloads)  [COMMUNITY-TOOL] β€” Curated list of 12 essential kubectl commands designed to streamline low-level container and network diagnostics. Targets common day-2 operational challenges, addressing resource pressure, storage attachments, and system event inspection.
 #### Container Debugging
 
@@ -208,12 +207,12 @@ description: "Top Kubernetes Troubleshooting resources for 2026, AI-ranked: Awes
   - **(2024)** [komodor.com](https://komodor.com)  [COMMUNITY-TOOL] β€” Commercial troubleshooting and observability platform offering absolute end-to-end lineage visualization for Kubernetes resources. Pinpoints root causes of failures by cross-referencing changes, logs, and metrics.
 ### UI Clients
 
-#### Multi-Cluster
+#### Multi-cluster
 
   - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) ⭐ 311  [C# CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/kubernetes-tutorials.md b/v2-docs/kubernetes-tutorials.md
index ad887235..e1428145 100644
--- a/v2-docs/kubernetes-tutorials.md
+++ b/v2-docs/kubernetes-tutorials.md
@@ -16,6 +16,13 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Go
 
   - **(2021)** [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) ⭐ 339  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.
+## CICD and DevOps
+
+### Roadmaps
+
+#### Career Path
+
+  - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability.
 ## Cloud Native
 
 ### Container Orchestration
@@ -45,7 +52,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
   - **(2022)** [Kubernetes para principiantes - La guΓ­a definitiva para principiantes absolutos](https://www.youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56yagniZx8) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive introductory Spanish-language video series on Kubernetes. Discusses basic cluster infrastructure, orchestration fundamentals, container storage, pod lifecycle states, and structural service definitions.
 ### Enterprise Kubernetes
 
-#### OpenShift Infrastructure Deployment
+#### Openshift Infrastructure Deployment
 
   - **(2023)** [Openshift Baremetal - Installer's Bake-off: Agent vs Assisted vs IPI](https://www.youtube.com/watch?si=vK_9UKjGV8F24Ebt&v=1v15VSKPZRU&feature=youtu.be) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth technical comparison of OpenShift bare-metal installation strategies. Weighs the architectural pros and cons of Installer-Provisioned Infrastructure (IPI), Assisted Installer setups, and isolated Agent-based workflows.
 ## Cloud Native Infrastructure
@@ -55,7 +62,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Tutorials
 
   - **(2022)** [Implementing Istio From Start To Finish](https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish)  [COMMUNITY-TOOL] β€” A comprehensive implementation roadmap designed to guide engineering teams through the planning, deployment, and optimization stages of building an enterprise-grade Istio platform from the ground up.
-## Cloud-Native Infrastructure
+## Cloud-native Infrastructure
 
 ### Learning Resources
 
@@ -69,6 +76,13 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Hands-on Learning
 
   - **(2026)** [AKS Labs - Introduction](https://azure-samples.github.io/aks-labs/docs/intro) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Hands-on, engineer-designed technical playground for AKS configurations. Deep dives into Advanced CNI options, Cilium-driven security schemas, network boundaries, and workload identity bindings.
+## Deployment and Delivery
+
+### CICD
+
+#### Jenkins
+
+  - **(2023)** [Back of the Napkin Guide to Updating Jenkins](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide)  [GUIDE] [LEGACY] β€” A pragmatic quick-reference outlining safe, robust upgrade strategies for legacy Jenkins master/agent nodes. Covers JVM runtime alignment, plugins dependency management, and core server updates with minimum outage windows.
 ## DevOps
 
 ### Automation
@@ -76,20 +90,6 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Education Tooling
 
   - **(2023)** [Quiz Grader](https://github.com/ned1313/quiz-grader) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.
-## DevOps and CICD
-
-### Roadmaps
-
-#### Career Path
-
-  - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) ⭐ 19614  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive, highly-vetted community map outlining modern DevOps and platform engineering educational pathways. Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability.
-## Frontend Development
-
-### React Framework
-
-#### State Management
-
-  - **(2019)** [useHooks - React Hooks Library](https://usehooks.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Production-ready React hook recipes facilitating decoupled side effects, event listener bindings, dynamic state persistence, and responsive UI behaviors without custom boilerplate code.
 ## Fundamentals
 
 ### Developer Workflows
@@ -97,22 +97,6 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 #### Architecture
 
   - **(2020)** [millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes-architecture.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-first manual illustrating structural components and cluster design properties. Guides programmers to understand how their API payload deployments translates to actual container lifecycle actions on physical machines.
-## Infrastructure
-
-### Networking
-
-#### Fundamentals (1)
-
-##### Service Discovery
-
-  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
-## Kubernetes
-
-### Troubleshooting
-
-#### Guides
-
-  - **(2023)** [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  [COMMUNITY-TOOL] β€” A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times.
 ## Kubernetes Tools
 
 ### General Reference
@@ -127,7 +111,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 ##### Foundations
 
   - **(2026)** [==youtube playlist: Tech World with Nana - Docker and Kubernetes Tutorial for Beginners 🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjwPggqtFsI_zMAwvG0SqYCb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” An industry-defining video guide pairing OCI engine theory with localized container orchestration operations. Illustrates packaging programs, managing dependencies, configuring networks, and running resilient deployment manifests.
-### Kubernetes (1)
+### Kubernetes
 
 #### Comprehensive Reference
 
@@ -138,7 +122,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 ##### Platform Engineering
 
   - **(2026)** [==100 Days Of Kubernetes: 100daysofkubernetes.io==](https://100daysofkubernetes.io) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A highly progressive community learning roadmap tracing advanced modern platform architectures. Chronicles continuous topics ranging from standard containers to advanced Envoy proxying, service meshes, and GitOps deployments.
-#### Fundamentals (2)
+#### Fundamentals (1)
 
   - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An exceptional introductory portal that distills container architecture into highly digestible guides. Explores standard pod mechanics, ingress controllers, environment configs, and scaling strategies with clean procedural steps.
 #### Hands-on Labs (1)
@@ -151,7 +135,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
   - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A text-first training curriculum with browser-native sandbox environments. Investigates internal API server flows, cluster scheduler behaviors, and advanced persistent volumes without installation friction.
 #### Learning Pathways
 
-##### GitHub Repository
+##### Github Repository
 
   - **(2026)** [**github.com/techiescamp/kubernetes-learning-path 🌟🌟**](https://github.com/techiescamp/kubernetes-learning-path) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A massive, community-backed repository organizing study plans, code repositories, structural templates, and practice exercises. Ideal for self-taught DevOps engineers transitioning to system automation roles.
 #### Official Documentation
@@ -180,7 +164,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
 ##### Enterprise Fundamentals
 
   - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Red Hat's developer lessons focused on real-world system patterns, detailing secure service integration, configurations separation, and cluster administration patterns within heavy enterprise networks.
-##### Fundamentals (3)
+##### Fundamentals (2)
 
   - **(2024)** [youtube playlist: Thetips4you - Kubernetes Tutorial for Beginners](https://www.youtube.com/playlist?app=desktop&list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory video collection teaching standard configuration, secret integration, dynamic cloud volumes, and fundamental deployment syntax. Recommended for engineers transitioning from traditional VM hypervisors.
 ##### Networking and Core
@@ -196,11 +180,16 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
   - **(2022)** [**cloud.google.com: kubernetes comic**](https://cloud.google.com/kubernetes-engine/kubernetes-comic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Google's classic, highly creative visual guide explaining modern container scaling, lifecycle, and orchestration concepts through graphic storytelling. Perfect for explaining Kubernetes business advantages to technical managers.
 ## Platform Engineering (1)
 
-### Kubernetes GitOps and Packaging
+### Kubernetes Gitops and Packaging
 
 #### Learning Hubs
 
   - **(2025)** [Red Hat Training & Certification Community](https://access.redhat.com/community/learn) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat's official training ecosystem community. It offers platform operators, architects, and developers verified learning pathways, course materials, and labs covering OpenShift administration and cloud-native practices.
+### Legacy Sandboxes
+
+#### Interactive Learning
+
+  - **(2022)** [katacoda.com 🌟](https://www.katacoda.com) 🌟 [COMMUNITY-TOOL] β€” Katacoda was a widely used interactive browser platform for practicing Kubernetes and container administration. The platform was officially terminated by O'Reilly in 2022. Platform engineers in 2026 utilize alternatives like Killercoda for sandbox exercises.
 ## Professional Development
 
 ### Opinion and Strategy (1)
@@ -210,11 +199,6 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
   - **(2022)** [javarevisited.blogspot.com: Top 5 Online Courses to Learn Kubernetes in 2022 - Best of Lot](https://javarevisited.blogspot.com/2020/06/top-5-courses-to-learn-kubernetes-for-devops-and-certification.html) 🌟🌟 [COMMUNITY-TOOL] β€” An structured analytical review of high-performing cloud education resources. Evaluates programs based on practice exam quality, physical lab setups, and compliance with CNCF certification paths.
 ## Software Engineering
 
-### Collaboration
-
-#### Documentation Specifications
-
-  - **(2023)** [Open Source Friday: Spec Kit - What it is, the problems it solves, and how clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  [COMMUNITY-TOOL] β€” Focuses on 'Spec Kit' - an open framework designed to facilitate collaborative creation of technical specifications. Details how clear, shared specification templates improve open-source contributions, bridge communication gaps between product and engineering, and keep technical debt in check.
 ### Education (1)
 
 #### Systems Programming
@@ -222,7 +206,7 @@ description: "Top Kubernetes Tutorials resources for 2026, AI-ranked: Build Your
   - **(2024)** [==Build Your Own X==](https://github.com/codecrafters-io/build-your-own-x) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/kubernetes.md b/v2-docs/kubernetes.md
index 2a0806ba..81769619 100644
--- a/v2-docs/kubernetes.md
+++ b/v2-docs/kubernetes.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl plugins, Awesome Kubectl plugins and more β€” curated Cloud Native tools, guides and references."
+description: "Top Kubernetes resources for 2026, AI-ranked: kube-prometheus, Available kubectl plugins and more β€” curated Cloud Native tools, guides and references."
 ---
 # Kubernetes
 
@@ -16,7 +16,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Agentic Workflows
 
-#### Command-Line Tools
+#### Command-line Tools
 
   - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) ⭐ 2853  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs.
 ## API Server
@@ -52,7 +52,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Architecture (1)
 
   - **(2021)** [==iximiuz.com: How To Extend Kubernetes API - Kubernetes vs. Django==](https://iximiuz.com/en/posts/kubernetes-api-how-to-extend) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Contrasts the architectural approaches of the Kubernetes API with classical web frameworks like Django. Highlights reconciliation loops and declarative infrastructure patterns.
-#### CRDs
+#### Crds
 
   - **(2021)** [**evancordell.com: 16 things you didn't know about Kube APIs and CRDs**](https://evancordell.com/posts/kube-apis-crds) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An insider exploration of complex Kubernetes API attributes. Delves into Custom Resource Definition schemas, conversion webhooks, admission structures, and API registration behaviors.
 ### Governance
@@ -102,7 +102,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Frameworks
 
-#### Ruby on Rails
+#### Ruby On Rails
 
   - **(2020)** [thoughtbot.com: Zero Downtime Rails Deployments with Kubernetes](https://thoughtbot.com/blog/zero-downtime-rails-deployments-with-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes the unique operational challenges of rolling out Ruby on Rails workloads dynamically. Synthesizes migration orchestration pipelines, preStop lifecycle adjustments, and database scaling hooks to prevent downtime during database schema updates and container recycling.
 ## Application Design
@@ -116,7 +116,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Custom Controllers
 
-#### OpenKruise
+#### Openkruise
 
   - **(2024)** [==OpenKruise/Kruise==](https://github.com/openkruise/kruise) ⭐ 5267  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The implementation repository for OpenKruise controllers. Provides crucial custom workload abstractions like CloneSets, SidecarSets, and Advanced StatefulSets to enable high-performance operations, including in-place updates.
   - **(2024)** [openkruise.io](https://openkruise.io) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main portal for the OpenKruise engine. OpenKruise is a CNCF incubating project delivering advanced application automation tools that address complex, scale-intensive deployment scenarios.
@@ -160,7 +160,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Core Concepts
 
   - **(2022)** [opensource.com: A guide to Kubernetes architecture](https://opensource.com/article/22/2/kubernetes-architecture) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A high-level architectural walkthrough introducing components of master and worker topologies. Clearly distinguishes logical cluster planes and details container execution layers.
-#### Declarative APIs
+#### Declarative Apis
 
   - **(2021)** [containerjournal.com: Kubernetes’ True Superpower is its Control Plane](https://cloudnativenow.com/kubeconcnc/kubernetes-true-superpower-is-its-control-plane)  [COMMUNITY-TOOL] β€” An architectural perspective evaluating why the real capability of Kubernetes is its extensible control plane. Explores how CRDs, custom controller reconciliation loops, and dynamic validation webhooks allow engineering teams to model external IT infrastructure declaratively.
 #### Developer Experience
@@ -175,7 +175,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Scalability Limits
 
   - **(2025)** [==github.com/kubernetes: Kubernetes Scalability thresholds==](https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md) ⭐ 12886  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The authoritative SIG-Scalability technical specifications outlining physical structural and behavioral boundaries in a standard Kubernetes cluster (such as a maximum of 5,000 nodes, 150,000 total pods, and etcd throughput limits). Documents constraints and performance degradations encountered as these thresholds are reached.
-### Deployment Anti-Patterns
+### Deployment Anti-patterns
 
 #### Operational Safety
 
@@ -186,7 +186,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Microservices
 
   - **(2021)** [==thenewstack.io: Monolithic Development Practices Kill Powerful Kubernetes Benefits 🌟🌟==](https://thenewstack.io/monolithic-development-practices-kill-powerful-kubernetes-benefits) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Critiques the common anti-pattern of running tightly-coupled monolithic applications on Kubernetes without adjusting architectural paradigms. Demonstrates why horizontal scaling and self-healing require loose coupling.
-#### Multi-Container Pods
+#### Multi-container Pods
 
   - **(2026)** [kubernetes.io: container design patterns](https://kubernetes.io/blog/2016/06/container-design-patterns) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A foundational blog post outlining design patterns for multi-container deployments. It establishes the theory behind sidecar (behavior extension), ambassador (network proxy), and adapter (metric translation) container layouts, which are now standard practices in distributed platforms.
   - **(2026)** [learnk8s.io: Extending applications on Kubernetes with multi-container pods](https://learnkube.com/sidecar-containers-patterns) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical manual explaining sidecar patterns, detailing how multiple containers share network interfaces and storage volumes inside a single pod. Shows how this facilitates logging, mutual TLS injection, and runtime instrumentation without bloating core runtime software components.
@@ -195,6 +195,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) ⭐ 72  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A practical repository offering concrete YAML and Golang implementations of classic design patterns. Highly valuable for application developers, as it translates theoretical paradigms like Ambassadors and Adapters into functioning Go code and matching Kubernetes manifests.
 #### Sidecar Pattern
 
+  - **(2023)** [thenewstack.io: Sidecars are Changing the Kubernetes Load-Testing Landscape](https://thenewstack.io/sidecars-are-changing-the-kubernetes-load-testing-landscape) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores how native sidecar containers (introduced in K8s 1.28) redefine load-testing execution. By decoupling helper utilities from core application workloads, sidecars simplify performance benchmarking and operational telemetry.
   - **(2023)** [dev.to/fermyon: Scaling Sidecars to Zero in Kubernetes](https://dev.to/fermyon/scaling-sidecars-to-zero-in-kubernetes-2m23) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Evaluates serverless techniques to scale resource-intensive sidecars down to zero when idle. Addresses the lifecycle synchronization challenges between the application container and its helper sidecar instances.
 #### Standard Practice
 
@@ -209,10 +210,10 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [infoq.com: The Evolution of Distributed Systems on Kubernetes](https://www.infoq.com/articles/distributed-systems-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural study tracks how Kubernetes evolved from basic container scheduling to a cohesive system layer for distributed systems. It contrasts the sidecar pattern and Service Meshes with native control structures, showing how developers can isolate business logic from distributed constraints like state, consensus, and security policies.
 ### Ecosystem
 
-#### Infrastructure as Code
+#### Infrastructure As Code
 
   - **(2021)** [**nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE MANAGEMENT 🌟**](https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management/1654000) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the transformation of Kubernetes from a container orchestrator to a universal control plane managing virtual machines, cloud APIs, and physical infrastructure. Analyzes tools like Crossplane and Cluster API.
-### Edge and IoT
+### Edge and Iot
 
 #### Talos OS Optimization
 
@@ -243,7 +244,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2022)** [**kubesphere.io: Kubernetes High Availability Essential Practices Simply Explained**](https://kubesphere.io/blogs/k8s-ha-practices) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Translates high-availability architectural constraints into concrete implementation tactics. Evaluates load balancer setups, redundant etcd configurations, and optimal node distributions across availability zones.
 ### Infrastructure Sizing
 
-#### Bare Metal vs VM
+#### Bare Metal Vs VM
 
   - **(2023)** [thenewstack.io: Does Kubernetes Really Perform Better on Bare Metal vs. VMs? 🌟](https://thenewstack.io/does-kubernetes-really-perform-better-on-bare-metal-vs-vms) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates performance metrics, latency bottlenecks, and hypervisor overhead costs. Compares control plane efficiency on bare-metal architectures versus standard virtualization structures.
 #### Compute Scaling
@@ -254,11 +255,6 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Control Loops
 
   - **(2026)** [learnsteps.com: How Kubernetes works on reconciler pattern](https://www.learnsteps.com/how-kubernetes-works-on-a-reconciler-pattern) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A breakdown detailing the core control loop underlying Kubernetes' architecture: the state reconciliation pattern. Explains how controllers constantly poll state using an active feedback loop, identifying deviations between target specifications and current infrastructure status, and scheduling atomic changes to reconcile them.
-### Kubernetes Enhancements
-
-#### Resources
-
-  - **(2021)** [==KEP-2837: Especificaciones de Recursos a Nivel de Pod==](https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md) ⭐ 3887  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.
 ### Microservices (1)
 
 #### Platform Engineering
@@ -269,7 +265,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Serverless
 
   - **(2021)** [==infoq.com: The Great Lambda Migration to Kubernetes Jobsβ€”a Journey in Three Parts 🌟==](https://www.infoq.com/articles/lambda-migration-k8s-jobs) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” A thorough post-mortem migrating heavy serverless infrastructure (AWS Lambda) into native Kubernetes batch Jobs. Discusses runtime optimizations, cost benefits, and developer velocity differences of running self-hosted orchestrations.
-### Multi-Cloud
+### Multi-cloud
 
 #### Federation
 
@@ -328,7 +324,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [**brennerm.github.io: Kubernetes Overview Diagrams 🌟**](https://shipit.dev/posts/kubernetes-overview-diagrams.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exceptional visual and architectural map detailing the data flow and interconnectivity between the API server, etcd, controller manager, and worker nodes. Essential reference for understanding component-level communications and network policies.
 ### Workloads
 
-#### Enterprise Use-Cases
+#### Enterprise Use-cases
 
   - **(2021)** [thenewstack.io: What Workloads Do Businesses Run on Kubernetes?](https://thenewstack.io/what-workloads-do-businesses-run-on-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Surveys modern workload distribution patterns on Kubernetes. Identifies the progressive shift from purely stateless microservices to highly data-intensive stateful applications like database instances, AI/ML pipelines, and data queues.
 ## Architecture and Visualization
@@ -362,8 +358,6 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Best Practices
 
   - **(2020)** [hackernoon.com: How To Deploy Code Faster Using Kubernetes](https://hackernoon.com/how-to-deploy-code-faster-using-kubernetes-jh1y3ul0) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Focuses on optimizing continuous integration/continuous delivery deployment velocity. Discusses container build layer caching strategies, multi-stage Dockerfiles, and fine-tuning Kubernetes deployment rolling update specifications (maxSurge and maxUnavailable) to safely execute rapid iterations.
-## CICD Pipelines
-
 ### Security and Supply Chain
 
 #### Dependabot
@@ -383,6 +377,9 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Historical Data
 
   - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2)  [CASE STUDY] [EMERGING] β€” A historical analysis of the cloud-native recruitment landscape in Q2 2021. Tracks emerging salary ranges, high-demand Kubernetes technical sub-skills (Helm, GitOps, Prometheus), and regional job opportunities across North America and Europe.
+#### Salary Analytics
+
+  - **(2022)** [kube.careers: Kubernetes jobs market trends for 2022 Q4](https://kube.careers)  [CASE STUDY] [COMMUNITY-TOOL] β€” Provides end-of-year 2022 hiring telemetry. Synthesizes standard prerequisites for engineering levels, emphasizing the transformation of Kubernetes knowledge from a specialized 'plus' to a fundamental baseline requirement across software engineering roles.
 ### Skill Alignment
 
 #### Container Orchestration (1)
@@ -390,30 +387,23 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2023)** [dev.to: Why Developers Should Learn Docker and Kubernetes in 2023 🌟](https://dev.to/javinpaul/why-developers-should-learn-docker-and-kubernetes-in-2023-4hof)  [COMMUNITY-TOOL] β€” An industry-focused piece advocating for developer mastery of containerization and orchestration. Highlights the paradigm shift toward cloud-native microservices, demonstrating why containerization and declarative API competency have become standard prerequisites for modern backend engineering positions.
 ## Case Studies
 
-### Large-Scale Migration
+### Large-scale Migration
 
 #### Traffic Scaling
 
   - **(2019)** [**youtube: Tinder's Move to Kubernetes - Chris O'Brien & Chris Thomas, Tinder**](https://www.youtube.com/watch?app=desktop&v=o3WXPXDuCSU) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An in-depth presentation detailing Tinder’s migration of their massive monolithic architecture to Kubernetes. Discusses scaling issues, DNS latency challenges in CoreDNS, networking constraints, and how containerization reduced service footprint and accelerated deployments.
-### Multi-Cluster Architecture
+### Multi-cluster Architecture
 
 #### Scale Strategies
 
   - **(2020)** [srcco.de: Zalando - Many Kubernetes Clusters instead of 1 huge cluster](https://srcco.de/posts/many-kubernetes-clusters.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Zalando's landmark architectural analysis of their decision to deploy hundreds of single-tenant, purpose-built clusters instead of one giant shared cluster. This text addresses multi-tenancy, blast radius containment, and automated control-plane orchestration.
 ## Cloud Architecture
 
-### NoOps and Serverless
+### Noops and Serverless
 
 #### Overview
 
   - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads.
-## Cloud Architecture and Infrastructure Strategy
-
-### High Availability (1)
-
-#### Multi-Region Deployments
-
-  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” A real-world architectural dissection of how monday.com implemented a highly resilient, multi-regional cloud strategy to improve latency and adhere to strict regional data regulations. Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling.
 ## Cloud Infrastructure
 
 ### Azure Networking
@@ -421,13 +411,6 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Latency Optimization
 
   - **(2025)** [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Analyzes the utility of Azure Proximity Placement Groups (PPGs) to achieve sub-millisecond physical latency for interdependent compute resources. It outlines design considerations for co-locating VMs, Virtual Machine Scale Sets, and Kubernetes nodes within the same physical data center boundary to support high-performance microservices.
-## Cloud Infrastructure and Orchestration
-
-### Container Orchestration (2)
-
-#### Helm and Packaging
-
-  - **(2022)** [andrewlock.net: Series: Deploying ASP.NET Core applications to Kubernetes with Helm 🌟](https://andrewlock.net/series/deploying-asp-net-core-applications-to-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive deep-dive tutorial series on orchestrating .NET applications inside Kubernetes using Helm. Analyzes templating, YAML manifests, dependency injections, dynamic secret handling, and values customization patterns.
 ## Cloud Native
 
 ### Community
@@ -437,23 +420,9 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [techbeacon.com: 25 Kubernetes experts you should follow on Twitter](https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twitter) [MARKDOWN CONTENT]  [LEGACY] β€” A curated directory of 25 Kubernetes experts and thought leaders. While compiled in 2021, current 2026 analysis indicates that many highlighted figures have transitioned to wider Platform Engineering, AI infrastructure, and multi-cloud platform architectures, though their legacy core insights on orchestration remain highly foundational.
 #### Events
 
-##### ArgoCon
+##### Argocon
 
   - **(2026)** [ArgoCon North America 2026 Call for Proposals](https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon)  [COMMUNITY-TOOL] β€” Official Call for Proposals portal for ArgoCon North America 2026. Focuses on collecting real-world architectures, case studies, and enterprise patterns utilizing Argo CD, Argo Workflows, Argo Rollouts, and Argo Events.
-## Cloud Native and Kubernetes
-
-### Networking and Edge Routing
-
-#### Gateway API
-
-  - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) [GO / YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced architectural post demonstrating how Azure Application Gateway for Containers (AGC) integrates with Istio Service Mesh via Kubernetes Gateway API. It details how edge traffic routing seamlessly hands off to internal mesh proxy sidecars while preserving end-to-end mTLS and header-based routing. This integration is critical for high-security microservices topologies demanding zero-trust communication.
-## Cloud Native and Kubernetes Core
-
-### Container Orchestration (3)
-
-#### Fundamentals (3)
-
-  - **(2023)** [==cloud.google.com: What is Kubernetes? 🌟==](https://cloud.google.com/learn/what-is-kubernetes) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive foundation on Kubernetes, detailing its architectural pillars including the control plane, worker nodes, and declarative API engine. It outlines container scheduling, automated self-healing, and service discovery mechanisms essential for running resilient, modern cloud-native systems.
 ## Cloud Native Platforms
 
 ### Kubernetes (1)
@@ -483,7 +452,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Strategy (1)
 
   - **(2021)** [datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud](https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Details structural advantages and operational challenges of maintaining a hybrid-cloud Kubernetes topology. Analyzes network latency bottlenecks, data compliance demands, and cluster tooling unified control setups.
-### Multi-Cluster
+### Multi-cluster
 
 #### Management
 
@@ -492,7 +461,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
   - **(2023)** [learnk8s.io: Architecting Kubernetes clusters β€” how many should you have?](https://learnkube.com/how-many-clusters) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the design choices behind multi-cluster deployments versus expansive single-cluster topologies. Explores security zoning, geo-location latency requirements, blast radius mitigation, and operational complexity limits.
   - **(2021)** [redhat.com: 3 questions to answer when considering a multi-cluster Kubernetes architecture](https://www.redhat.com/en/blog/multi-cluster-kubernetes-architecture) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A decision framework for assessing multi-cluster infrastructures. Guides administrators through considerations of global routing setup, uniform access management across clusters, and fleet management overhead.
-### On-Premises
+### On-premises
 
 #### Infrastructure (1)
 
@@ -534,7 +503,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
   - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) ⭐ 5146  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead.
   - **(2025)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) ⭐ 211  [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An open-source desktop client designed to simplify Kubernetes administration and performance monitoring. By rendering graphical resource mappings, it significantly lowers the cognitive load required to debug deployments, services, and complex namespaces.
-### Multi-Cluster (1)
+### Multi-cluster (1)
 
 #### Lifecycle Automation
 
@@ -568,7 +537,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Forums
 
   - **(2024)** [Community Forums 🌟](https://discuss.kubernetes.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The primary discussion forum for the global Kubernetes community. Houses technical discussion threads, design reviews, ecosystem updates, and collaborative troubleshooting conversations.
-### SIGs
+### Sigs
 
 #### Repositories
 
@@ -610,16 +579,16 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2023)** [devopscube.com/kubernetes-pod](https://devopscube.com/kubernetes-pod) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A foundational, end-to-end technical reference manual mapping the Pod lifecycle, container initialization vectors, probe configurations, and common workload operational runbooks.
 ## Configuration
 
-### CDK and DSLs
+### CDK and Dsls
 
-#### CDK8s
+#### Cdk8s
 
   - **(2026)** [cdk8s.io](https://cdk8s.io) [TYPESCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official homepage for Cloud Development Kit for Kubernetes (cdk8s), an open-source framework for defining Kubernetes applications using familiar programming languages. It compiles object-oriented code into standards-compliant YAML manifests, bringing programming patterns like classes, loops, and conditions to configuration management.
   - **(2026)** [AWS: Introducing CDK for Kubernetes](https://aws.amazon.com/blogs/containers/introducing-cdk-for-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” AWS technical launch post announcing CDK for Kubernetes (cdk8s). It outlines the core architectural principles, detailing how software developers can use general-purpose programming interfaces to output strongly-typed, verifiable raw YAML files for any Kubernetes cluster.
 #### Jsonnet
 
   - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) ⭐ 7517  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A data templating language designed for application configurations. This case study demonstrates how Jsonnet models complex Kubernetes resources through variables, imports, conditionals, and functions, generating valid JSON configurations that compile directly into clean Kubernetes YAML.
-### ConfigMaps
+### Configmaps
 
 #### Application State
 
@@ -657,11 +626,11 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Programmatic Generation
 
   - **(2023)** [Templating YAML in Kubernetes with real code](https://learnkube.com/templating-yaml-with-code) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advocates for programmatic Kubernetes resource generation in real-world programming languages (Go, Python, Java) over raw text-interpolated tools like Helm. Details static typing validation advantages, testing, and GitOps orchestration scale benefits.
-## Container Orchestration (4)
+## Container Orchestration (2)
 
 ### Azure Kubernetes Service
 
-#### Well-Architected Framework
+#### Well-architected Framework
 
   - **(2026)** [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official technical guide mapping Azure Well-Architected Framework (WAF) principles to Azure Kubernetes Service (AKS). It details architectural guidance on cluster networking, high availability, node pools, security integration, and cost management. This serves as the definitive reference for engineering enterprise-grade, highly resilient Kubernetes control and data planes on Azure.
 ### Kubernetes (2)
@@ -676,13 +645,6 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Execution Engines
 
   - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) ⭐ 20835  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.
-## Container Runtimes
-
-### containerd
-
-#### ctr CLI
-
-  - **(2023)** [labs.iximiuz.com: How to work with container images using ctr](https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep technical laboratory exercise focused on managing low-level container images using the containerd 'ctr' CLI. Vital for operations engineers debugging nodes directly where high-level runtimes like docker are not installed.
 ## Containers and Orchestration
 
 ### Container Concepts
@@ -714,7 +676,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Controller Manager
 
-#### ReplicationController
+#### Replicationcontroller
 
   - **(2021)** [opensource.com: How the Kubernetes ReplicationController works](https://opensource.com/article/21/11/kubernetes-replicationcontroller) 🌟 [LEGACY] β€” An analysis of the historical ReplicationController object in Kubernetes. Contrast Curator Insight (analyzing the tool's mechanics) with Live Grounding (the ReplicationController is legacy, replaced entirely by Deployments and ReplicaSets for modern container orchestration).
 ### Extensibility (1)
@@ -732,7 +694,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [komodor.com: Kubernetes Nodes – The Complete Guide](https://komodor.com/learn/kubernetes-nodes-complete-guide) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An operational compendium covering Kubernetes node design, including control plane interfaces, kubelet interactions, and lifecycle states. Explores memory pressure reclamation, node conditions, and scheduling optimizations using taints, tolerations, and affinities.
 ### Object Identification
 
-#### Labels and Selectors
+#### Labels And Selectors
 
   - **(2021)** [Kubernetes. Label and Selector. Important Topic. Identify object in cluster. CKA Exam Tips](https://www.youtube.com/watch?app=desktop&v=Vh3piGAxcf8&ab_channel=AlokKumar) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An instructional guide analyzing Kubernetes labels and selectors, essential for object identification and scheduling criteria. Focuses on practical CKA exam tactics, highlighting label syntax, set-based selectors, and decoupling mechanisms.
 ### Visual Resources (1)
@@ -744,7 +706,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Containerization
 
-#### Fundamentals (4)
+#### Fundamentals (3)
 
   - **(2023)** [geeksforgeeks.org: Kubernetes – Concept of Containers](https://www.geeksforgeeks.org/cloud-computing/kubernetes-concept-of-containers)  [COMMUNITY-TOOL] [GUIDE] β€” An educational resource decomposing container primitives within cloud computing environments. Details namespace isolation, cgroups resource enforcement, and how Kubernetes orchestrates these isolated Linux runtimes across virtual and physical bare-metal hardware.
 #### Virtualization Layers
@@ -768,7 +730,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Controller Comparison
 
   - **(2023)** [semaphoreci.com: Understanding ReplicaSet vs. StatefulSet vs. DaemonSet vs. Deployments](https://semaphore.io/blog/replicaset-statefulset-daemonset-deployments)  [COMMUNITY-TOOL] β€” A rigorous comparative guide contrasting Kubernetes workload controllers. Outlines when to use Deployments (stateless scaling), StatefulSets (stable network IDs, persistent disk-to-pod mappings), DaemonSets (single instance per node), and ReplicaSets, explaining how scheduling algorithms process each type differently.
-#### DaemonSets
+#### Daemonsets
 
   - **(2023)** [devopscube.com: Kubernetes Daemonset: A Comprehensive Guide](https://devopscube.com/kubernetes-daemonset)  [COMMUNITY-TOOL] [GUIDE] β€” A detailed engineering breakdown of the DaemonSet controller pattern. Explains how to deploy system-level agents (like log collectors, CNI daemons, and monitoring agents) on every cluster node, specifying advanced scheduling techniques, tolerations, node affinity, and resource constraints.
 #### Pod and Controllers
@@ -779,7 +741,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Batch Jobs
 
   - **(2020)** [opensource.com: A beginner's guide to Kubernetes Jobs and CronJobs](https://opensource.com/article/20/11/kubernetes-jobs-cronjobs) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introduction to batch processing in Kubernetes. Clarifies the design principles behind run-to-completion Jobs and schedules periodic workloads using CronJobs.
-#### DaemonSets (1)
+#### Daemonsets (1)
 
   - **(2021)** [thenewstack.io: Kubernetes DaemonSets: A Detailed Introductory Tutorial](https://thenewstack.io/kubernetes-daemonsets-a-detailed-introductory-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides a comprehensive overview of DaemonSet workloads in Kubernetes. Discusses daemon placement, tolerations for node taints, and classic infrastructure use cases like logging collectors and metric daemons.
 #### Deployments (2)
@@ -788,7 +750,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Pods (1)
 
   - **(2021)** [**martinheinz.dev: Could Kubernetes Pods Ever Become Deprecated? 🌟**](https://martinheinz.dev/blog/53) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An intellectual exploration of the foundational Pod abstraction. Outlines the technical realities of shared network namespaces and disk storage, and why Pods will remain the atomic unit of the cluster scheduler.
-#### StatefulSets
+#### Statefulsets
 
   - **(2020)** [kubermatic.com: Keeping the State of Apps 6: Introduction to StatefulSets](https://www.kubermatic.com/blog/keeping-the-state-of-apps-6-introduction-to-statefulsets) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces the structural differences between Deployments and StatefulSets. Explores why databases and distributed systems demand unique host networks, persistent volumes, and ordered orchestration topologies.
 ## Core Kubernetes
@@ -803,6 +765,9 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [thenewstack.io: Kubernetes Is the New Standard for Computing, Including the Edge](https://thenewstack.io/kubernetes-is-the-new-standard-for-computing-including-the-edge)  [COMMUNITY-TOOL] β€” Examines the industry shift to deploy lightweight Kubernetes frameworks (like K3s) at edge computation nodes, establishing a uniform runtime fabric.
 ### Basics
 
+#### Glossary
+
+  - **(2023)** [Kubernetes Glossary 🌟](https://www.bluematador.com/learn/kubernetes-glossary)  [COMMUNITY-TOOL] β€” A comprehensive lexicon defining fundamental cloud-native jargon, pods, ingress, services, and statefulsets to smooth the initial developer learning curve.
 #### Introduction (1)
 
   - **(2021)** [thenewstack.io: How does kubernetes work?](https://thenewstack.io/how-does-kubernetes-work)  [COMMUNITY-TOOL] β€” Clear, programmatic step-by-step breakdown of container deployment orchestration, detailing controller reconciliations, network namespaces, and service routing.
@@ -819,7 +784,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Deployment Strategies
 
-#### Blue-Green and Canary
+#### Blue-green and Canary
 
   - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial illustrating native implementation of blue-green deployments on Kubernetes. Demonstrates how to manipulate service selectors, manage ingress controllers, and swap traffic dynamically with zero application downtime.
 ## DevOps
@@ -836,7 +801,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Telepresence
 
   - **(2021)** [==telepresenceio==](https://x.com/telepresenceio) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Community resources for Telepresence (CNCF Sandbox), a critical developer tool for fast-loop local microservice debugging against remote Kubernetes clusters. Telepresence establishes a bidirectional network proxy, bridging local IDEs with in-cluster dependencies.
-### PaaS
+### Paas
 
 #### Developer Ergonomics
 
@@ -848,19 +813,19 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Container Lifecycle
 
   - **(2023)** [freecodecamp.org: How to Deploy an Application to a Kubernetes Cluster](https://www.freecodecamp.org/news/deploy-docker-image-to-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” A practical walkthrough detailing the workflow of pushing a localized Docker image to a container registry, writing declarative deployment manifests, configuring a ClusterIP service, and deploying the resulting application topology onto a running Kubernetes cluster.
-### Infrastructure-as-Code
+### Infrastructure-as-code
 
 #### Pulumi Integration
 
   - **(2021)** [pulumi.com: Kubernetes Fundamentals Part One - Python instead of YAML 🌟](https://www.pulumi.com/blog/kubernetes-fundamentals-part-one) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Introduces programmatic manifest definitions using Pulumi in Python. Demonstrates how using programming structures (like functions, loops, and conditional compilation) to compile manifests offers better safety and cleaner abstractions than complex YAML configurations.
 ### Preview Environments
 
-#### CICD Integration
+#### CICD (2)
 
   - **(2021)** [okteto.com: Run your Pull Request Preview Environments on Kubernetes](https://www.okteto.com/blog/preview-environments-for-kubernetes)  [COMMUNITY-TOOL] β€” A step-by-step architecture guide detailing how to build automated pull-request preview environments inside Kubernetes namespace boundaries. Leverages ingress controllers, isolated network setups, and Okteto engine tooling to manage ephemeral environment lifecycles.
 ### Validation Protocols
 
-#### CICD Integration (1)
+#### CICD (3)
 
   - **(2021)** [dev.to: A Deep Dive Into Kubernetes Schema Validation](https://dev.to/datreeio/a-deep-dive-into-kubernetes-schema-validation-39ll)  [COMMUNITY-TOOL] β€” Breaks down how the API server processes client submissions through OpenAPI schema validators. Details how developers can use automated validation frameworks in CI/CD chains to catch bad resource specs before applying manifests to clusters.
 ## Education
@@ -908,17 +873,24 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Catalog
 
   - **(2023)** [github.com/datreeio/CRDs-catalog: CRDs Catalog](https://github.com/datreeio/CRDs-catalog) ⭐ 830  [JSON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive centralized catalog of raw JSON schemas mapping popular Kubernetes CRDs. Helps development teams configure automated YAML validation engines in continuous integration pipelines prior to API server execution.
-#### Tutorial
+#### Tutorials
 
   - **(2020)** [dev.to: Creating a Custom Resource Definition In Kubernetes | Michael Levan](https://dev.to/thenjdevopsguy/creating-a-custom-resource-definition-in-kubernetes-2k7o) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A practical walk-through detailing how to construct and deploy Custom Resource Definitions. Explores API versioning schema fields, spec declarations, and the foundational design of corresponding controller reconciliation loops.
-## FinOps
+## Extensibility (2)
+
+### Operators
+
+#### Lifecycle Management
+
+  - **(2024)** [==Red Hat OLM==](https://github.com/operator-framework/operator-lifecycle-manager) ⭐ 1857  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.
+## Finops
 
 ### Resource Optimization (1)
 
 #### API Usage
 
   - **(2021)** [harness.io: Introducing Recommendations API: Find Potential Cost Savings Programmatically](https://www.harness.io/blog/recommendations-api)  [COMMUNITY-TOOL] β€” Outlines programmatic cost reduction strategies utilizing Harness's Recommendations API. Shows how development teams can continuously query and apply optimized CPU/Memory resource constraints to reconcile performance with budget limits.
-## Fundamentals (5)
+## Fundamentals (4)
 
 ### Advocacy
 
@@ -964,7 +936,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Conceptual Explanations
 
   - **(2017)** [enterprisersproject.com: How to explain Kubernetes in plain English](https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english) 🌟 [COMMUNITY-TOOL] β€” An executive-level conceptual guide explaining Kubernetes orchestration concepts through real-world analogies. Ideal for bridging communication between technical architects and business stakeholders regarding cloud-native resource optimization.
-#### Container Runtimes (1)
+#### Container Runtimes
 
   - **(2020)** [css-tricks.com: Kubernetes Explained Simply: Containers, Pods and Images](https://css-tricks.com/kubernetes-explained-simply-containers-pods-and-images) 🌟🌟 [COMMUNITY-TOOL] β€” A highly accessible guide targeting front-end and full-stack developers. It traces the hierarchy from container images and isolated container layers up to multi-container Pod topologies and network configuration.
 #### Core Abstractions
@@ -994,7 +966,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Practical Guides
 
   - **(2020)** [elmanytas.es: Kubernetes para impostores III](https://elmanytas.es/?q=node/358) [SPANISH CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A highly practical Spanish-language guide dissecting Kubernetes primitives and runtime structures. It demystifies the steep learning curve by explaining pods, services, and deployments with a pragmatic, developer-focused narrative.
-### Tutorials
+### Tutorials (1)
 
 #### Deployment Workflow
 
@@ -1002,9 +974,9 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Practical Handson
 
   - **(2021)** [dev.to: Getting Started Tutorial for Learning Kubernetes 🌟](https://dev.to/chefgs/getting-started-tutorial-for-learning-kubernetes-455e) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory technical tutorial outlining basic kubectl commands, resource deployments, and cluster interactions. Provides practical commands for spinning up, monitoring, and debugging test pods.
-## GitOps and Delivery
+## Gitops and Delivery
 
-### Enterprise CICD
+### CICD (4)
 
 #### Delivery Pipelines
 
@@ -1013,7 +985,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Core Philosophy
 
-#### Borg to Kubernetes
+#### Borg To Kubernetes
 
   - **(2021)** [cloud.google.com: The past, present, and future of Kubernetes with Eric Brewer](https://cloud.google.com/blog/products/containers-kubernetes/the-rise-and-future-of-kubernetes-and-open-source-at-google) 🌟🌟 [COMMUNITY-TOOL] β€” An interview with Eric Brewer tracing the lineage of Kubernetes back to Google's internal cluster management engine, Borg. Explores open-source governance strategies, community scaling, and the evolving direction of container virtualization.
 ## Industry Analysis (1)
@@ -1069,12 +1041,12 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Reference Designs
 
   - **(2023)** [kubernetes-on-aws.readthedocs.io](https://kubernetes-on-aws.readthedocs.io/en/latest) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive technical playbook detailing the architectural nuances of deploying Kubernetes on Amazon Web Services. It offers production-grade setups utilizing EC2, EBS, VPC, and IAM integration before the widespread consolidation under managed EKS.
-### Bare-Metal Setup
+### Bare-metal Setup
 
 #### Device Plugins
 
   - **(2021)** [blog.brujordet.no: Using custom hardware in kubernetes](https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Details how to configure Kubernetes to detect and consume custom hardware resources like GPUs, specialized USB controllers, and serial devices. Explains device plugin setups, node labels, and mounting pathways for host paths into targeted containers.
-#### Self-Hosted Clusters
+#### Self-hosted Clusters
 
   - **(2021)** [==hobby-kube/guide 🌟==](https://github.com/hobby-kube/guide) ⭐ 5658  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A comprehensive guide on bootstrapping an fully production-ready, highly available Kubernetes cluster on bare-metal or cheap cloud providers using CoreOS (Flatcar) and kubeadm. Outlines security hardening, manual network provisioning, and declarative automation.
 ### CRI
@@ -1082,7 +1054,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Alternative Runtimes
 
   - **(2020)** [blog.sighup.io: How to run Kubernetes without Docker](https://blog.sighup.io/how-to-run-kubernetes-without-docker) [BASH CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Demonstrates runtime decoupling by running a fully functional Kubernetes cluster without the legacy Docker engine. Leverages Container Runtime Interface (CRI) options like Containerd or CRI-O directly to optimize cluster performance.
-#### Container Runtimes (2)
+#### Container Runtimes (1)
 
   - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Walks engineers through swapping the Docker container engine for Containerd inside a running Kubernetes node group, addressing the DockerShim deprecation and explaining runtime socket migration.
 ### Container Runtime (2)
@@ -1105,13 +1077,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2020)** [Creating a Kubernetes cloud provider, doesn't required boiling the ocean](https://thebsdbox.co.uk/2020/03/18/Creating-a-Kubernetes-cloud-doesn-t-required-boiling-the-ocean) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed structural breakdown explaining how to implement a custom cloud-controller-manager (CCM) without rebuilding upstream infrastructure. It provides foundational guidance for cloud providers wishing to offer specialized bare-metal orchestrations.
 ### Data Store
 
-#### etcd Administration
+#### Etcd Administration
 
   - **(2023)** [kubernetes.io: Operating etcd clusters for Kubernetes](https://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official operational guidelines for running production etcd clusters. Focuses on cluster deployment, securing communication with mutual TLS (mTLS), performance tuning, and performing safe backup and restore operations.
-#### etcd Core Concepts
+#### Etcd Core Concepts
 
   - **(2022)** [learnk8s.io: How etcd works with and without Kubernetes](https://learnkube.com/etcd-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Compares the execution of etcd as a standalone key-value store with its role as Kubernetes' single source of truth. Investigates Raft consensus mechanics, write paths, and how the API server serializes resource states.
-#### etcd Monitoring
+#### Etcd Monitoring
 
   - **(2022)** [sysdig.com: How to monitor etcd](https://www.sysdig.com/blog/monitor-etcd)  [COMMUNITY-TOOL] β€” A comprehensive guide detailing key metrics (consensus latency, database size, and leader changes) required for monitoring etcd's health. Covers Prometheus integration and alerting strategies to prevent cluster downtime.
 ### Etcd
@@ -1119,7 +1091,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Performance Tuning
 
   - **(2021)** [blog.px.dev: How etcd works and 6 tips to keep in mind](https://blog.px.dev/etcd-6-tips) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analyzing etcd internals under the Raft consensus mechanism. Provides six optimization techniques covering disk partition isolating, compact tasks, db sizing, lease scaling, and defragmentation routines necessary to protect cluster health.
-### Fundamentals (6)
+### Fundamentals (5)
 
 #### Comparisons
 
@@ -1137,12 +1109,12 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2020)** [redhat.com: Building containers by hand: The PID namespace](https://www.redhat.com/en/blog/pid-namespace) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A granular kernel-level tutorial demonstrating how to construct process isolation wrappers manually. Shows the inner workings of Linux PID namespaces to illustrate how Kubernetes models process trees and isolates resources inside a Pod boundary.
 ### Lightweight Kubernetes
 
-#### k0s
+#### K0s
 
   - **(2021)** [**k0sproject**](https://x.com/k0sproject) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Project tracker for k0s, a zero-friction, single-binary Kubernetes distribution designed by Mirantis. k0s strips away operational complexity by packaging control plane components together, optimizing for resource-constrained edge, IoT, and bare-metal environments.
 ### Local Clusters
 
-#### MicroK8s
+#### Microk8s
 
   - **(2021)** [ubuntu.com: How to test the latest Kubernetes 1.22 release candidate with MicroK8s](https://ubuntu.com/blog/how-to-test-the-latest-kubernetes-with-microk8s) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical walkthrough on leveraging MicroK8s to evaluate Kubernetes release candidates. This resource demonstrates the minimal configuration overhead required to spin up lightweight clusters on local workstations, enabling early-stage API compatibility validation.
 ### Managed Offerings
@@ -1152,7 +1124,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2020)** [revistacloudcomputing.com: Los mejores proveedores de Kubernetes](https://www.revistacloudcomputing.com/2020/09/los-mejores-proveedores-de-kubernetes) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” A comparison of leading managed Kubernetes providers (EKS, GKE, AKS) assessing features such as control plane pricing, scaling responsiveness, and upgrade paths. Extremely useful for infrastructure strategists.
 ### Migration (1)
 
-#### Container Orchestration (5)
+#### Container Orchestration (3)
 
   - **(2021)** [opensourcerers.org: How to go from Docker to Kubernetes the right way 🌟](https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-the-right-way) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive migration roadmap targeting teams transitioning from local Docker-centric environments to multi-node Kubernetes topologies. Focuses on rewriting network exposes, volume mounts, and orchestrating stateful workloads.
 #### Dev Environments
@@ -1165,7 +1137,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2023)** [==github.com/kairos-io/kairos: Kairos - Kubernetes-focused, Cloud Native Linux' meta-distribution==](https://github.com/kairos-io/kairos) ⭐ 1739  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kairos is an open-source, immutable Linux meta-distribution optimized specifically for edge and cloud-native Kubernetes deployments. It treats the base operating system as an appliance, allowing declarative, zero-touch provisioning and atomic node upgrades.
 ### Private Cloud
 
-#### OpenStack Integration
+#### Openstack Integration
 
   - **(2021)** [superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production](https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical playbook outlining how to marry OpenStack's bare-metal/VM resources with Kubernetes automation. Outlines storage mapping through Cinder, network integration via Octavia/Neutron, and high-performance production topologies.
 ### Registry
@@ -1178,6 +1150,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Guides (1)
 
   - **(2022)** [loft.sh: Kubernetes on Windows: 6 Life-Saving Tools & Tips](https://www.vcluster.com/blog/kubernetes-on-windows-6-life-saving-tools-and-tips) [ADVANCED LEVEL]  [LEGACY] β€” A technical resource detailing operational best practices, troubleshooting mechanisms, and performance-tuning tricks for running Windows Server containers on hybrid Kubernetes clusters. It addresses common networking pitfalls (such as Calico or Flannel overlay differences) and resource limitation differences between Linux namespaces and Windows Job Objects. It provides engineering teams with practical tips to facilitate legacy .NET Framework containerization.
+## Infrastructure As Code (1)
+
+### Crossplane and Control Planes
+
+#### Overview (1)
+
+  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas.
 ## Infrastructure Optimization
 
 ### Cluster Architecture (1)
@@ -1196,7 +1175,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### EKS Integration
 
   - **(2022)** [How to track costs in multi-tenant Amazon EKS clusters using Kubecost](https://aws.amazon.com/blogs/containers/how-to-track-costs-in-multi-tenant-amazon-eks-clusters-using-kubecost) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step implementation guide detailing how to run Kubecost within AWS EKS environments. Explains namespace-level attribution, handling shared load balancers, and calculating storage and compute resources accurately against live AWS billing registers.
-#### FinOps Practices
+#### Finops Practices
 
   - **(2021)** [thenewstack.io: 5 Essential Tips to Manage Kubernetes Costs](https://thenewstack.io/5-essential-tips-to-manage-kubernetes-costs) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Presents a strategic blueprint for limiting resource waste within cloud-native infrastructures. It focuses on setting realistic resource request and limit boundaries, utilizing horizontal and vertical autoscaling mechanisms, and eliminating orphaned volume structures.
   - **(2021)** [thenewstack.io: 5 Expensive Kubernetes Cost Traps and How to Deal with Them](https://thenewstack.io/5-expensive-kubernetes-cost-traps-and-how-to-deal-with-them) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Identifies the core operational anti-patterns that lead to rapid cluster cost inflation. Offers actionable patterns to address over-provisioning, unthrottled non-production environments, and structural failures to leverage public cloud savings plans.
@@ -1212,18 +1191,6 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2022)** [infracloud.io: Kubernetes Cost Reporting using Kubecost](https://www.infracloud.io/blogs/kubernetes-cost-reporting-using-kubecost) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An operations-focused walk-through for integrating Kubecost into enterprise environments. Covers capturing Prometheus-formatted infrastructure telemetry and leveraging internal dashboards to visualize actual cost structures.
   - **(2021)** [thenewstack.io: KubeCost: Monitor Kubernetes Costs with kubectl](https://thenewstack.io/kubecost-monitor-kubernetes-costs-with-kubectl) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Introduces CLI-driven financial observability workflows via the `kubectl-cost` plugin. Teaches engineers to quickly isolate resource-heavy configurations and run cost analysis commands directly within terminal shells.
   - **(2021)** [rtfm.co.ua: Kubernetes: Cluster Cost Monitoring – Kubernetes Resource Report and Kubecost](https://rtfm.co.ua/en/kubernetes-cluster-cost-monitoring-kubernetes-resource-report-and-kubecost) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Contrasts the resource-efficient 'Kubernetes Resource Report' project with the full-featured analytical depth of Kubecost. Assists engineers in finding the ideal balance between low deployment overhead and comprehensive reporting capability.
-## Infrastructure as Code (1)
-
-### CICD and Delivery
-
-#### Self-Hosted Runners
-
-  - **(2025)** [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” An innovative open-source self-hosting solution that provisions fast, secure, on-demand EC2 single-use runners for GitHub Actions on AWS. Offers extreme cost reductions (up to 10x) utilizing EC2 spot instances with minimal boot delays.
-### Crossplane and Control Planes
-
-#### Overview (1)
-
-  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas.
 ## Introductory
 
 ### Concepts (1)
@@ -1231,19 +1198,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Kubernetes Basics
 
   - **(2021)** [qwinix.io: What Is Kubernetes? K8s Uses, Benefits, & More](https://www.qwinix.io/blog-what-is-kubernetes)  [COMMUNITY-TOOL] β€” High-level review detailing containerization benefits, resource allocation, self-healing architectures, and declarative desired states. Aimed at introducing product leads and junior engineers to the core patterns of K8s orchestration.
-## Kubernetes Platform Engine
-
-### Cluster Operations
-
-#### Memory Management
-
-  - **(2025)** [OOMKilled in Kubernetes: Understanding and Preventing Hidden Memory Leaks](https://unixarena.com/2025/04/oomkilled-in-kubernetes-the-hidden-memory-leaks-youre-missing.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Diagnoses Kubernetes `OOMKilled` (Exit Code 137) events caused by memory leaks, misconfigured resource limits, and JVM heap management issues. Explains how to set appropriate limits/requests while implementing profiling tools to prevent container churn.
 ## Kubernetes Tools
 
 ### General Reference
 
-  - [Kubernetes Troubleshooting: A Step-by-Step Guide](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.
   - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
+  - [dzone.com: Performance Patterns in Microservices-Based Integrations](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Performance Patterns in Microservices-Based Integrations in the Kubernetes Tools ecosystem.
+  - [Kubernetes Troubleshooting: A Step-by-Step Guide](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.
   - [dzone: Introduction To Kubernetes 🌟](https://dzone.com/articles/introduction-to-kubernetes-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Introduction To Kubernetes 🌟 in the Kubernetes Tools ecosystem.
   - [cncf.io: Kubernetes 101: An Introduction 🌟](https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes 101: An Introduction 🌟 in the Kubernetes Tools ecosystem.
   - [dzone.com: Kubernetes Architecture Diagram 🌟🌟🌟](https://dzone.com/articles/kubernetes-architecture-diagram)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Kubernetes Architecture Diagram== 🌟🌟🌟 in the Kubernetes Tools ecosystem.
@@ -1260,7 +1221,6 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - [cncf.io: 5 Problems with Kubernetes Cost Estimation Strategies](https://www.cncf.io/blog/2020/09/18/5-problems-with-kubernetes-cost-estimation-strategies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: 5 Problems with Kubernetes Cost Estimation Strategies in the Kubernetes Tools ecosystem.
   - [cncf.io: Simplifying multi-clusters in Kubernetes](https://www.cncf.io/blog/2021/04/12/simplifying-multi-clusters-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Simplifying multi-clusters in Kubernetes in the Kubernetes Tools ecosystem.
   - [pixelstech.net: Build a Kubectl Plugin from Scratch](https://www.pixelstech.net/article/1606901393-Build-a-Kubectl-Plugin-from-Scratch)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pixelstech.net: Build a Kubectl Plugin from Scratch in the Kubernetes Tools ecosystem.
-  - [dzone.com: Performance Patterns in Microservices-Based Integrations](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Performance Patterns in Microservices-Based Integrations in the Kubernetes Tools ecosystem.
   - [dzone: Microservices Patterns: Sidecar](https://dzone.com/articles/microservices-patterns-sidecar)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Microservices Patterns: Sidecar in the Kubernetes Tools ecosystem.
   - [dzone: Multi-Container Pod Design Patterns in Kubernetes](https://dzone.com/articles/multi-container-pod-design-patterns-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Multi-Container Pod Design Patterns in Kubernetes in the Kubernetes Tools ecosystem.
   - **(None)** [](https://kubernetes.io/docs/reference/scheduling/config)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetes.io in the Kubernetes Tools ecosystem.
@@ -1269,10 +1229,10 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
 ### Kubeflow
 
-#### MLOps Infrastructure
+#### Mlops Infrastructure
 
   - **(2021)** [civo.com: Get up and running with Kubeflow on Civo Kubernetes](https://www.civo.com/learn/get-up-and-running-with-kubeflow-on-civo-kubernetes)  [COMMUNITY-TOOL] β€” A detailed installation and operations guide showing how to deploy Kubeflow pipelines onto lightweight managed Civo K3s clusters. Covers setting up deep learning environments, model pipelines, and monitoring routines.
-## Multi-Cluster (2)
+## Multi-cluster (2)
 
 ### Federation (1)
 
@@ -1286,18 +1246,20 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) ⭐ 291  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.
 ## Networking
 
-### Core Services
+### Kube-proxy
 
-#### kube-proxy
+#### IPVS Routing
 
-  - **(2021)** [dustinspecker.com: iptables: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/iptables-how-kubernetes-services-direct-traffic-to-pods) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Low-level diagnostic guide tracing the packet path through programmed iptables rules. Demonstrates exactly how kube-proxy routes cluster IP destination calls to dynamic backend endpoints.
-  - **(2021)** [arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)](https://arthurchiao.art/blog/cracking-k8s-node-proxy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dive technical blog exploring the design principles of the node proxy. Compares user-space, iptables, and IPVS proxy modes with performance telemetry data.
-### Multi-Cluster (3)
+  - **(2021)** [tigera.io: Comparing kube-proxy modes: iptables or IPVS?](https://www.tigera.io/blog/comparing-kube-proxy-modes-iptables-or-ipvs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep technical performance comparison between iptables and IPVS (IP Virtual Server) routing modes in kube-proxy. Demonstrates why IPVS's hash table lookup structures scale with O(1) performance, avoiding the O(N) linear performance degradation of iptables in clusters with thousands of services.
+#### Traffic Routing
+
+  - **(2020)** [learnsteps.com: How exactly kube-proxy works: Basics on Kubernetes](https://www.learnsteps.com/how-exactly-kube-proxy-works-basics-on-kubernetes)  [COMMUNITY-TOOL] β€” An analytical guide outlining how kube-proxy tracks the cluster API server to process changes to Endpoints and Services. Details packet forwarding patterns using user-space proxy routing and kernel-level iptables translation chains.
+### Multi-cluster (3)
 
 #### MCS-API
 
   - **(2021)** [**thenewstack.io: Extending Kubernetes Services with Multi-Cluster Services API**](https://thenewstack.io/extending-kubernetes-services-with-multi-cluster-services-api) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the Multi-Cluster Services (MCS) API. Analyzes cross-cluster traffic routing mechanisms and explains how to publish and consume services spanning multiple Kubernetes environments.
-### Multi-Cluster Networking
+### Multi-cluster Networking
 
 #### Submariner
 
@@ -1319,7 +1281,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2026)** [iximiuz.com: Service discovery in Kubernetes - combining the best of two worlds](https://iximiuz.com/en/posts/service-discovery-in-kubernetes) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep-dive analysis mapping how network packages resolve endpoints inside Kubernetes. Contrasts environment-variable injection against internal CoreDNS discovery systems, detailing how virtual ClusterIP networks route requests to running pods via iptables rules.
 ### Service Mesh and Proxy
 
-#### kube-proxy Mechanics
+#### Kube-proxy Mechanics
 
   - **(2022)** [**mayankshah.dev: Demystifying kube-proxy**](https://mayankshah.dev/blog/demystifying-kube-proxy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive breakdown of kube-proxy, the crucial network daemon on each Kubernetes node. Explains how kube-proxy implements virtual IP mechanics, routes traffic using iptables, and translates Kubernetes Service abstractions into actual networking actions.
 ### Services
@@ -1330,20 +1292,12 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Deep Dive (1)
 
   - **(2021)** [**harness.io: Kubernetes Services Explained 🌟**](https://www.harness.io/blog/kubernetes-services-explained) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes the network mechanics of Kubernetes Services, detailing internal DNS resolution, kube-proxy iptables configurations, and IPVS packet translation rules. Useful for tracing service discovery latencies.
-#### Fundamentals (7)
+#### Fundamentals (6)
 
   - **(2020)** [blog.alexellis.io: A Primer: Accessing services in Kubernetes](https://blog.alexellis.io/primer-accessing-kubernetes-services) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Demystifies service exposition mechanisms. Breaks down the network plumbing and structural configuration differences between ClusterIP, NodePort, and cloud-provider LoadBalancer integrations.
 #### IPVS
 
   - **(2021)** [dustinspecker.com: IPVS: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/ipvs-how-kubernetes-services-direct-traffic-to-pods) [GO/BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A core-level networking analysis explaining how the IP Virtual Server (IPVS) routing layer handles service balancing inside high-scale clusters, demonstrating massive throughput advantages over standard iptables.
-### kube-proxy (1)
-
-#### IPVS Routing
-
-  - **(2021)** [tigera.io: Comparing kube-proxy modes: iptables or IPVS?](https://www.tigera.io/blog/comparing-kube-proxy-modes-iptables-or-ipvs) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep technical performance comparison between iptables and IPVS (IP Virtual Server) routing modes in kube-proxy. Demonstrates why IPVS's hash table lookup structures scale with O(1) performance, avoiding the O(N) linear performance degradation of iptables in clusters with thousands of services.
-#### Traffic Routing
-
-  - **(2020)** [learnsteps.com: How exactly kube-proxy works: Basics on Kubernetes](https://www.learnsteps.com/how-exactly-kube-proxy-works-basics-on-kubernetes)  [COMMUNITY-TOOL] β€” An analytical guide outlining how kube-proxy tracks the cluster API server to process changes to Endpoints and Services. Details packet forwarding patterns using user-space proxy routing and kernel-level iptables translation chains.
 ## Networking and Ingress
 
 ### DNS
@@ -1351,23 +1305,16 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Automation (1)
 
   - **(2024)** [==external-dns==](https://github.com/kubernetes-sigs/external-dns) ⭐ 8985  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vital ecosystem add-on that dynamically configures external DNS providers based on active Ingress and Service host declarations. Ensures automated external network connectivity.
-## Networking and Security
-
-### Kubernetes Networking
-
-#### Deep Dive (2)
-
-  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exquisite, step-by-step technical analysis of the process of container instantiation and network interface creation. Explores how the Kubelet invokes CNI plugins to assign an IP address. Live Grounding validates that understanding the low-level CNI specification and IPC interactions is crucial for debugging cluster networking bottlenecks.
 ## Observability (1)
 
 ### Debugging (2)
 
+#### Ebpf Diagnostics
+
+  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) ⭐ 2177  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An administrative kubectl plugin designed to schedule and run bpftrace programs directly on target cluster nodes. It spawns custom, privileged debugging pods to attach eBPF tracing hooks into the host kernel, enabling high-performance diagnostic analysis of system calls and system bottlenecks without modifying application code.
 #### Resource Lifecycle
 
   - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) ⭐ 140  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive real-time observability CLI tool designed to 'spy' on active API resources. By monitoring resource lifecycles and publishing structural diffs directly to the terminal, it helps developers demystify custom resource definitions and native controller states during live deployment events.
-#### eBPF Diagnostics
-
-  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) ⭐ 2177  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An administrative kubectl plugin designed to schedule and run bpftrace programs directly on target cluster nodes. It spawns custom, privileged debugging pods to attach eBPF tracing hooks into the host kernel, enabling high-performance diagnostic analysis of system calls and system bottlenecks without modifying application code.
 ### Monitoring
 
 #### Telemetry Protocols
@@ -1396,15 +1343,15 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in Your Production Applications](https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability)  [COMMUNITY-TOOL] β€” Evaluates how properly defined health checks prevent bad deployments. Contrasts the operational differences of readiness probes (traffic routing control) with liveness probes (container restart trigger).
 ### Autoscaling
 
-#### Queue-Based Scaling
+#### Queue-based Scaling
 
   - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) ⭐ 161  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized worker autoscaler controller that targets instances consuming messages from queue brokers (such as SQS, Beanstalk, and RabbitMQ). It optimizes capacity scaling by using real-time backlog latency metrics rather than basic CPU or Memory usage averages, avoiding issues with delayed processing loops.
 ### Best Practices (2)
 
-#### Cloud-Native Design
+#### Cloud-native Design
 
   - **(2022)** [cloud.google.com: Kubernetes Best Practices](https://cloud.google.com/blog/products/containers-kubernetes) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive guides from GCP detailing container building, application exposure, cost optimization, and multi-tenant security structures using GKE-centric and general Kubernetes standards.
-#### Common Anti-Patterns
+#### Common Anti-patterns
 
   - **(2022)** [harness.io: Kubernetes Mistakes: A Beginner’s Guide To Avoiding Common Pitfalls](https://www.harness.io/blog/kubernetes-mistakes)  [COMMUNITY-TOOL] β€” Tailored for beginners, detailing typical traps: using 'latest' tags for images, lacking health endpoints, neglecting namespace isolation, and hardcoding application secrets directly into YAML.
   - **(2020)** [10 most common mistakes when using Kubernetes](https://blog.pipetail.io/posts/2020-05-04-most-common-mistakes-k8s)  [COMMUNITY-TOOL] β€” Explores core architectural errors: missing CPU/Memory requests/limits, misconfigured liveness/readiness probes, exposing all HTTP services via individual Cloud LoadBalancers, and neglecting IAM/RBAC context integration.
@@ -1473,7 +1420,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2026)** [youtube: Welcome to the world of kubectl plugins](https://www.youtube.com/watch?v=_W2qZvQT6XY) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A video presentation covering the landscape, development, and use cases of kubectl plugins. It serves as an accessible introduction to extending local terminal tooling with practical examples of custom workflows and automated command pipelines.
 ### Continuous Delivery
 
-#### GitOps
+#### Gitops
 
   - **(2020)** [blog.lukechannings.com: Mistakes made and lessons learned with Kubernetes and GitOps](https://lukechannings.com/blog/2020-05-10-kubernetes-gitops-lessons) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A candid retrospective exploring hard-learned GitOps lessons. Focuses on synchronizing cluster state with Git, managing secrets securely within declarative repositories, and structuring repositories for multi-environment lifecycles.
 ### Cost Optimization
@@ -1505,7 +1452,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Maturity Frameworks
 
   - **(2022)** [fairwinds.medium.com: Kubernetes Maturity Model](https://www.fairwinds.com/kubernetes-maturity-model)  [CASE STUDY] [COMMUNITY-TOOL] β€” Introduces a multi-phased maturity model mapping an organization's path from raw experimentation and initial containerization to advanced, automated platform optimization, enterprise governance, declarative policy enforcement, and multi-cluster orchestration.
-### High Availability (2)
+### High Availability (1)
 
 #### Deployment Best Practices
 
@@ -1518,7 +1465,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Architecture Overview
 
   - **(2023)** [linkedin.com: DAY 01: Kubernetes : Understanding Architecture, Components, Installation and Configuration](https://www.linkedin.com/pulse/day-01-kubernetes-understanding-architecture-anup-ghattikar)  [COMMUNITY-TOOL] [GUIDE] β€” An introductory training log explaining initial cluster bootstrapping, control plane configurations, and node joining sequences. It details common installation paths and highlights basic networking/etcd configurations needed to establish a stable cluster control plane.
-### Lifecycle Management
+### Lifecycle Management (1)
 
 #### Day 2 Operations
 
@@ -1533,7 +1480,10 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Industry Trends (2)
 
   - **(2022)** [**infoworld.com: No one wants to manage Kubernetes anymore 🌟**](https://www.infoworld.com/article/2264392/no-one-wants-to-manage-kubernetes-anymore.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the enterprise shift away from running custom, self-managed vanilla Kubernetes clusters towards fully managed cloud platforms like EKS, GKE, and serverless container ecosystems. Underlines the operational complexities of maintaining control plane elements.
-### Multi-Cluster (4)
+#### Performance Benchmarking
+
+  - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host)  [CASE STUDY] [COMMUNITY-TOOL] β€” A comparative performance study evaluating cluster provisioning latency across eight prominent cloud providers (such as AWS EKS, GCP GKE, Azure AKS, DigitalOcean, and Symbiosis). Tracks control plane bootstrap speed, node joining times, and API availability to guide DevOps teams in emergency scale-out or dynamic environment workflows.
+### Multi-cluster (4)
 
 #### Add-on Management
 
@@ -1541,14 +1491,14 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Federation (2)
 
   - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) ⭐ 2483  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The retired multi-cluster federation engine (KubeFed). Designed to coordinate resources across multiple clusters, it was retired due to design limitations. Modern production multi-cluster strategies have migrated to architectures like Karmada, Open Cluster Management (OCM), or global service meshes.
-### Multi-Cluster Management
+### Multi-cluster Management
 
 #### Fleet Orchestration
 
   - **(2021)** [**thenewstack.io: What Does It Take to Manage Hundreds of Kubernetes Clusters?**](https://thenewstack.io/what-does-it-take-to-manage-hundreds-of-kubernetes-clusters) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the challenges of managing large fleets of Kubernetes clusters in production. Evaluates key strategies for GitOps-driven deployment automation, programmatic RBAC enforcement, policy propagation, and consolidated fleet telemetry across environments.
 ### Node Management
 
-#### Auto-Remediation
+#### Auto-remediation
 
   - **(2026)** [==Draino==](https://github.com/planetlabs/draino) ⭐ 682  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An automated daemon designed to safely cordon and drain compute hosts when specific kernel or physical errors are flagged by the Node Problem Detector. It processes node status updates and gracefully evicts active workloads while strictly respecting configured Pod Disruption Budgets (PDBs).
 #### Declarative Automation
@@ -1565,7 +1515,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Workload Scaling
 
   - **(2021)** [**infoq.com: Six Tips for Running Scalable Workloads on Kubernetes**](https://www.infoq.com/articles/tips-running-scalable-workloads-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural insights on managing high-throughput, highly available workloads in Kubernetes. Explains critical configuration paradigms including resource requests and limits, Horizontal Pod Autoscaling (HPA) triggers, readiness/liveness probe design, and graceful termination hooks.
-### Post-Mortems
+### Post-mortems
 
 #### Resiliency Engineering
 
@@ -1578,14 +1528,13 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [**kubermatic.com: The Ultimate Checklist for Running Kubernetes in Production**](https://www.kubermatic.com/resources/the-ultimate-checklist-for-running-kubernetes-in-production) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extensive production operations checklist for Kubernetes deployments. Covers crucial production readiness requirements across observability, ingress security, RBAC policies, network segmentation, and backup recovery operations.
 ### Registry (1)
 
-#### High Availability (3)
+#### High Availability (2)
 
   - **(2021)** [blog.kintone.io: Tolerating failures in container image registries 🌟](https://blog.kintone.io/entry/neco-registry) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study analyzing how to deploy failure-tolerant private registries in high-availability environments. Explains how to set up resilient storage layers, handle replication synchronization, and use local pull-through caching to shield nodes from upstream network outages.
 ### Reliability (2)
 
 #### Probes (1)
 
-  - **(2020)** [==If you have a livenessProbe that takes over one second, it’ll fail when you update to kubernetes 1.20, because a long-standing bug with how the default was handled has been fixed. You must override the ExecProbeTimeout if your probe takes more than 1s==](https://github.com/kubernetes/kubernetes/pull/97057) ⭐ 123002  [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highlights a critical behavior change in Kubernetes 1.20 where `timeoutSeconds` is strictly enforced for Exec probes. Warns how previously un-timeout-bound scripts can trigger sudden restarts across critical services.
   - **(2021)** [**loft.sh: Kubernetes Readiness Probes - Examples & Common Pitfalls**](https://website.vcluster.com/blog/kubernetes-readiness-probes-examples-and-common-pitfalls) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes advanced operational pitfalls in readiness probe configurations. Explains how bad dependency validation (e.g. database pings inside web pod probes) can cause catastrophic, cascading cluster failures.
 #### Troubleshooting (1)
 
@@ -1597,7 +1546,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2020)** [dbafromthecold.com: Adjusting pod eviction time in Kubernetes](https://dbafromthecold.com/2020/04/08/adjusting-pod-eviction-time-in-kubernetes)  [COMMUNITY-TOOL] β€” Explains how to customize node and pod eviction behaviors during network partitions. Shows how to adjust parameters like pod-eviction-timeout and node-monitor-grace-period to prevent unnecessary database state re-syncs during transient packet loss.
 ### Resiliency
 
-#### DaemonSets (2)
+#### Daemonsets (2)
 
   - **(2019)** [engineering.prezi.com: How to avoid global outage β€” Seamlessly migrating DaemonSet labels](https://engineering.prezi.com/intro-4727024fc2c1) [YAML CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A detailed post-mortem and strategy guide on safely migrating selector labels for active DaemonSets without triggering catastrophic cluster outages. It introduces mechanisms to stage transitions using interim labels and node-level scaling constraints.
 ### Resource Limits (1)
@@ -1623,7 +1572,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Wait Strategies
 
   - **(2021)** [vadosware.io: So you need to wait for some Kubernetes resources?](https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide explaining how to synchronize the initialization sequence of dependent Kubernetes resources. Highlights the use of `kubectl wait`, init containers, and programmatic polling to prevent startup failures in microservice topologies.
-### Self-Healing
+### Self-healing
 
 #### Automation Platforms
 
@@ -1635,7 +1584,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) ⭐ 284  [RUST CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A multi-session context manager that isolates Kubernetes session configs within split terminal tabs. Unlike default global switches, this Rust utility guarantees engineers can safely run separate commands targeting different zones and clusters simultaneously without cross-cluster command contamination.
 ### System Administration (1)
 
-#### Fundamentals (8)
+#### Fundamentals (7)
 
   - **(2021)** [redhat.com: Kubernetes basics for sysadmins](https://www.redhat.com/en/blog/kubernetes-basics-sysadmins) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Kubernetes through the lens of bare-metal and VM sysadmins. Contextualizes namespaces, control groups (cgroups), and network namespaces against traditional Linux system administration paradigms.
 ### Troubleshooting (2)
@@ -1686,7 +1635,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 
   - **(2023)** [devopscube.com: Kubernetes Pod Priority, PriorityClass, and Preemption Explained 🌟](https://devopscube.com/pod-priorityclass-preemption) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operations guide detailing the setup, risk mitigation, and security policies governing PriorityClasses, helping operators protect critical platform controllers from being starved of compute resources.
   - **(2022)** [bytes.devopscube.com: Kubernetes Pod Priority & Preemption](https://bytes.devopscube.com/p/pod-priority-preemption-explained) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides a comprehensive architectural overview of Kubernetes Pod Priority and Preemption. It explains how high-priority containers can evict lower-priority workloads from fully saturated worker nodes.
-#### Taints and Tolerations
+#### Taints And Tolerations
 
   - **(2020)** [returngis.net: Organizar los pods en Kubernetes usando taints y tolerations](https://www.returngis.net/2020/06/organizar-los-pods-en-kubernetes-usando-taints-y-tolerations) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Analyzes scheduling isolation strategies using Node Taints and Pod Tolerations. Outlines patterns to dedicate specific hardware pools to isolated tenant classes or heavy ML workloads (written in Spanish).
 ## Platform Engineering (2)
@@ -1734,12 +1683,12 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Network Operations
 
   - **(2021)** [containerjournal.com: Overcoming Kubernetes Infrastructure Challenges](https://cloudnativenow.com/topics/cloudnativeplatforms/overcoming-kubernetes-infrastructure-challenges) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical survey of operational friction points, such as networking complexity, ingress management, and security posture in hybrid topologies. Provides concrete architectural strategies to reduce platform engineering complexity.
-### Multi-Tenancy
+### Multi-tenancy
 
 #### Admission Control (1)
 
   - **(2022)** [==loft-sh/kiosk==](https://github.com/loft-sh/kiosk) ⭐ 1071  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source extension for managing logical multi-tenancy. Configures self-service namespace provisioning and tenant resource allocations, though now largely replaced by vcluster workflows.
-#### Anti-Patterns
+#### Anti-patterns
 
   - **(2022)** [thenewstack.io: Avoiding the Pitfalls of Multitenancy in Kubernetes](https://thenewstack.io/avoiding-the-pitfalls-of-multitenancy-in-kubernetes) [GO CONTENT]  [COMMUNITY-TOOL] β€” Addresses the architectural failure modes of poorly isolated multi-tenant clusters. Outlines mitigation paths for noisy neighbors, CPU-throttled namespaces, and leaky container workloads.
 #### Architectural Models
@@ -1768,7 +1717,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Namespace Isolation
 
   - **(2021)** [opensource.com: Configure multi-tenancy with Kubernetes namespaces 🌟](https://opensource.com/article/21/2/kubernetes-namespaces) [YAML CONTENT] 🌟 [COMMUNITY-TOOL] β€” Demonstrates logical multi-tenancy implementation using native Kubernetes resource primitives. Focuses on combining RBAC boundaries, NetworkPolicies, and ResourceQuotas to insulate co-located developer teams.
-#### Self-Service
+#### Self-service
 
   - **(2023)** [Self-Service Kubernetes Namespaces Are A Game-Changer 🌟](https://www.vcluster.com/blog/self-service-kubernetes-namespaces-are-a-game-changer) [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” Examines developer onboarding architectures using vcluster to spawn self-service virtual namespaces. Reduces shared API control plane bottlenecks and simplifies structural governance for platform operators.
 #### Tooling Evaluation
@@ -1780,10 +1729,10 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2022)** [blog.joshgav.com: Clusters for all! - 16 May 2022 on Multitenancy, Clusters](https://blog.joshgav.com/posts/cluster-level-multitenancy) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Synthesizes advanced platform patterns for slice-based API multitenancy. Argues that virtualized control planes represent the most scalable approach for complex multi-user setups.
 ### Namespace Isolation (1)
 
-#### Cross-Namespace Sharing
+#### Cross-namespace Sharing
 
   - **(2022)** [engineering.salesforce.com: Project Agumbe: Share Objects Across Namespaces in Kubernetes 🌟](https://engineering.salesforce.com/project-agumbe-share-objects-across-namespaces-in-kubernetes-1fc2e1ddb3eb) [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Presents Salesforce's Project Agumbe, which synchronizes and shares select Kubernetes resources across namespace boundaries safely, preserving logical security partitions while reducing etcd redundancy.
-### PaaS (1)
+### Paas (1)
 
 #### Adoption Strategy (1)
 
@@ -1795,16 +1744,9 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2025)** [blog.palark.com](https://palark.com/blog/tag/kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Palark's technical blog delivers authoritative articles detailing production-grade Kubernetes challenges and platform engineering techniques. It emphasizes cluster security, container storage interfaces, and bare-metal cluster architectures.
 ### Training and Education
 
-#### Tutorials (1)
+#### Tutorials (2)
 
   - **(2024)** [learnk8s.io/blog](https://learnkube.com/blog) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Learnk8s offers high-fidelity, visually rich technical deep dives focusing on cluster mechanics and deployment configurations. Their educational guides resolve core operational complexities, making it a stellar developer resource for production container configuration.
-## Provisioning
-
-### Deployment Tools
-
-#### Ubuntu Stack
-
-  - **(2026)** [**Conjure up**](https://canonical.com/juju) [PYTHON CONTENT]  [LEGACY] β€” Curator Insight vs Live Grounding: Canonical's Conjure-up tool was originally developed to orchestrate Juju applications and configure Charmed Kubernetes dynamically. Live status confirms the tool is deprecated and retired, with Canonical directing teams to use direct Juju or MicroK8s setups.
 ## Resource Management (2)
 
 ### Automation and Tools
@@ -1896,17 +1838,17 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2022)** [sysdig.com: Kubernetes capacity planning: How to rightsize the requests of your cluster](https://www.sysdig.com/blog/kubernetes-capacity-planning) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Sysdig's guide to capacity planning and rightsizing cluster-wide resources.
 - Explains how to aggregate individual container requests to determine actual node provisioning thresholds.
 - Demystifies how rightsizing avoids both over-provisioning spend and scheduling latency.
-#### Quality of Service QoS
+#### Quality Of Service qos
 
   - **(2022)** [cloudtechtwitter.com: Kubernetes Quality of Service (QoS) class](https://www.cloudtechtwitter.com/2022/04/kubernetes-quality-of-service-qos-class.html)  [COMMUNITY-TOOL] β€” Explains how Kubernetes dynamically classifies pods into Quality of Service (QoS) classes: Guaranteed, Burstable, and BestEffort.
 - Outlines how QoS configurations directly dictate Out-Of-Memory (OOM) score scoring.
 - Demonstrates how nodes select eviction targets during resource pressure based on these rankings.
-#### Reliability vs Cost
+#### Reliability Vs Cost
 
   - **(2023)** [home.robusta.dev: You can't have both high utilization and high reliability 🌟](https://home.robusta.dev/blog/kubernetes-utilization-vs-reliability) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes the mathematical trade-off between resource utilization and cluster reliability.
 - Argues that running nodes at near-maximum capacity inevitably causes scheduling bottlenecks and evictions.
 - Recommends structured buffers to preserve high availability.
-#### Requests and Limits
+#### Requests And Limits
 
   - **(2022)** [learnk8s.io: Setting the right requests and limits in Kubernetes 🌟](https://learnkube.com/setting-cpu-memory-limits-requests)  [COMMUNITY-TOOL] β€” A highly structured, visual guide clarifying requests (scheduling floor) and limits (runtime ceiling).
 - Contrasts how CPU (compressible) vs Memory (non-compressible) behave when limits are exceeded.
@@ -1965,7 +1907,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [All you need to know to get started with the Kube Scheduler](https://gist.github.com/luisalfonsopreciado/40a0fc2319241d517832affdce2bc1ff)  [COMMUNITY-TOOL] β€” A structured developer reference summarizing primary Kube Scheduler mechanisms.
 - Explains configuring node affinity, taints, tolerations, and scheduling profile plugins.
 - Provides a robust cheat-sheet format for engineering custom resource schedules.
-#### Filtering and Scoring
+#### Filtering And Scoring
 
   - **(2020)** [opensource.com: How the Kubernetes scheduler works](https://opensource.com/article/20/11/kubernetes-scheduler) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep dive into the core execution loops of the `kube-scheduler` component.
 - Walks through the filtering (Predicates) and scoring (Priorities) phases used to select candidate nodes.
@@ -1996,7 +1938,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) ⭐ 243  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise-ready connection manager used to secure and automate context discovery in cloud environments. It integrates CLI authentication directly with corporate directory providers (such as SAML, OIDC, AWS IAM, Azure AD), making it simple to manage multi-tenant access safely.
 ### Authentication Protocols
 
-#### CICD Security
+#### CICD (5)
 
   - **(2021)** [tremolosecurity.com: Pipelines and Kubernetes Authentication](https://www.tremolo.io/post/pipelines-and-kubernetes-authentication) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A tactical guide outlining security risks of using long-lived ServiceAccount tokens within build pipelines. Recommends implementing ephemeral OIDC federation tokens and short-lived credential models to authenticate pipelines securely.
 ### Best Practices (4)
@@ -2026,14 +1968,11 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [fairwinds.com: K8s Clinic: How to Run Kubernetes Securely and Efficiently 🌟](https://www.fairwinds.com/blog/k8s-clinic-how-to-run-kubernetes-securely-and-efficiently)  [COMMUNITY-TOOL] β€” Discusses methods for shifting security policies left into developer workflows. Explains how to integrate validation checks into build systems to enforce security contexts, resource quotas, and drop default capabilities prior to cluster deployment.
 ### Identity
 
-#### OpenShift
+#### Openshift
 
   - **(2022)** [rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical procedure for regenerating administrative Kubeconfig structures for the `system:admin` user inside Red Hat OpenShift clusters. Focuses on resolving expired control plane authentication certificates via backend master node mechanics.
 ### Identity and Access
 
-#### AKS
-
-  - **(2024)** [From Zero to Hero with Identity and Access Control in Azure Kubernetes Service](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-identity-and-access-control-in-azure-kubernetes-service/4386350) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive handbook for architecting identity boundaries in Azure Kubernetes Service (AKS). It details the integration of Entra ID with native Kubernetes RBAC to eliminate static credentials. Utilizing managed identities ensures secure, audit-compliant interactions with external Azure cloud assets.
 #### RBAC
 
   - **(2022)** [cloudhero.io](https://cloudhero.io/creating-users-for-your-kubernetes-cluster) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical guide to onboarding cluster users. Explains how to generate TLS client certificates and bind them to Kubernetes RBAC RoleBindings to enforce safe access controls.
@@ -2044,7 +1983,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2022)** [cloudogu.com: Kubernetes least privilege implementation using the Google Cloud as an axample](https://platform.cloudogu.com/en/blog/kubernetes-least-privilege-gcp-example) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive walkthrough demonstrating how to enforce the Principle of Least Privilege. Combines GCP IAM roles and Kubernetes RBAC configuration to lock down namespaces and cluster resources.
 ### Infrastructure Security
 
-#### etcd Vulnerabilities
+#### Etcd Vulnerabilities
 
   - **(2022)** [dev.to: A Detailed Brief About Offence and Defence on Cloud Security - Etcd Risks](https://dev.to/tutorialboy/a-detailed-brief-about-offence-and-defence-on-cloud-security-etcd-risks-4h02)  [COMMUNITY-TOOL] β€” Explores security vectors targeting unauthenticated etcd endpoints. Analyzes potential attack paths leading to full cluster takeover and offers defensive practices, including strict network policies and RBAC configurations.
 ### Integrity and Signature
@@ -2075,7 +2014,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) ⭐ 3199  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A policy-testing framework used to execute structural tests against declarative configuration files. Leveraging Open Policy Agent (OPA) and the Rego language, it validates Kubernetes templates, Helm values, and Terraform files before they enter production environments.
 ### Registry Integration
 
-#### Container Runtimes (3)
+#### Container Runtimes (2)
 
   - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) ⭐ 119  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight and specific CLI utility used to inspect and fetch container image metadata from within a Kubernetes context. It bypasses complex registry credential configurations, allowing developers and administrators to debug and analyze container layers directly.
 ### Resource Management (3)
@@ -2135,13 +2074,6 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Architecture Scaling
 
   - **(2021)** [infoq.com: Kubernetes Workloads in the Serverless Era: Architecture, Platforms, and Trends](https://www.infoq.com/articles/kubernetes-workloads-serverless-era) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Traces the structural patterns, frameworks (Knative, KEDA), and architectural challenges of running scale-to-zero serverless runtimes inside a standard Kubernetes control loop. Focuses on lifecycle scaling profiles and routing constraints.
-## Service Mesh
-
-### Networking (2)
-
-#### Traffic Management
-
-  - **(2026)** [Istio.io](https://istio.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Home of the de facto standard open-source service mesh. Implements a uniform plane for managing, securing, and routing microservices traffic across hybrid cloud container clusters.
 ## Storage
 
 ### Failure Stories
@@ -2213,7 +2145,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Core Literature (1)
 
   - **(2019)** [Kubernetes: Up and Running, 2nd Edition](https://shop.oreilly.com/product/0636920223788.do)  [COMMUNITY-TOOL] β€” Written by co-creators of Kubernetes, this canonical O'Reilly volume serves as the gold-standard literature for understanding the architecture, design choices, and day-to-day operation of Kubernetes clusters. It covers declarative API design, multi-container pod patterns, and distributed service state.
-#### NodeJS
+#### Nodejs
 
   - **(2019)** [digitalocean.com: From Containers to Kubernetes with Node.js eBook](https://www.digitalocean.com/community/books/from-containers-to-kubernetes-with-node-js-ebook)  [COMMUNITY-TOOL] β€” A practical, application-focused eBook demonstrating the end-to-end containerization lifecycle of a Node.js application. It walks through drafting efficient Dockerfiles, setting up local development via Minikube, and writing declarative manifests to scale production microservices on Kubernetes.
 ### Certification
@@ -2267,7 +2199,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Literature
 
   - **(2021)** [ubuntuask.com: Best New Kubernetes Books](https://ubuntuask.com/blog/best-new-kubernetes-books)  [COMMUNITY-TOOL] β€” A curated index review evaluating the latest and most impactful publications on Kubernetes administration, cloud-native security, and microservices design patterns. It helps technology leaders select high-quality literature to train engineering teams on modern cloud architectures.
-### Tutorial (1)
+### Tutorials (3)
 
 #### Beginner (1)
 
@@ -2281,7 +2213,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2024)** [k21academy.com/category/docker-kubernetes](https://k21academy.com)  [COMMUNITY-TOOL] β€” K21Academy delivers structured educational paths centered on Docker and Kubernetes certifications such as CKA, CKAD, and CKS. The materials focus heavily on exam objectives, foundational container mechanics, and secure administrative practices.
 ### Foundational
 
-#### Tutorials (2)
+#### Tutorials (4)
 
   - **(2023)** [learnsteps.com/tag/basics-on-kubernetes](https://www.learnsteps.com/tag/basics-on-kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” Learnsteps provides step-by-step foundational guides designed to reduce the steep learning curve of container scheduling. It addresses core concepts like Pods, Deployments, and Services, making it ideal for software developers new to infrastructure.
 ### Professional Development
@@ -2328,7 +2260,7 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
   - **(2021)** [martinheinz.dev: Improving Application Availability with Pod Readiness Gates](https://martinheinz.dev/blog/63) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced exploration of Pod Readiness Gates as an extensibility interface for validating external network state.
 - Covers how cloud-native load balancers and service meshes interact with custom Pod conditions.
 - Indispensable for architectures requiring external validation prior to directing production traffic to Pods.
-##### Tutorial (2)
+##### Tutorials (5)
 
   - **(2021)** [dev.to: Configure Kubernetes Readiness and Liveness Probes - Tutorial | Pavan Belagatti 🌟](https://dev.to/pavanbelagatti/configure-kubernetes-readiness-and-liveness-probes-tutorial-478p)  [COMMUNITY-TOOL] β€” Step-by-step developer guide on implementing probe specifications in Kubernetes manifests.
 - Covers the fundamental differences between HTTP, TCP, and Exec handlers.
@@ -2365,17 +2297,17 @@ description: "Top Kubernetes resources for 2026, AI-ranked: Available kubectl pl
 #### Tooling (3)
 
   - **(2020)** [github.com/alexellis/run-job](https://github.com/alexellis/run-job) ⭐ 211  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.
-#### Tutorials (3)
+#### Tutorials (6)
 
   - **(2021)** [devopscube.com: How To Create Kubernetes Jobs/Cron Jobs – Getting Started Guide](https://devopscube.com/create-kubernetes-jobs-cron-jobs) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A practical guide detailing the creation of parallel Jobs and recurring CronJobs. Offers a clear reference for backoff limits, completion conditions, and active execution deadlines.
-### StatefulSets (1)
+### Statefulsets (1)
 
 #### Best Practices (6)
 
   - **(2021)** [**loft.sh: Kubernetes StatefulSet - Examples & Best Practices**](https://www.vcluster.com/blog/kubernetes-statefulset-examples-and-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the design space of StatefulSets, concentrating on Volume Claim Templates, headless services, and storage scaling hazards. Highlights best practices for migrating production database clusters into cloud-native topologies.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Other Awesome Lists](./other-awesome-lists.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/kustomize.md b/v2-docs/kustomize.md
index b4ef411e..c5d2b501 100644
--- a/v2-docs/kustomize.md
+++ b/v2-docs/kustomize.md
@@ -11,7 +11,7 @@ description: "Top Kustomize resources for 2026, AI-ranked: Kubestack Gitops Fram
 
 ## Application Configuration
 
-### Declarative GitOps
+### Declarative Gitops
 
 #### Helm and Kustomize
 
@@ -41,7 +41,7 @@ description: "Top Kustomize resources for 2026, AI-ranked: Kubestack Gitops Fram
 #### Extensibility
 
   - **(2022)** [tech.aabouzaid.com: Set OpenAPI patch strategy for Kubernetes Custom Resources - Kustomize](https://tech.aabouzaid.com/2022/11/set-openapi-patch-strategy-for-kubernetes-custom-resources-kustomize.html) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Technical deep dive into configuring custom OpenAPI schemas for CRDs within Kustomize. Explores defining strategic merge patch strategies (e.g., replace, merge, or delete) on Custom Resources, bypassing default merge limitations of standard JSON patches.
-#### GitOps
+#### Gitops
 
   - **(2022)** [**codefresh.io: Applied GitOps with Kustomize**](https://octopus.com/blog/applied-gitops-with-kustomize) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” High-density exploration of integrating Kustomize into GitOps pipelines. Emphasizes structured multi-environment promotion strategies, maintaining a single source of truth, and coordinating configuration changes using tools like Argo CD to ensure cluster reconciliation matches Git state.
   - **(2021)** [**github.com/kostis-codefresh: How to Model Your Gitops Environments with' kustomize 🌟**](https://github.com/kostis-codefresh/gitops-environment-promotion) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A seminal GitHub repository modeling scalable GitOps environment promotion. Outlines structural patterns for directory trees (base vs environments) that prevent duplicate configuration drift and simplify environment-specific promotions through Git commits.
@@ -56,16 +56,23 @@ description: "Top Kustomize resources for 2026, AI-ranked: Kubestack Gitops Fram
 #### Secrets Management
 
   - **(2020)** [Secretize 🌟](https://github.com/bbl/secretize) ⭐ 71  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight command-line utility to convert raw secrets and environment variables directly into encrypted Kubernetes Secret manifests. Helpful for basic automation pipelines, although modern enterprise workflows typically favor external systems like Vault, External Secrets Operator, or sealed-secrets.
-## Declarative GitOps (1)
+## Declarative Gitops (1)
 
-### GitOps Frameworks
+### Gitops Frameworks
 
 #### Kubestack
 
   - **(2026)** [==Kubestack Gitops Framework==](https://github.com/kbst/terraform-kubestack) ⭐ 709  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source Terraform-driven GitOps framework configured to simplify public cloud Kubernetes platform deployments and application configurations. It leverages native inheritance behaviors of Terraform modules to manage multi-cluster topologies predictably. It bridges infrastructure provisioning and GitOps continuous delivery workflows.
+## Infrastructure Security
+
+### Inbound Traffic Management
+
+#### Traefik
+
+  - **(2020)** [blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical integration blog detailing how to deploy and customize the Traefik v2.2 Ingress Controller using Kustomize configurations. It illustrates how to define overlays for environment-specific network values, secure SSL contexts, and service exposures. Useful reference for managing non-trivial ingress manifests programmatically.
 
 ---
-πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Crossplane](./crossplane.md)
+πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [IaC](./iac.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/linux-dev-env.md b/v2-docs/linux-dev-env.md
index 1f704a2c..085a53b0 100644
--- a/v2-docs/linux-dev-env.md
+++ b/v2-docs/linux-dev-env.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Linux Dev Env resources for 2026, AI-ranked: Windows Terminal 1.0, cmder and more β€” curated Cloud Native tools, guides and references."
+description: "Top Linux Dev Env resources for 2026, AI-ranked: ASDF, Windows Terminal 1.0 and more β€” curated Cloud Native tools, guides and references."
 ---
 # WSL: Linux Dev Environment on Windows
 
@@ -25,7 +25,7 @@ description: "Top Linux Dev Env resources for 2026, AI-ranked: Windows Terminal
   - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) ⭐ 26023  [C++ CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official open-source repository for winget-cli, Microsoft's Windows Package Manager. Standardizes command-line app deployment, installation, dependency discovery, and workspace updates.
 ## Development Environment
 
-### Windows Subsystem for Linux
+### Windows Subsystem For Linux
 
 #### Docker Desktop
 
@@ -52,6 +52,13 @@ description: "Top Linux Dev Env resources for 2026, AI-ranked: Windows Terminal
   - **(2021)** [bleepingcomputer.com: Windows 11 can now install WSL from the Microsoft' Store 🌟](https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-from-the-microsoft-store) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This technical review details Microsoft's strategic shift to deliver WSL as an application through the Microsoft Store on Windows 11. Decoupling WSL from core OS updates allows rapid feature and driver iterations without requiring full system reboots. It guarantees that development teams can access the latest filesystem speed improvements and driver updates immediately.
   - **(2020)** [Microsoft Makes it Easier to Install WSL on Windows 10 🌟](https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An overview of Microsoft's streamlined WSL installation process, highlighting the creation of the unified `wsl --install` command. This enhancement automates feature enablement and default distribution retrieval, lowering the onboarding barrier for DevOps engineers. This simplification is highly beneficial for enterprise-wide developer environment standardization.
   - **(2020)** [Distro installation added to WSL --install in Windows 10 insiders preview build 20246](https://devblogs.microsoft.com/commandline/distro-installation-added-to-wsl-install-in-windows-10-insiders-preview-build-20246) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This release overview highlights improvements to the `wsl --install` process in Windows Insider Build 20246, enabling customized distribution selection during initialization. These upgrades allow teams to script automated workspace setup processes without manual user interaction. This automated workflow is essential for building reproducible local development environments via code.
+## Local Developer Environment
+
+### Version Management
+
+#### Multi-language Runtimes
+
+  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment drift across development machines and CI runners via a robust plugin-driven architecture.
 ## Local Development
 
 ### Operating Systems
@@ -62,7 +69,7 @@ description: "Top Linux Dev Env resources for 2026, AI-ranked: Windows Terminal
   - **(2026)** [9elements.com: Developing on Windows with WSL2](https://9elements.com/blog/developing-on-windows-with-wsl2)  [COMMUNITY-TOOL] β€” A developer-focused guide optimizing local Windows workflows with WSL2. Provides performance instructions on using WSL2 backends alongside Docker Desktop, configuring VS Code remote-containers, and mitigating cross-file system read/write overhead.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/linux.md b/v2-docs/linux.md
index 900bd6b9..44d1e0c2 100644
--- a/v2-docs/linux.md
+++ b/v2-docs/linux.md
@@ -61,7 +61,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2022)** [genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix de lΓ­nea de comandos (y que puedes usar tambiΓ©n en Windows o Android)](https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android) [C CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive technical overview of BusyBox, detailing its architecture and utility compilation strategy. Explores how it delivers complete, lightweight POSIX environments on Android, recovery disks, and container deployments.
 ## Developer Workspace
 
-### Command-Line Tooling
+### Command-line Tooling
 
 #### JSON and YAML Manipulators
 
@@ -100,6 +100,11 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
 
   - **(2025)** [tecmint.com 🌟](https://www.tecmint.com) [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Educational Linux ecosystem portal offering high-quality command line, tool setup, and server administration guides designed for system administrators and DevOps engineers.
   - **(2025)** [unixmen.com 🌟](https://www.unixmen.com) [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Linux and UNIX ecosystem repository hosting comprehensive system configuration walkthroughs, software integrations, and general operating system guides for infrastructure engineers.
+### Kernel
+
+#### Resource Allocation
+
+  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [C/BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A system-level deep dive explaining Linux control groups (cgroups v1/v2). Demonstrates how Kubernetes translates resource limits/requests in YAML manifests to cgroup system boundaries, enforcing CPU and memory quotas.
 ### Networking
 
 #### SSH Management
@@ -200,6 +205,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
 
 #### Best Practices
 
+  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) [BASH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical compendium of syntax traps, variable-expansion failures, and execution hazards in GNU Bash. This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts.
   - **(2020)** [**pythonspeed.com: Please stop writing shell scripts**](https://pythonspeed.com/articles/shell-scripts) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A provocative architectural critique outlining the systematic failure modes of complex bash scripts in enterprise environments. It advocates for transitioning back to robust, typed languages like Python for complex logic. Live Grounding highlights this paradigm shift in DevOps, where script complexity mandates structured programming.
   - **(2021)** [dev.to: Writing Bash Scripts Like A Pro - Part 1 - Styling Guide](https://dev.to/unfor19/writing-bash-scripts-like-a-pro-part-1-styling-guide-4bin) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” This operational guide presents structured design patterns, formatting protocols, and linting guidelines for creating industrial-grade Bash scripts. It prioritizes codebase legibility and predictive execution paths. Live Grounding emphasizes its synergy with contemporary static analysis tools to maintain complex configuration scripts.
   - **(2012)** [robertmuth.blogspot.com: Better Bash Scripting in 15 Minutes](https://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A concise framework detailing critical Bash execution policies, command parsing strategies, and error mitigation techniques. It emphasizes the structural shift from rapid prototyping to production-grade shell scripting. While historically useful, Live Grounding indicates that modern environments frequently augment these guidelines with automated linters like ShellCheck.
@@ -235,7 +241,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2020)** [igoroseledko.com: Awk & sed Snippets for SysAdmins](https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins) [AWK CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly functional repository of production-ready AWK and sed snippets curated for rapid sysadmin operations. It covers log analysis, system parameter adjustments, and CSV structuring. Live Grounding validates these code snippets as efficient utility blueprints for fast troubleshooting.
 ### Software Distribution
 
-#### FedoraRedHat
+#### Fedoraredhat
 
   - **(2013)** [**copr.fedorainfracloud.org**](https://copr.fedorainfracloud.org/coprs) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The Fedora community platform allowing builders to easily deploy and distribute customized package repositories. It provides automatic RPM builds from source. Live Grounding proves its critical function in Fedora and RHEL testing pipelines.
   - **(2013)** [Copr](https://pagure.io/copr/copr) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” The source repository of the Copr distribution backend. It exposes the engine powering remote source builds and repository package generation. Live Grounding highlights its architectural value for private packaging pipelines.
@@ -269,6 +275,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2009)** [==Oh My Zsh==](https://ohmyz.sh) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier framework for managing Zsh shell configurations. It comes packaged with thousands of community-authored helper functions, themes, and CLI integrations. Live Grounding highlights its unparalleled adoption across developer workstations, standardizing interactive command-line interfaces.
 #### Tricks and Tweaks
 
+  - **(2008)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive, crowd-sourced catalog of advanced Linux command execution scripts, categorized by utility and syntax goals. Live Grounding confirms it is widely used by system administrators to query fast fixes and operational bash templates.
   - **(2011)** [climagic.org](https://www.climagic.org) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive, community-curated archive demonstrating shell scripting snippets, terminal jokes, and advanced command-line recipes. Live Grounding indicates it serves as an educational repository for shell optimization.
   - **(2009)** [Linux 101 Hacks](https://linux.101hacks.com) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An extensive list of command-line shortcuts, system configurations, and utility operations designed to optimize server interactions. Live Grounding notes that while command defaults have updated, the fundamentals of text manipulation remain relevant.
   - **(2009)** [twitter.com/commandlinefu](https://x.com/commandlinefu) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Social feed broadcasting community-curated bash commands, scripting shortcuts, and performance debugging tips. Live Grounding shows it acts as an informative micro-learning stream for system operations professionals.
@@ -394,7 +401,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2026)** [**CLImagic**](https://www.youtube.com/user/climagic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A platform and social presence showcasing the power of command-line tools, text-processing utilities, and shell syntax gymnastics. Offers practical one-liners that enhance daily terminal productivity and workflow efficiency.
 ### Infrastructure Automation
 
-#### SysAdmin Blogs
+#### Sysadmin Blogs
 
   - **(2026)** [The Lone Sysadmin](https://lonesysadmin.net) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A veteran systems administration blog focusing on virtualization, hardware, and automation infrastructure. Written from a practitioner's perspective, it features case studies and architectural considerations for datacenter management.
 ### Linux
@@ -412,12 +419,13 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
 #### Operations Handbook
 
   - **(2026)** [**abarrak.gitbook.io: Linux SysOps Handbook 🌟**](https://abarrak.gitbook.io/linux-sysops-handbook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A high-density reference manual covering system administration, networking, performance monitoring, and scripting. Designed as a quick lookup handbook for on-call engineers resolving real-world operational incidents.
-#### SysAdmin Tutorials
+#### Sysadmin Tutorials
 
 
 ??? abstract "Architect's Technical Comparison Table"
     | Solution | Maturity | Primary Focus | Language | Stars |
     | :--- | :--- | :--- | :--- | :--- |
+    | [learnitguide.net 🌟](https://www.learnitguide.net) |  | SysAdmin Tutorials | English | 🌟🌟🌟🌟 |
     | [The Geek Stuff](https://www.thegeekstuff.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟🌟 |
     | [linuxteck.com](https://www.linuxteck.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
     | [howtoforge.com](https://www.howtoforge.com) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
@@ -427,6 +435,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
     | [Linux Skills](https://www.youtube.com/channel/UCu2eNnWy-zc1xt_shCXQQfA) |  | SysAdmin Tutorials | English | 🌟🌟🌟 |
     | [Linux-tutorial.info](https://www.linux-tutorial.info) |  | SysAdmin Tutorials | English | 🌟🌟 |
 
+  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments.
   - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An exceptionally popular command reference and Linux administration blog, known for its concise "15 practical examples" format. Covers database tuning, bash programming, security hardening, and server automation essentials.
   - **(2026)** [linuxteck.com](https://www.linuxteck.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A dedicated tutorial and documentation hub focusing on enterprise Linux systems administration, covering core utilities, service configuration, and security best practices. The platform provides structured command-line examples suitable for automating server maintenance and maintaining system reliability.
   - **(2026)** [howtoforge.com](https://www.howtoforge.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An extensive repository of step-by-step Linux installation and configuration tutorials, heavily focusing on hosting environments, mail servers, and virtualization. It serves as an essential tactical resource for setting up reproducible server configurations across various Linux distributions.
@@ -518,6 +527,9 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2023)** [blog.ashwinchat.com: 9 Months of Full Time Neovim + Tmux](https://blog.ashwinchat.com/9-months-of-full-time-vim) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly reflective engineering journal detailing a 9-month migration from IDEs to a unified Neovim and Tmux terminal setup. Evaluates configuration complexity, speed gains, and terminal ergonomics.
 ## Security (2)
 
+### Auditing
+
+  - **(2021)** [sysadminxpert.com: How to do Security Auditing of CentOS System Using Lynis Tool](https://sysadminxpert.com/how-to-do-security-auditing-of-centos-system-using-lynis-tool) [SHELL CONTENT] [ADVANCED LEVEL]  [GUIDE] [LEGACY] β€” Step-by-step tutorial on executing Lynis for systemic compliance checks, privilege audits, and vulnerability detection. Live grounding notes that while CentOS is deprecated, Lynis remains an enterprise-stable auditor on Rocky, Alma, and generic RHEL-family distributions.
 ### Data Sanitation
 
   - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Investigates file shredding and disk zeroing mechanisms utilizing native commands like `shred`, `dd`, `srm`, and custom tooling. Demonstrates the operational physics of hard write manipulation to prevent residual forensic extraction.
@@ -589,7 +601,7 @@ description: "Top Linux resources for 2026, AI-ranked: termshark, The Linux Foun
   - **(2022)** [redhat.com: How to customize VM and cloud images with guestfish](https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explains how to integrate `guestfish` pipelines into cloud image provisioning scripts. Details the automated modification of network configurations, credential injection, and software installations within raw VM images.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/liquibase.md b/v2-docs/liquibase.md
index dcb7b4a4..4e6b3286 100644
--- a/v2-docs/liquibase.md
+++ b/v2-docs/liquibase.md
@@ -29,7 +29,7 @@ description: "Curated, AI-ranked Liquibase resources for the 2026 Cloud Native a
   - **(2021)** [piotrminkowski.com: Blue-green deployment with a database on Kubernetes 🌟](https://piotrminkowski.com/2021/02/18/blue-green-deployment-with-a-database-on-kubernetes) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint demonstrating blue-green deployments on Kubernetes for applications bound to transactional databases. Explores state synchronization, schema compatibility, and traffic routing mechanisms to prevent transaction loss during rolling updates.
 ## Continuous Delivery
 
-### Database GitOps
+### Database Gitops
 
 #### Liquibase (1)
 
@@ -48,21 +48,21 @@ description: "Curated, AI-ranked Liquibase resources for the 2026 Cloud Native a
 #### Vitess
 
   - **(2021)** [docs.planetscale.com: The PlanetScale workflow 🌟](https://planetscale.com/docs/vitess/best-practices) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation outlining the schema migration workflow in PlanetScale, powered by Vitess. Introduces non-blocking schema changes and deployment branches, enabling developers to modify production databases without locking tables or causing downtime.
-### Database GitOps (1)
+### Database Gitops (1)
 
 #### Schema Management
 
   - **(2021)** [==bytebase/bytebase==](https://github.com/bytebase/bytebase) ⭐ 14143  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized security compliance policies to govern multi-engine environments.
-## Infrastructure as Code
+## Infrastructure As Code
 
 ### Database Migration
 
-#### CICD and Delivery
+#### CICD
 
   - **(2023)** [martinfowler.com](https://martinfowler.com/articles/evodb.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A seminal essay on evolutionary database architectures. Highlights methods for treating database schemas as declarative code, versioning migrations, and automating data migrations safely inside unified application delivery pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Crossplane](./crossplane.md)
+πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [IaC](./iac.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/lowcode-nocode.md b/v2-docs/lowcode-nocode.md
index baee19bf..4873c067 100644
--- a/v2-docs/lowcode-nocode.md
+++ b/v2-docs/lowcode-nocode.md
@@ -36,7 +36,7 @@ description: "Curated, AI-ranked Lowcode Nocode resources for the 2026 Cloud Nat
   - **(2021)** [techradar.com: Low-code could replace "traditional" coding within months](https://www.techradar.com/news/low-code-could-replace-traditional-coding-within-months) 🌟🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” A provocative analysis reflecting on speculative industry trends regarding low-code automation. It highlights how aggressive market expansion projections suggest rapid enterprise adoption, while detailing the ongoing debate about scalability limits.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/managed-kubernetes-in-public-cloud.md b/v2-docs/managed-kubernetes-in-public-cloud.md
index 5d2aa993..2f4939f5 100644
--- a/v2-docs/managed-kubernetes-in-public-cloud.md
+++ b/v2-docs/managed-kubernetes-in-public-cloud.md
@@ -11,12 +11,12 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 
 ## Alternative Cloud
 
-### DigitalOcean Kubernetes DOKS
+### Digitalocean Kubernetes DOKS
 
 #### Core Platforms
 
   - **(2025)** [docs.digitalocean.com: Kubernetes on DigitalOcean](https://docs.digitalocean.com/products/kubernetes) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The baseline documentation hub for DigitalOcean Kubernetes (DOKS). Features developer-friendly setup guides, automated node pool configurations, and block storage integrations. Recommended for startups and medium-sized application workloads seeking an intuitive managed container orchestrator.
-#### GitOps and Continuous Delivery
+#### Gitops and Continuous Delivery
 
   - **(2022)** [digitalocean.com: Automating GitOps and Continuous Delivery With DigitalOcean Kubernetes (Terraform, Helm and Flux)](https://www.digitalocean.com/community/tech-talks/automating-gitops-and-continuous-delivery-with-digitalocean-kubernetes) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A practical guide on implementing declarative GitOps structures on DOKS using Flux CD, Terraform, and Helm charts. Provides a complete architectural template for managing infrastructure and application configurations declaration-first, reducing configuration drift in production.
 ### IBM Kubernetes Service IKS
@@ -51,11 +51,33 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2022)** [dev.to: Moving Azure Functions from AKS to Container Apps](https://dev.to/christle/moving-azure-functions-from-aks-to-container-apps-k60) [BASH CONTENT]  [COMMUNITY-TOOL] β€” An analytical migration post detailing the shift of Azure Functions from AKS (utilizing KEDA) into Azure Container Apps (ACA). Compares resource footprints, administration friction, and scale behaviors. Highly educational for choosing the correct serverless scale model.
 ## Architecture Blueprint
 
-### Multi-Cloud and Azure
+### Multi-cloud and Azure
 
 #### Infrastructure Design
 
   - **(2024)** [github.com/stephaneey/azure-and-k8s-architecture: Azure and K8s Architecture' 🌟](https://github.com/stephaneey/azure-and-k8s-architecture) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A curated open-source repository featuring detailed visual design maps and deployment blueprints for running enterprise-grade workloads on Azure and AKS. Demonstrates architectural patterns for network security zoning, private endpoints, DNS configuration, and highly isolated hub-and-spoke virtual networks.
+## CICD
+
+### Application Packaging
+
+#### Draft and Acorn
+
+  - **(2023)** [medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) [BASH CONTENT]  [LEGACY] β€” Focuses on simplifying development workflows on AKS using Draft and Acorn. Streamlines container generation and cluster deployments. Live grounding note: Acorn changed operations in early 2024, emphasizing legacy community-tool status.
+### Continuous Deployment
+
+#### Azure Pipelines
+
+  - **(2023)** [azuredevopslabs.com: Deploying a multi-container application to Azure Kubernetes Services](https://azuredevopslabs.com/labs/vstsextend/kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An interactive, practical lab illustrating the step-by-step setup of continuous delivery pipelines targeting AKS using Azure DevOps. Covers container builds, ACR image pushes, and multi-stage YAML pipeline deployment structures.
+### Github Actions
+
+#### Oracle Cloud Infrastructure
+
+  - **(2021)** [arnoldgalovics.com: GitHub Actions CI/CD For Oracle Cloud Kubernetes](https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes) [YAML/SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical walkthrough showcasing the implementation of automated deployment pipelines using GitHub Actions to target Oracle Cloud Infrastructure Container Engine for Kubernetes (OKE). It delineates secure OCI API authentication configurations, container image construction, and rollout orchestrations. (Live Grounding: Represents a standard, practical approach to OKE deployments using runners, contrasting with traditional enterprise Jenkins setups).
+### Kubesphere
+
+#### Jenkins
+
+  - **(2022)** [youtube: Create a Jenkins Pipeline on Kubernetes with CI/CD Pipeline Template in KubeSphere](https://www.youtube.com/watch?v=MU5LdM83x9s&ab_channel=KubeSphere) [GROOVY/YAML CONTENT]  [GUIDE] [LEGACY] β€” A visual demonstration detailing the creation of declarative Jenkins pipelines within the KubeSphere platform interface. Covers pipeline templates, integrated credential stores, and multi-stage container build-to-deploy workflows inside Kubernetes namespaces. (Live Grounding: Demonstrates how KubeSphere bridges legacy Jenkins pipelines with cloud-native execution runners).
 ## Cloud Infrastructure
 
 ### AWS
@@ -123,7 +145,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2023)** [Amazon EKS introduces EKS Pod Identity](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” EKS Pod Identity simplifies the association of IAM roles with Kubernetes service accounts. This model bypasses the complexities of OIDC trust configurations, offering highly scalable, secure, and isolated credential structures for containers.
 ### Continuous Delivery
 
-#### GitOps
+#### Gitops
 
   - **(2020)** [pages.awscloud.com: GitOps on AWS for High Performing Team Operations (eBook)](https://pages.awscloud.com/GLOBAL-partner-DL-DevOps-weaveworks-ebook-2020-learn.html) [PDF CONTENT]  [COMMUNITY-TOOL] β€” An e-book co-authored by AWS and Weaveworks exploring the deployment of GitOps workflows on AWS. It presents architectural patterns for using declarative systems to synchronize desired states defined in Git with operational EKS environments.
 #### Preview Environments
@@ -137,7 +159,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Kubecost
 
   - **(2022)** [AWS and Kubecost collaborate to deliver cost monitoring for EKS customers](https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Explains the native integration of Kubecost with Amazon EKS to provide free, high-granularity in-cluster resource cost allocations. Demonstrates how administrators trace expenditures back to namespaces, labels, and specific engineering departments.
-### Infrastructure as Code
+### Infrastructure As Code
 
 #### AWS CDK
 
@@ -146,7 +168,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Terraform
 
   - **(2021)** [youtube: CloudGeeks - Terraform Eks Kubernetes RDS Secrets Manager Eksctl Cloudformation ALB Controller (Redmine App)](https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive practical video guide displaying multi-tier app deployment. Integrates Terraform, EKS, RDS, AWS Secrets Manager, and AWS ALB Controller to assemble an enterprise-grade cloud footprint.
-### Multi-Cluster Management
+### Multi-cluster Management
 
 #### Case Study
 
@@ -274,14 +296,14 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 ##### Node Scaling Metrics
 
   - **(2023)** [**awslabs/eks-node-viewer**](https://github.com/awslabs/eks-node-viewer) ⭐ 1632  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly functional CLI diagnostic tool designed to visualize real-time cost, resource utilization, and scheduling efficiency across Amazon EKS node groups. Highly integrated with dynamic autoscaling engines like Karpenter to optimize infrastructure financial footprints.
-#### GitOps and Automation
+#### Gitops and Automation
 
 ##### Infrastructure Provisioning
 
   - **(2023)** [aws.amazon.com: GitOps model for provisioning and bootstrapping Amazon EKS clusters using Crossplane and Argo CD](https://aws.amazon.com/blogs/containers/gitops-model-for-provisioning-and-bootstrapping-amazon-eks-clusters-using-crossplane-and-argo-cd) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates an elegant architectural GitOps paradigm that unifies cloud infrastructure and software delivery. Integrates Crossplane for declarative AWS API provisioning with Argo CD for continuous application state synchronizations.
 #### Hybrid Cloud
 
-##### Blue-Green Upgrades
+##### Blue-green Upgrades
 
   - **(2022)** [aws.amazon.com: Blue/Green Kubernetes upgrades for Amazon EKS Anywhere using Flux](https://aws.amazon.com/blogs/containers/blue-green-kubernetes-upgrades-for-amazon-eks-anywhere-using-flux) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Showcases a robust GitOps upgrading mechanism using Flux CD on EKS Anywhere clusters. Focuses on orchestrating safe blue/green cluster migrations to minimize physical infrastructure interruptions.
 ##### Feature Matrix
@@ -290,16 +312,16 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 ##### Getting Started
 
   - **(2021)** [aws.amazon.com: Getting started with Amazon EKS Anywhere](https://aws.amazon.com/blogs/containers/introducing-general-availability-of-amazon-eks-anywhere) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Fundamental provisioning guide to instantiate an EKS Anywhere sandbox cluster. Leverages Docker-based local execution to demonstrate the configuration profiles and administration scripts of local EKS-compliant architectures.
-##### On-Premises EKS
+##### On-premises EKS
 
   - **(2023)** [**EKS Anywhere: github.com/aws/eks-anywhere**](https://github.com/aws/eks-anywhere) ⭐ 2096  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official hybrid-cloud open-source distribution bringing EKS lifecycle tooling, operational practices, and configurations directly into bare-metal, vSphere, or Nutanix environments. Maintains uniform operational patterns across hybrid infrastructures.
-##### On-Premises Launch
+##### On-premises Launch
 
   - **(2021)** [aws.amazon.com: Amazon EKS Anywhere – Now Generally Available to Create and Manage Kubernetes Clusters on Premises](https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Launches EKS Anywhere into general availability, introducing key hybrid cloud deployment architectures. Examines how on-premises teams can leverage automated OS patching, tooling uniformity, and professional AWS support channels.
 ##### Service Mesh Integration
 
   - **(2022)** [solo.io: Connect Your Services Seamlessly with Amazon EKS Anywhere and Istio](https://www.solo.io/blog/amazon-eks-anywhere-and-solo-istio) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on extending enterprise network topologies and security controls to the hybrid-edge using Solo Gloo Mesh (Istio) over EKS Anywhere nodes. Streamlines cross-cloud security boundaries and load balancing profiles.
-#### Infrastructure as Code (1)
+#### Infrastructure As Code (1)
 
 ##### NFS Storage Autoprovisioning
 
@@ -321,7 +343,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2022)** [aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus and Grafana](https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural guide for diagnosing Amazon EKS API server performance using metrics scraped by Prometheus and rendered via Grafana dashboards. Explains how to identify bottlenecks like throttling, request latency, and resource starvation in managed control planes.
 #### Networking (2)
 
-##### CoreDNS Scaling
+##### Coredns Scaling
 
   - **(2024)** [aws.amazon.com: Amazon EKS announces native support for autoscaling CoreDNS Pods](https://aws.amazon.com/about-aws/whats-new/2024/05/amazon-eks-native-support-autoscaling-coredns-pods) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Highlights the native capabilities of EKS to automatically configure horizontal scaling for CoreDNS deployments based on cluster scale metrics. Solves structural DNS performance bottlenecks during massive scaling events without custom cron jobs.
 ##### IP Management
@@ -413,9 +435,12 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Evolution and History
 
   - **(2020)** [Looking ahead as GKE, the original managed Kubernetes, turns 5](https://cloud.google.com/blog/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical piece reflecting on the five-year evolutionary path of GKE as the pioneer managed Kubernetes provider. Explores the development of multi-cluster mechanics, integrated security baselines, and automated upgrade routines. Valuable as context for evaluating current orchestrator capabilities.
-#### FinOps
+#### Finops
 
   - **(2022)** [cloud.google.com: Know more, spend less: how GKE cost optimization insights help you optimize Kubernetes](https://cloud.google.com/blog/products/containers-kubernetes/gke-cost-optimization-insights-now-ga) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Examines GKE's native cost optimization insights, which surface over-provisioned CPU/Memory metrics directly within the console. Guides platform architects on utilizing automated rightsizing recommendations to minimize container cost overruns while maintaining necessary performance profiles.
+#### GKE Core
+
+  - **(2025)** [Google Kubernetes Engine](https://cloud.google.com/kubernetes-engine) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Core landing documentation for Google Kubernetes Engine (GKE), highlighting GKE's industry-standard capabilities. Specifically focuses on setting up node pools with custom kernel parameters, eliminating post-bootstrap script workarounds. Provides the baseline reference for standard-setting enterprise container management.
 #### Industry Analysis
 
   - **(2021)** [techcrunch.com: Google Cloud puts its Kubernetes Engine on autopilot](https://techcrunch.com/2021/02/24/google-cloud-puts-its-kubernetes-engine-on-autopilot) [N/A CONTENT]  [COMMUNITY-TOOL] β€” TechCrunch's coverage of GKE Autopilot, highlighting its impact on managed container orchestration trends. Focuses on the trade-offs of restricting low-level node configurations in exchange for SLA-backed operations and optimized bin-packing. Evaluates the strategic TCO reductions of serverless-style Kubernetes models.
@@ -423,10 +448,10 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Ingress and Routing (1)
 
   - **(2022)** [Using new traffic control features in External HTTP(S) load balancer](https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details advanced traffic engineering patterns utilizing Google Cloud external HTTP(S) Load Balancing. Outlines how GKE architects can configure header-based request redirection, traffic mirroring, and weight-based canary routes directly at the external ingress tier to construct robust microservices patterns.
-#### Multi-Cluster Architectures
+#### Multi-cluster Architectures
 
   - **(2022)** [cloud.google.com: How to do multi-cluster Kubernetes in the real worldβ€”one GKE shop’s approach](https://cloud.google.com/blog/products/containers-kubernetes/multi-cluster-kubernetes-with-gke-at-geotab) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A real-world engineering case study from Geotab detailing their approach to multi-cluster GKE administration. Addresses cross-region latency issues, regional failover strategies, and global DNS configurations, demonstrating how to maintain highly available microservices environments at scale.
-#### Multi-Cluster Networking
+#### Multi-cluster Networking
 
   - **(2021)** [cloud.google.com: Discover and invoke services across clusters with GKE multi-cluster services](https://cloud.google.com/blog/products/containers-kubernetes/introducing-gke-multi-cluster-services) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Introduces GKE Multi-Cluster Services (MCS), allowing cross-cluster service discovery and load balancing using standard Kubernetes primitives. Enables seamless cross-cluster communication, simplifying geographic scaling, disaster recovery architectures, and multi-region microservice fabrics.
 #### Observability (2)
@@ -458,7 +483,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 ##### Secure Architecture
 
   - **(2023)** [docs.microsoft.com: Baseline architecture for an Azure Kubernetes Service (AKS) cluster 🌟](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks/baseline-aks) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official Azure Well-Architected Framework baseline architecture for establishing a highly secure, private, and resilient AKS cluster. Focuses on network isolation, hub-spoke topology, and enterprise integration.
-#### Infrastructure as Code (2)
+#### Infrastructure As Code (2)
 
 ##### Template Generator
 
@@ -511,18 +536,23 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2021)** [github.com: AKS: Use AAD identity for pods and make your SecOps happy](https://github.com/dfrappart/articles/blob/master/podidentityjourney.md) ⭐ 6  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” Journal exploring Azure AD Pod Identity to authorize pods. Note: While historically significant, modern live grounding indicates this pattern has been succeeded by Microsoft Entra Workload Identity.
 #### Storage (2)
 
-##### StatefulSet Volume Scaling
+##### Statefulset Volume Scaling
 
   - **(2022)** [adamrushuk.github.io: Increasing the volumeClaimTemplates Disk Size in a Statefulset on AKS](https://adamrushuk.github.io/increasing-the-volumeclaimtemplates-disk-size-in-a-statefulset-on-aks) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Addresses technical hurdles and step-by-step procedures when attempting to live-resize Persistent Volumes linked to stateful applications orchestrated via StatefulSets inside AKS.
-## Cloud-Native Infrastructure
+## Cloud-native Infrastructure
 
 ### Cluster Provisioning (2)
 
-#### KubeKey
+#### Kubekey
 
   - **(2025)** [**kubekey**](https://github.com/kubesphere/kubekey) ⭐ 2821  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Go-based command-line utility engineered to rapidly install, configure, and upgrade Kubernetes clusters, KubeSphere components, and runtime layers (containerd, Docker) on bare-metal and cloud environments. It highly excels in air-gapped, offline installations using custom artifact packages. (Live Grounding: KubeKey remains a highly-rated installer alternative to Kubeadm, especially popular in hybrid/on-prem environments requiring deterministic runtime setups).
   - **(2021)** [kubesphere.io: Install Kubernetes 1.22 and containerd the Easy Way with kubekey](https://kubesphere.io/blogs/install-kubernetes-containerd) [GO/YAML CONTENT]  [GUIDE] [LEGACY] β€” Outlines a streamlined procedural approach to installing Kubernetes 1.22 and containerd using the KubeKey engine. The guide emphasizes the migration away from Docker shim and configures high-performance runtime options using bare-metal architecture targets. (Live Grounding: Although v1.22 is legacy by 2026 standards, the architectural concepts of containerd orchestration and bare-metal bootstrapping via KubeKey remain highly instructional).
   - **(2021)** [kubesphere.io: Scaling a Kubernetes Cluster: One of the Best Practices for Using KubeKey](https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A technical guide demonstrating how to horizontally scale existing Kubernetes compute capacities using KubeKey execution manifests. Focuses on declarative modifications of cluster-configuration files to dynamically append new worker nodes without service disruptions. (Live Grounding: Vital operations reference for cluster administrators managing hardware expansions within hybrid/private clouds).
+### Infrastructure Provisioning (1)
+
+#### Kubernetes Operators
+
+  - **(2022)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) [YAML/GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the paradigm shift of utilizing Kubernetes-native custom resource definitions (CRDs) and operators to provision external cloud resources (such as AWS ACK, GCP Config Connector, and Azure Service Operator). This declarative Infrastructure-as-Code pattern replaces external Terraform runs with continuous control loops inside the cluster. (Live Grounding: Standardizes management under unified Kubernetes control planes, resolving out-of-band drifts).
 ### Managed Kubernetes
 
 #### Azure AKS
@@ -542,24 +572,12 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Cluster API
 
   - **(2022)** [giantswarm.io:](https://www.giantswarm.io/blog/turtles-all-the-way-down-are-still-just-turtles-giant-swarm) [GO/YAML CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” An in-depth post detailing Giant Swarm's operational adoption of Cluster API (CAPI) for provisioning 'clusters within clusters.' It breaks down the philosophical and technical paradigms of declarative multi-cluster orchestration where management planes treat tenant clusters as Kubernetes resources. (Live Grounding: Illustrates the robust shift away from legacy custom provisioning scripts toward cloud-native standard CAPI specifications).
-#### KubeSphere
+#### Kubesphere (1)
 
   - **(2026)** [kubesphere.io](https://kubesphere.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” KubeSphere is a distributed, multi-tenant enterprise container platform built on top of Kubernetes. It provides an intuitive GUI dashboard for managing multi-cloud container orchestration, DevOps pipelines (Jenkins-based), service meshes (Istio), observability, and microservice governance. (Live Grounding: Actively developed in 2026, offering a complete, modular, cloud-agnostic platform alternative to OpenShift).
 #### Managed Kubernetes (1)
 
   - **(2026)** [Giant Swarm](https://www.giantswarm.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Giant Swarm is an enterprise-tier fully managed Kubernetes platform that emphasizes cluster lifecycle management across multi-cloud environments (AWS, Azure) and bare-metal setups. Known for utilizing the Cluster API (CAPI) pattern to automate cluster lifecycle management natively. (Live Grounding: Solidly positioned as a premium provider of GitOps-driven, multi-tenant container orchestration architectures in 2026).
-## Delivery and CICD
-
-### Application Packaging
-
-#### Draft and Acorn
-
-  - **(2023)** [medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) [BASH CONTENT]  [LEGACY] β€” Focuses on simplifying development workflows on AKS using Draft and Acorn. Streamlines container generation and cluster deployments. Live grounding note: Acorn changed operations in early 2024, emphasizing legacy community-tool status.
-### Continuous Deployment
-
-#### Azure Pipelines
-
-  - **(2023)** [azuredevopslabs.com: Deploying a multi-container application to Azure Kubernetes Services](https://azuredevopslabs.com/labs/vstsextend/kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” An interactive, practical lab illustrating the step-by-step setup of continuous delivery pipelines targeting AKS using Azure DevOps. Covers container builds, ACR image pushes, and multi-stage YAML pipeline deployment structures.
 ## Developer Experience
 
 ### Inner Loop Development
@@ -574,18 +592,6 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Volume Synchronization
 
   - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) ⭐ 27  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A lightweight, community-driven development aid designed to bridge local filesystems with Kubernetes volumes. Live Grounding indicates the project has had minimal recent activity, classifying it as a legacy utility. It may serve as a historical reference implementation for simple synchronization mechanisms.
-## FinOps and Cloud Cost
-
-### AWS Optimization
-
-#### EKS Log Optimization
-
-  - **(2023)** [**aws.amazon.com: Understanding and Cost Optimizing Amazon EKS Control Plane Logs**](https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the high CloudWatch cost challenges generated by Amazon EKS control plane logs (API server, authenticator, audit, scheduler). Demonstrates how to configure fluent-bit to filter and route only essential telemetry records to cheap storage.
-### Kubernetes FinOps
-
-#### Cost Management
-
-  - **(2023)** [==infoworld.com: Kubernetes cost management for the real world==](https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep dive into the challenges of multi-tenant Kubernetes cost attribution across dynamic namespaces. Contrasts raw hyper-scaler billing records against granular container resource consumption metrics, detailing how Kubecost and OpenCost establish accurate, real-world chargeback frameworks.
 ## Financial Operations
 
 ### Cost Optimization (4)
@@ -593,14 +599,21 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Node Allocation
 
   - **(2021)** [zartis.com: How To Save A Fortune On Azure Kubernetes Service](https://www.zartis.com/minimizing-costs-aks) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Details structural cost optimization methods for AKS deployment. Discusses right-sizing node configurations, deploying Azure Spot instances for non-critical environments, and configuring cluster autoscalers. Grounding confirms these strategies are essential in architectural cost-governance pipelines.
+## Finops and Cloud Cost
+
+### AWS Optimization
+
+#### EKS Log Optimization
+
+  - **(2023)** [**aws.amazon.com: Understanding and Cost Optimizing Amazon EKS Control Plane Logs**](https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the high CloudWatch cost challenges generated by Amazon EKS control plane logs (API server, authenticator, audit, scheduler). Demonstrates how to configure fluent-bit to filter and route only essential telemetry records to cheap storage.
+### Kubernetes Finops
+
+#### Cost Management
+
+  - **(2023)** [==infoworld.com: Kubernetes cost management for the real world==](https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep dive into the challenges of multi-tenant Kubernetes cost attribution across dynamic namespaces. Contrasts raw hyper-scaler billing records against granular container resource consumption metrics, detailing how Kubecost and OpenCost establish accurate, real-world chargeback frameworks.
 ## Infrastructure
 
-### Enterprise Backup
-
-#### Cloud-Native Integration
-
-  - **(2021)** [**cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads**](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An announcement introducing Backup for GKE, a fully-managed Google Cloud service for GKE environments. Operates via the GCP API control plane to restore configurations and storage elements natively.
-### Hybrid and On-Premises
+### Hybrid and On-premises
 
 #### Azure Stack Hub
 
@@ -613,7 +626,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Dynamic DNS
 
   - **(2022)** [dev.to/javiermarasco: HTTPs with Ingress controller, cert-manager and DuckDNS (in AKS/Kubernetes)](https://dev.to/javiermarasco/https-with-ingress-controller-cert-manager-and-duckdns-in-akskubernetes-2jd1) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Presents a dynamic DNS development environment setup using cert-manager, NGINX ingress, and DuckDNS on AKS clusters. Helps development teams quickly wire secure, externally accessible TLS endpoints without needing official domain registrations.
-#### ExternalDNS
+#### Externaldns
 
   - **(2023)** [techcommunity.microsoft.com: Kubernetes External DNS for Azure DNS & AKS](https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kubernetes-external-dns-for-azure-dns--aks/3809393) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Examines configuring ExternalDNS inside an AKS cluster to dynamically sync Kubernetes Ingress resources with Azure DNS zones. Avoids manual DNS configuration, automating resource and IP updates on target domain records.
 #### Hybrid Ingress Architecture
@@ -633,13 +646,13 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### BYO CNI
 
   - **(2022)** [pixelrobots.co.uk: Bring your own Container Network Interface (CNI) plugin with Azure Kubernetes Service (AKS) (PREVIEW)](https://pixelrobots.co.uk/2022/04/bring-your-own-container-network-interface-cni-plugin-with-azure-kubernetes-service-aks-preview) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines utilizing the Bring Your Own CNI (BYO CNI) preview option in AKS. Allows engineering teams to manage and run their own custom CNI platforms (such as custom Cilium structures) while still leveraging the managed control plane benefits of AKS.
-#### Calico eBPF
+#### Calico Ebpf
 
   - **(2021)** [thenewstack.io: Turbocharging AKS Networking with Calico eBPF](https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the performance enhancements derived from running Calico's eBPF data plane over AKS cluster topologies. Discusses how bypassing traditional iptables routing overhead reduces connection latency and CPU usage. It remains a relevant comparative benchmark for high-performance networks.
-#### Kubenet vs Azure CNI
+#### Kubenet Vs Azure CNI
 
   - **(2022)** [medium.com/@vamsi.lakshman: Overview of Azure Kubernetes Services Networking Models](https://medium.com/@vamsi.lakshman/overview-of-azure-kubernetes-services-networking-models-e3ca0591aebe) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Provides a comprehensive architectural overview contrasting AKS's native CNI models: Kubenet versus Azure CNI. Analyzes the trade-offs of IP space consumption, routing tables, and overall performance dynamics across large clusters.
-#### WireGuard Encryption
+#### Wireguard Encryption
 
   - **(2021)** [tigera.io: Calico WireGuard support with Azure CNI](https://www.tigera.io/blog/calico-wireguard-support-with-azure-cni) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines configuring Calico WireGuard encryption overlaying Azure CNI networks. Details setting up highly secure node-to-node transport layer encryption with minimal CPU overhead. Grounding points to this as an excellent alternative to heavy IPsec deployments.
 ### Node Pools
@@ -660,27 +673,20 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Private Endpoints
 
   - **(2021)** [carlos.mendible.com: AKS: Persistent Volume Claim with an Azure File Storage protected with a Private Endpoint](https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure-file-storage-protected-with-a-private-endpoint) [YAML/TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines configuring a Persistent Volume Claim (PVC) using Azure Files storage secured with a Private Endpoint in AKS. Prevents the storage accounts from being exposed to the public internet. Grounding confirms this is a critical enterprise pattern for storage layer hardening.
-## Infrastructure as Code and CI-CD
-
-### CI-CD Pipelines
-
-#### GitHub Actions
-
-##### Oracle Cloud Infrastructure
-
-  - **(2021)** [arnoldgalovics.com: GitHub Actions CI/CD For Oracle Cloud Kubernetes](https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes) [YAML/SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical walkthrough showcasing the implementation of automated deployment pipelines using GitHub Actions to target Oracle Cloud Infrastructure Container Engine for Kubernetes (OKE). It delineates secure OCI API authentication configurations, container image construction, and rollout orchestrations. (Live Grounding: Represents a standard, practical approach to OKE deployments using runners, contrasting with traditional enterprise Jenkins setups).
-#### KubeSphere (1)
-
-##### Jenkins
-
-  - **(2022)** [youtube: Create a Jenkins Pipeline on Kubernetes with CI/CD Pipeline Template in KubeSphere](https://www.youtube.com/watch?v=MU5LdM83x9s&ab_channel=KubeSphere) [GROOVY/YAML CONTENT]  [GUIDE] [LEGACY] β€” A visual demonstration detailing the creation of declarative Jenkins pipelines within the KubeSphere platform interface. Covers pipeline templates, integrated credential stores, and multi-stage container build-to-deploy workflows inside Kubernetes namespaces. (Live Grounding: Demonstrates how KubeSphere bridges legacy Jenkins pipelines with cloud-native execution runners).
-## Multi-Cloud Management
+## Multi-cloud Management
 
 ### Platform Engineering (1)
 
 #### Tooling Comparison
 
   - **(2021)** [Compare tools for multi-cloud Kubernetes management 🌟](https://www.techtarget.com/searchcloudcomputing/tip/Compare-tools-for-multi-cloud-Kubernetes-management) [N/A CONTENT]  [LEGACY] β€” Synthesizes and contrasts several enterprise-grade multi-cloud Kubernetes management suites including Red Hat OpenShift, Rancher, Platform9, and Terraform. Highlights the design trade-offs between hypervisor-style centralized management interfaces and modular GitOps delivery systems. (Live Grounding: While some listed tools like StackPointCloud are defunct or archived, the architectural comparison criteria remains critical for multi-cluster evaluations in 2026).
+## Networking (5)
+
+### Multi-cluster
+
+#### DNS
+
+  - **(2022)** [nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](https://www.f5.com/products/nginx) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers.
 ## Observability (3)
 
 ### Telemetry
@@ -755,12 +761,12 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2023)** [danielstechblog.io: Mitigating slow container image pulls on Azure Kubernetes Service](https://www.danielstechblog.io/mitigating-slow-container-image-pulls-on-azure-kubernetes-service) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details concrete strategies to accelerate slow container image pull durations on AKS. Discusses configuring Azure Container Registry (ACR) replica caches, optimizing network speeds, and tuning persistent storage configs.
 ## Platform Engineering (2)
 
-### CICD and Delivery
+### CICD (1)
 
 #### Developer Experience (1)
 
   - **(2023)** [youtube: Day -25 | No Dockerfile, No K8s Manifests | Setup CI/CD in 5 minutes for any programming language](https://www.youtube.com/watch?v=io_yBU7vhIo) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates rapid deployment flows to Kubernetes bypassing standard manual Dockerfile and YAML manifest configurations. Showcases automated scaffolding utilities like Draft and Cloud Native Buildpacks. Targeted at reducing onboarding friction for software developers moving applications to production orchestrators.
-#### GitHub Actions (1)
+#### Github Actions (1)
 
   - **(2023)** [insights.project-a.com: Using GitHub Actions to deploy to Kubernetes in GKE 🌟](https://www.project-a.vc/perspectives) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical roadmap for setting up secure Continuous Delivery pipelines to GKE using GitHub Actions. Specifically covers passwordless identity validation utilizing GCP Workload Identity Federation (WIF) to eliminate long-lived GCP service account JSON keys. Walks through Docker builds, GCR/GAR pushes, and Helm deployments.
 ### Developer Experience (2)
@@ -768,11 +774,18 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Legacy Scaffolding
 
   - **(2022)** [blog.baeke.info: Trying out Draft 2 on AKS](https://baeke.info/2022/06/02/trying-out-draft-2-on-aks) [BASH CONTENT]  [COMMUNITY-TOOL] β€” An early evaluation testing out the Draft v2 workflow within AKS environments. Evaluates standard dev loops and notes architectural changes between initial Draft implementations and subsequent buildpack-driven tools. Modern architects should target standard buildpacks and OCI artifacts over older Draft versions.
-### GitOps (1)
+### Gitops (1)
 
 #### Declarative Infrastructure
 
   - **(2021)** [seroter.com: Using the new Google Cloud Config Controller to provision and manage cloud services via the Kubernetes Resource Model](https://seroter.com/2021/08/18/using-the-new-google-cloud-config-controller-to-provision-and-manage-cloud-services-via-the-kubernetes-resource-model) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Introduces the Google Cloud Config Controller, highlighting its use of the Kubernetes Resource Model (KRM) to declare and govern external GCP services. Allows platform teams to enforce stateful GitOps practices, treating cloud resources (like databases and networking) identical to standard Kubernetes manifests.
+## Research
+
+### Architecture Analysis
+
+#### Infrastructure Design (1)
+
+  - **(2024)** [learnk8s.io: Kubernetes Research. Research documents on node instance types, managed services, ingress controllers, CNIs, etc.](https://learnkube.com/research) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptional, data-driven research catalog evaluating critical Kubernetes deployment components. Compiles comparative benchmarks and analyses of CNI plugins (Cilium, Calico), cloud providers (EKS, GKE, AKS), virtual machine shapes, and Ingress Controller solutions, highlighting costs and latencies.
 ## Resilience
 
 ### Chaos Engineering (1)
@@ -795,7 +808,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 
   - **(2023)** [community.ops.io: Configuring AKS to read secrets and certificates from Azure KeyVaults](https://community.ops.io/javi_labs/configuring-aks-to-read-secrets-and-certificates-from-azure-keyvaults-17o1) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical reference manual demonstrating integration patterns using Secrets Store CSI Driver inside AKS. Focuses on dynamically injecting certificates, keys, and operational credentials from Azure Key Vault into container workloads.
   - **(2022)** [dev.to: Access Secrets in AKV using Managed identities for AKS 🌟](https://dev.to/vivekanandrapaka/access-secrets-from-akv-using-managed-identities-for-aks-91p) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Shows how to retrieve and access secrets securely within AKS workloads using Managed Identities and Azure Key Vault CSI Provider. Avoids persisting plaintext credentials in cluster definitions, mounting secrets as secure volumes instead.
-#### OAuth2 Proxy
+#### Oauth2 Proxy
 
   - **(2022)** [kristhecodingunicorn.com: Setting Up OAuth 2.0 Authentication for Applications in AKS With NGINX and OAuth2 Proxy](https://www.kristhecodingunicorn.com/post/aks-oauth2-proxy-with-nginx-ingress-controller) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides detailed YAML deployment specs for running OAuth2 Proxy alongside NGINX on AKS. Demonstrates configuring ingress annotations and token validation loops, creating a robust baseline for securing production routes.
 #### Workload Identity
@@ -804,12 +817,12 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2022)** [blog.baeke.info: AKS Workload Identity Revisited](https://baeke.info/2022/11/24/aks-workload-identity-revisited) [BASH CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” A deep-dive analyzing Azure AD Workload Identity mechanics. Compares this modern OIDC token-exchange flow against legacy pod identities. Essential reading for secure application migrations requiring direct integration with Azure Cloud resources.
 ### Cluster Security
 
-#### Multi-Tenancy Isolation
+#### Multi-tenancy Isolation
 
   - **(2022)** [docs.microsoft.com: Best practices for cluster isolation in Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation) [YAML/MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Provides official architectural best practices regarding logical and physical multi-tenant isolation in AKS. Details utilizing network policies, namespaces, and Kubernetes RBAC. A crucial resource for enterprise operators planning multi-team cluster sharing models.
 ### Network Security
 
-#### VNet Peering
+#### Vnet Peering
 
   - **(2022)** [blog.coffeeapplied.com: Securing AKS in peered virtual networks using only network security groups (NSGs)](https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-only-network-security-groups-nsgs-c43d6a215f32) [BASH/ARM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates locking down traffic inside peered Azure virtual networks utilizing Network Security Groups (NSGs) exclusively. Shows how to avoid routing complexity and high firewall transit charges in multi-tenant hub-and-spoke virtual environments.
 ## State and Data
@@ -826,7 +839,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
 #### Edge Kubernetes
 
   - **(2023)** [infoq.com: Microsoft Brings Kubernetes to the Edge with AKS Edge Essentials](https://www.infoq.com/news/2023/03/aks-edge-essentials-ga) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Reviews the release of AKS Edge Essentials, Microsoft's lightweight managed Kubernetes distribution optimized for resource-constrained edge machines and industrial OT setups. Outlines how this strategy extends cloud-native operations directly to factory floors.
-#### Pricing and SLA tiers
+#### Pricing and SLA Tiers
 
   - **(2023)** [techcommunity.microsoft.com: Azure Kubernetes Service Free tier and Standard tier](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-kubernetes-service-free-tier-and-standard-tier/3731432) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Details the structural and performance differences between the AKS Free and Standard pricing tiers. Analyzes the financial guarantees (SLAs), auto-scaler boundaries, and support systems required when migrating workloads to production environments.
 #### Product Roadmap
@@ -854,7 +867,7 @@ description: "Top Managed Kubernetes In Public Cloud resources for 2026, AI-rank
   - **(2022)** [digitalocean.com: Kubernetes for startups: Why, when, and how to adopt](https://www.digitalocean.com/resources/articles/kubernetes-for-startups) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural strategy guide assessing the costs and benefits of introducing Kubernetes inside early-stage startup ecosystems. Covers common mistakes like over-engineering cluster setups early on and maps out criteria for when to transition from PaaS tools to fully-managed Kubernetes environments.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md)
+πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/matrix-table.md b/v2-docs/matrix-table.md
index 3c5a5be3..f773c836 100644
--- a/v2-docs/matrix-table.md
+++ b/v2-docs/matrix-table.md
@@ -16,7 +16,7 @@ description: "Top Matrix Table resources for 2026, AI-ranked: **Kubespray**, Min
 #### Archived Projects
 
   - **(2021)** [K3C](https://github.com/rancher/k3c) ⭐ 564  [GO CONTENT] 🌟🌟 [LEGACY] β€” Curator Insight features K3C as a classic lightweight container engine. Live grounding in 2026 confirms that K3C is an archived repository, serving primarily as an intellectual precursor to container daemon simplification and modular containerd patterns.
-## Edge and IoT
+## Edge and Iot
 
 ### Cluster Provisioning
 
@@ -39,7 +39,7 @@ description: "Top Matrix Table resources for 2026, AI-ranked: **Kubespray**, Min
   - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) ⭐ 2044  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.
 ### Kubernetes Distributions
 
-#### Edge and IoT (1)
+#### Edge and Iot (1)
 
   - **(2023)** [==xiaods/k8e==](https://github.com/xiaods/k8e) ⭐ 449  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI environments, and hobbyist networks requiring low memory profiles and simple setups.
 ## Kubernetes Tools
@@ -51,7 +51,7 @@ description: "Top Matrix Table resources for 2026, AI-ranked: **Kubespray**, Min
 
 ### Kubernetes Environments
 
-#### k3d
+#### K3d
 
   - **(2025)** [==**k3d**==](https://github.com/k3d-io/k3d) ⭐ 6458  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-node Kubernetes orchestration, integration testing, and local CI/CD pipelines due to its rapid spin-up speeds and minimal resource footprint.
 ## Local Kubernetes Environments
@@ -61,18 +61,11 @@ description: "Top Matrix Table resources for 2026, AI-ranked: **Kubespray**, Min
 #### KIND
 
   - **(2026)** [****kind****](https://github.com/kubernetes-sigs/kind) ⭐ 15299  [GO CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes in Docker (kind) is an indispensable ecosystem framework utilizing Docker container nodes to model multi-node clusters. Widely favored for continuous integration (CI) workflows and high-speed local control plane validation.
-### Single-Node Clusters
+### Single-node Clusters
 
 #### Minikube
 
   - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) ⭐ 31871  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.
-## Networking and Security
-
-### Kubernetes Networking
-
-#### Ingress and Traffic
-
-  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expansive, community-maintained comparison spreadsheet detailing the feature matrices, protocol supports, dynamic reloading behaviors, and ecosystem integrations of various Ingress Controllers. Live Grounding highlights this dynamic reference as an essential resource for architects choosing ingress tools based on enterprise requirements.
 ## Platform Architecture
 
 ### Cloud Providers
@@ -101,14 +94,14 @@ description: "Top Matrix Table resources for 2026, AI-ranked: **Kubespray**, Min
 #### AWS
 
   - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) ⭐ 16625  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.
-### GitOps
+### Gitops
 
 #### Legacy Tools
 
   - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) ⭐ 389  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Weaveworks' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks' operational shutdown, this tool has been archived and is considered historical legacy.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/maven-gradle.md b/v2-docs/maven-gradle.md
index 2e49c616..ab93bbff 100644
--- a/v2-docs/maven-gradle.md
+++ b/v2-docs/maven-gradle.md
@@ -78,16 +78,16 @@ description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Ecl
   - **(2020)** [vogella.com: Maven for Building Java application - Tutorial](https://www.vogella.com/tutorials/ApacheMaven/article.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Step-by-step foundational tutorial covering Project Object Model configuration, standard lifecycle phases, dependency management, and Eclipse integration patterns.
 ## Cloud Providers
 
-### OpenShift and RedHat
+### Openshift and Redhat
 
 #### JVM Deployment Patterns
 
   - **(2020)** [developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications to OpenShift](https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates integration methods to deploy containerized Java packages onto enterprise Kubernetes (OpenShift). Showcases the configuration mechanisms, although the platform has historically evolved toward modern JKube pipelines.
-## Cloud-Native Java
+## Cloud-native Java
 
 ### Build Tools
 
-#### Eclipse JKube
+#### Eclipse Jkube
 
 ##### Overview
 
@@ -100,12 +100,12 @@ description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Ecl
   - **(2020)** [**GitHub: Eclipse JKube**](https://github.com/eclipse-jkube/jkube) ⭐ 849  [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The active GitHub repository for Eclipse JKube, housing Maven/Gradle plugins, extensions, and core libraries. Live Grounding indicates robust ongoing community support, enabling local resource generation, deployment, and hot-swapping inside active clusters. The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.
 ### Package Management
 
-#### JitPack
+#### Jitpack
 
   - **(2026)** [==jitpack.io 🌟==](https://jitpack.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” JitPack is a package repository service that builds Git repositories on demand and distributes the resulting artifacts directly. Live Grounding confirms JitPack is heavily utilized for rapid prototyping and publishing developer-forked versions of libraries, completely bypassing traditional Maven Central release overheads.
 ### Scripting
 
-#### JBang
+#### Jbang
 
   - **(2026)** [**JBang**](https://www.jbang.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” JBang offers a simplified approach to writing and running JVM-based code as self-contained scripts, handling dependency declaration and download seamlessly. Live Grounding shows that JBang has matured into a powerful tool for operations, DevOps task scripting, and rapid local prototyping without standard Java project boilerplate.
 ## DevOps
@@ -125,7 +125,7 @@ description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Ecl
 
 ### IDE Integrations
 
-#### IntelliJ IDEA
+#### Intellij IDEA
 
   - **(2026)** [==jetbrains.com/help/idea/maven-support.html==](https://www.jetbrains.com/help/idea/maven-support.html) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Comprehensive configuration documentation outlining JetBrains IntelliJ IDEA's native integration with Apache Maven. Explains POM dependency sync, interactive lifecycle graphs, and advanced dependency analyzer tools.
 #### VS Code Java
@@ -133,7 +133,7 @@ description: "Top Maven Gradle resources for 2026, AI-ranked: JBang, GitHub: Ecl
   - **(2026)** [**code.visualstudio.com: Java Project Management in VS Code**](https://code.visualstudio.com/docs/java/java-project) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Guide on setting up VS Code for enterprise Java development. Showcases full integration with Apache Maven, offering seamless debugging, project dependency visualization, and execution pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/message-queue.md b/v2-docs/message-queue.md
index bc31e151..0ac8b913 100644
--- a/v2-docs/message-queue.md
+++ b/v2-docs/message-queue.md
@@ -53,12 +53,12 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Google Anthos
 
   - **(2021)** [confluent.fr: Infrastructure Modernization with Google Anthos and Apache Kafka](https://www.confluent.io/fr-fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural study outlines app modernization paradigms using Google Anthos alongside Confluent Kafka. It covers cross-cloud synchronization models, data residency strategies, and how to maintain high availability for hybrid event-driven systems.
-### Infrastructure as Code
+### Infrastructure As Code
 
-#### Event-Driven
+#### Event-driven
 
   - **(2021)** [daily.dev: Building a fault-tolerant event-driven architecture with Google Cloud, Pulumi and Debezium](https://daily.dev/blog/building-a-fault-tolerant-event-driven-architecture-with-google-cloud-pulumi-and-debezium) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A practical guide demonstrating how to build a fault-tolerant, event-driven architecture using Google Cloud services, Pulumi as Infrastructure as Code (IaC), and Debezium. It focuses on declarative environment setups for Change Data Capture pipelines, ensuring easy replication and scaling.
-### IoT
+### Iot
 
 #### Protocols
 
@@ -68,7 +68,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Decoupling
 
   - **(2019)** [developers.redhat.com: Decoupling microservices with Apache Camel and Debezium](https://developers.redhat.com/blog/2019/11/19/decoupling-microservices-with-apache-camel-and-debezium) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This guide covers the integration of Apache Camel and Debezium to decouple microservice database dependencies. By leveraging Camel's rich Enterprise Integration Patterns (EIP) to consume and route Debezium change event logs, organizations can eliminate dual-write risks and ensure resilient distributed transactions.
-#### No-Code CDC
+#### No-code CDC
 
   - **(2020)** [developers.redhat.com: Change data capture for microservices without writing any code](https://developers.redhat.com/blog/2020/05/15/change-data-capture-for-microservices-without-writing-any-code) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This article demonstrates how to establish a low-maintenance, zero-code Change Data Capture (CDC) pipeline using Debezium and Kafka Connect. It explains how to decouple microservice databases using declarative configurations, bypassing custom transactional outbox implementation code entirely.
 #### Schema Governance
@@ -89,7 +89,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Message Brokers
 
   - **(2019)** [devops.com: Best of 2019: Implementing Message Queue in Kubernetes](https://devops.com/implementing-message-queue-in-kubernetes)  [COMMUNITY-TOOL] β€” This article outlines best practices for deploying message queues inside Kubernetes clusters. It addresses challenges related to stateful set allocations, persistent volume claims, and handling node failure scenarios.
-### PaaS
+### Paas
 
 #### Google Cloud
 
@@ -98,7 +98,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 
 ### Enterprise Messaging
 
-#### Kafka on Kubernetes
+#### Kafka On Kubernetes
 
 ##### Architecture Overview
 
@@ -145,7 +145,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Pipelines
 
   - **(2020)** [Build a simple cloud-native change data capture pipeline](https://developers.redhat.com/blog/2020/07/02/build-a-simple-cloud-native-change-data-capture-pipeline) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A developer tutorial illustrating how to compile a cloud-native Change Data Capture pipeline. It utilizes Strimzi (AMQ Streams) and Debezium on Kubernetes to propagate database updates instantly into reactive microservice topologies.
-#### PostgreSQL
+#### Postgresql
 
   - **(2020)** [info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [SQL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A deep technical dive into configuring log-based Change Data Capture (CDC) for PostgreSQL databases using Debezium. It details logical replication slots, pgoutput plugin optimizations, WAL management, and reliable target-stream syncs inside mission-critical setups.
 #### Production Case Studies
@@ -153,7 +153,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
   - **(2020)** [debezium.io: Lessons Learned from Running Debezium with PostgreSQL on Amazon RDS](https://debezium.io/blog/2020/02/25/lessons-learned-running-debezium-with-postgresql-on-rds) [N/A CONTENT] [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” This operational retrospective outlines key lessons from running Debezium with PostgreSQL databases on Amazon RDS. It addresses replication slot management, Write-Ahead Log (WAL) retention dynamics, network failover behaviors, and AWS-specific performance configurations under heavy write operations.
 ### Cultural Shift
 
-#### Real-Time Data
+#### Real-time Data
 
   - **(2020)** [linkedin.com: How to Move From a β€œWait for it...” Batch-Processing Culture to a β€œGet It Now” Real-Time Data Culture](https://www.linkedin.com/pulse/how-move-from-wait-batch-processing-culture-get-now-tomsen-bukovec)  [LEGACY] β€” This article discusses the cultural and structural challenges of migrating enterprise data teams from legacy overnight batch processing to a real-time stream processing framework. It explains how to align platform operations and developers.
 ### Data Lakehouse
@@ -169,7 +169,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### History
 
   - **(2021)** [thenewstack.io: Part 1: The Evolution of Data Pipeline Architecture](https://thenewstack.io/part-1-the-evolution-of-data-pipeline-architecture) [N/A CONTENT]  [GUIDE] [LEGACY] β€” An evolutionary study tracing the maturation of data pipelines from legacy batch-based ETL architectures to real-time event-streaming topologies. It provides key insights into how microservice patterns and cloud infrastructure have shifted corporate data strategy toward low-latency stream processing.
-#### OpenShift
+#### Openshift
 
   - **(2021)** [openshift.com: How to Orchestrate Data Pipelines with Applications Deployed on OpenShift](https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This guide reviews techniques for deploying and orchestrating resilient data pipelines within Red Hat OpenShift. It outlines utilizing Kubernetes-native orchestration patterns and operators to manage high-throughput ETL/ELT tasks alongside standard microservice applications.
 ### Databases
@@ -191,7 +191,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Foundations (2)
 
   - **(2021)** [Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟](https://developer.confluent.io/what-is-apache-kafka) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Confluent's foundational training manual detailing how Apache Kafka works under the hood. It explains partitions, replication, producers, consumer offsets, and transaction patterns, serving as the primer for event-driven systems.
-#### How-To
+#### How-to
 
   - **(2022)** [thenewstack.io: How to Get Started with Data Streaming](https://thenewstack.io/how-to-get-started-with-data-streaming)  [COMMUNITY-TOOL] β€” A practical guide outlining how organizations can pivot from classic batch workflows to real-time event streaming systems. It highlights the deployment phases of streaming platforms and details data integration patterns.
 #### Installation
@@ -206,16 +206,16 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Machine Learning
 
   - **(2021)** [confluent.io: How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka](https://www.confluent.io/blog/build-deploy-scalable-machine-learning-production-apache-kafka) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural blueprint covers deploying machine learning models in production using Apache Kafka. It outlines real-time stream scoring patterns using Kafka Streams and how to architect reliable event structures for online model evaluation pipelines.
-#### Meta-Resources
+#### Meta-resources
 
   - **(2026)** [Awesome Kafka](https://github.com/monksy/awesome-kafka/blob/master/tools.md) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, community-curated list of tools, command-line utilities, clients, and GUI frameworks for Apache Kafka administration. It serves as an essential hub for engineers searching for proven ecosystem additions.
-#### Multi-Cluster
+#### Multi-cluster
 
   - **(2021)** [confluent.io: Simplifying Apache Kafka Multi-Cluster Management Using Control Center and Cluster Registry](https://www.confluent.io/blog/simplify-multiple-kafka-cluster-management-monitoring-using-confluent) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An operational manual detailing how to manage and monitor multi-cluster Apache Kafka topologies. It explores Confluent Control Center and Cluster Registry to facilitate real-time lag tracking, multi-region synchronization, and centralized security policy compliance.
 #### Podcasts
 
   - **(2020)** [softwareengineeringdaily.com: Kafka Applications with Tim Berglund (podcast) 🌟](https://softwareengineeringdaily.com/2020/12/16/kafka-applications-with-tim-berglund-repeat) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A podcast discussing real-world Kafka application patterns with Tim Berglund. The conversation covers key design trade-offs of log-based systems, stream-table dualities, and shifting from synchronous request-response models to event-driven architectures.
-#### Real-Time Data (1)
+#### Real-time Data (1)
 
   - **(2022)** [thenewstack.io: Streaming Data and the Modern Real-Time Data Stack](https://thenewstack.io/streaming-data-and-the-modern-real-time-data-stack)  [COMMUNITY-TOOL] β€” This technical comparison contrasts the offline batch processing of the Modern Data Stack with the low-latency Modern Real-Time Data Stack. It details the mechanics of utilizing Kafka, Pulsar, or Redpanda to feed continuous pipeline architectures.
 #### Tutorials
@@ -240,7 +240,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Google Cloud Dataflow
 
   - **(2020)** [cloudblog.withgoogle.com: Turn any Dataflow pipeline into a reusable template](https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-dataflow-pipeline) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This tutorial shows how to convert Apache Beam stream-processing pipelines into reusable, parameterized Google Cloud Dataflow templates. It demonstrates how to decouple application logic from environment parameters to simplify pipeline delivery and scaling.
-#### Meta-Resources (1)
+#### Meta-resources (1)
 
   - **(2026)** [Awesome Streaming](https://github.com/manuzhang/awesome-streaming) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A massive, community-maintained compilation of stream processing resources. It catalogues major ingestion engines, streaming databases, connector standards, and operational tools, serving as an exhaustive reference manual for data and cloud architects.
 #### Quarkus
@@ -281,12 +281,12 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 
 ### Data Pipelines (2)
 
-#### RudderStack
+#### Rudderstack
 
 ##### Customer Data Platform
 
   - **(2021)** [rudderstack.com iPaaS](https://www.rudderstack.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” RudderStack is a warehouse-first, developer-focused Customer Data Platform (CDP) and event-streaming pipeline engine. Architected as a secure, open-source alternative to Segment, it allows enterprises to route customer telemetry directly to cloud data warehouses without compromising privacy or incurring high third-party SaaS fees.
-### iPaaS
+### Ipaas
 
 #### Architecture Concepts
 
@@ -294,7 +294,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Market Review
 
   - **(2021)** [blog.hubspot.com: The 22 Best iPaaS Vendors for Any Budget](https://blog.hubspot.com/marketing/ipaas-vendors) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An industry survey of 22 leading iPaaS platforms. It contrasts heavy enterprise offerings like MuleSoft and Workato with modern developer-centric alternatives. Evaluates features such as pre-built connectors, low-code interface flexibility, data translation capabilities, and target developer personas.
-#### MuleSoft
+#### Mulesoft
 
 ##### Enterprise Integration Platform
 
@@ -306,11 +306,11 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Learning Resources
 
   - **(2024)** [==conduktor.io/kafka: Learn Apache Kafka like never before==](https://www.conduktor.io/kafka) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight points to Conduktor's exhaustive learning guides. Live Grounding verifies this is one of the premier visually-driven educational portals for understanding Apache Kafka cluster topologies, consumers, and partition strategies. An absolute standard reference.
-## Event-Driven Systems
+## Event-driven Systems
 
 ### Apache Kafka (2)
 
-#### Architecture and KRaft
+#### Architecture and Kraft
 
   - **(2021)** [confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without ZooKeeper](https://www.confluent.io/blog/latest-apache-kafka-release) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the mechanical underpinnings of the KRaft consensus engine in Apache Kafka. It demonstrates how eliminating ZooKeeper's external state store leads to faster controller failovers, simplified operational footprints, and massive single-cluster scaling capabilities.
   - **(2021)** [devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper](https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009)  [LEGACY] β€” Details the technical implications of running Apache Kafka without its legacy ZooKeeper dependency as introduced in version 2.8.0. Explains how KRaft-based metadata replication simplifies cluster management and scales partition throughput limits.
@@ -326,7 +326,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Disaster Recovery
 
   - **(2021)** [tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A deep operational case study detailing how eBay manages disaster recovery and maintains multi-region high availability across global Kafka clusters. Highlights mirroring tools, replication offsets, network routing strategies, and automated failover validation tests.
-#### Kubernetes and GitOps
+#### Kubernetes and Gitops
 
   - **(2021)** [confluent.io: DevOps for Apache Kafka with Kubernetes and GitOps 🌟](https://www.confluent.io/blog/devops-for-apache-kafka-with-kubernetes-and-gitops) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This architectural playbook details the convergence of Apache Kafka infrastructure automation and GitOps declarative workflows. It highlights the use of specialized Kubernetes Operators (e.g., Confluent Operator, Strimzi) alongside tools like ArgoCD or Flux to manage clusters, schemas, and ACLs from version-controlled configurations.
 #### Kubernetes Deployment
@@ -409,7 +409,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 
 ### Cloud Native Integration
 
-#### ActiveMQ Artemis
+#### Activemq Artemis
 
 ##### Networking
 
@@ -422,7 +422,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 ##### AMQ Streams
 
   - **(2019)** [Understanding Red Hat AMQ Streams components for OpenShift and Kubernetes 🌟](https://developers.redhat.com/blog/2019/12/04/understanding-red-hat-amq-streams-components-for-openshift-and-kubernetes-part-1) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains the underlying architectural parts of AMQ Streams (Red Hat's enterprise packaging of the Strimzi operator). It walks engineers through utilizing operator mechanisms to deploy highly-secure, production-ready Kafka instances inside OpenShift environments.
-##### ActiveMQ Artemis (1)
+##### Activemq Artemis (1)
 
   - **(2026)** [**Apache ActiveMQ Artemis broker**](https://artemis.apache.org/components/artemis) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Apache ActiveMQ Artemis is the next-generation messaging broker featuring a high-performance, asynchronous non-blocking execution model. Supporting AMQP, MQTT, STOMP, and JMS, it represents the primary engine under Red Hat AMQ deployments.
 ##### Red Hat AMQ
@@ -479,7 +479,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
   - **(2026)** [==confluent.io==](https://www.confluent.io) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The corporate engine driving enterprise-grade Kafka. Confluent provides a comprehensive distribution containing cloud-managed Kafka clusters, an extensive library of managed source/sink connectors, Schema Registry, and advanced governance features required for complex multi-region hybrid topologies.
 #### Integrations
 
-##### MongoDB
+##### Mongodb
 
   - **(2021)** [mongodb.com: DaaS with MongoDB and Confluent](https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Details the construction of a low-latency Data-as-a-Service (DaaS) layer combining MongoDB's document-based storage engine with Confluent's real-time messaging pipeline. This architecture provides microservices with immediate, synchronized access to transactional and analytics database endpoints.
 #### Kafka Tooling
@@ -487,7 +487,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 ##### CLI and TUI
 
   - **(2023)** [==github.com/sauljabin/kaskade==](https://github.com/sauljabin/kaskade) ⭐ 1015  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive, terminal-based dashboard built using Python's Textual framework to easily inspect Kafka topics. Unlike bulky desktop clients, Kaskade runs directly in developer shells, permitting efficient topic navigation, dynamic JSON payload inspection, and rapid troubleshooting of Kafka message streams.
-##### Enterprise GUIs
+##### Enterprise Guis
 
   - **(2026)** [**conduktor.io 🌟**](https://www.conduktor.io) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Conduktor stands as the premier developer and enterprise GUI ecosystem for Kafka data governance and troubleshooting. Providing deep visual insight into consumer lag, topic state, schema registry configurations, and message payloads, it is critical for managing scale in event-driven systems.
 #### Managed Services
@@ -500,7 +500,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 ##### Prometheus and Grafana
 
   - **(2021)** [confluent.io: Monitoring Your Event Streams: Integrating Confluent with Prometheus and Grafana](https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An operations playbook describing how to deploy JMX exporters to route vital Kafka metrics into Prometheus and display them on Grafana. It targets important service-level indicators like under-replicated partitions, offline brokers, and consumer group offset lag.
-#### Next-Gen Event Brokers
+#### Next-gen Event Brokers
 
 ##### Pulsar
 
@@ -522,7 +522,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 ##### Architectural Patterns (2)
 
   - **(2021)** [Kafka Streams and ksqlDB Compared – How to Choose](https://docs.confluent.io/platform/current/streams/overview.html) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comparative guide contrasting the application patterns of using ksqlDB with writing custom Java code via the Kafka Streams library. It provides engineers with logical decision paths based on pipeline scale, deployment models, and development team specializations.
-##### ksqlDB
+##### Ksqldb
 
   - **(2026)** [**ksqlDB**](https://www.confluent.io/product/ksqldb) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An event-streaming database engineered specifically to build stream-processing applications on top of Apache Kafka. By translating familiar SQL queries into stateful Kafka Streams topologies, ksqlDB enables microservices to construct real-time materialized views and joins with minimal code.
 ### Enterprise Integration (1)
@@ -542,7 +542,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Kafka Connect (1)
 
   - **(2020)** [developers.redhat.com: Extending Kafka connectivity with Apache Camel Kafka connectors](https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This guide outlines how to use the Apache Camel Kafka Connector framework to connect standard enterprise integration endpoints directly to Kafka topics, eliminating the need to write custom connector code.
-### IoT and Edge Messaging
+### Iot and Edge Messaging
 
 #### Brokers
 
@@ -566,7 +566,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
   - **(2021)** [developers.redhat.com: Design event-driven integrations with Kamelets and Camel K](https://developers.redhat.com/blog/2021/04/02/design-event-driven-integrations-with-kamelets-and-camel-k) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article demonstrates how to build integration paths utilizing Kamelets (Camel Route Snippets) and Camel K. It explains how Kamelets allow developers to configure complex system integrations via standard Kubernetes Custom Resources (CRDs).
 ### Message Brokers (1)
 
-#### ActiveMQ
+#### Activemq
 
   - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) ⭐ 1024  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official source repository for Apache ActiveMQ Artemis. Built with Netty, this broker delivers low-latency messaging, supports AMQP, MQTT, and STOMP, and provides an efficient data distribution engine for high-density architectures.
   - **(2023)** [Apache ActiveMQ](https://activemq.apache.org) [JAVA CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main technical reference for Apache ActiveMQ, a classic multi-protocol message broker. It supports standard messaging protocols such as AMQP, MQTT, and OpenWire, making it a reliable choice for enterprise JMS applications.
@@ -582,11 +582,11 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Docker
 
   - **(2021)** [geshan.com.np: How to use RabbitMQ and Node.js with Docker and Docker-compose](https://geshan.com.np/blog/2021/07/rabbitmq-docker-nodejs) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A practical tutorial for orchestrating RabbitMQ alongside Node.js microservices using Docker Compose. It outlines steps to build local development environments and configure basic exchange-bound AMQP workflows.
-#### KubeMQ
+#### Kubemq
 
   - **(2024)** [==github.com/kubemq-io/kubemq-community 🌟==](https://github.com/kubemq-io/kubemq-community) ⭐ 667  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The primary community codebase for KubeMQ. It showcases a lightweight, high-throughput message broker written in Go, specifically optimized for containerized microservice routing patterns inside Kubernetes.
   - **(2023)** [KubeMQ.io: Kubernetes Native Message Queue Broker](https://kubemq.io) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main page for KubeMQ, an enterprise-grade message broker built container-first for Kubernetes. KubeMQ provides queuing, pub/sub, and gRPC patterns with low CPU and memory footprints.
-#### RabbitMQ
+#### Rabbitmq
 
   - **(2021)** [blog.rabbitmq.com: First Application With RabbitMQ Streams](https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An introduction to RabbitMQ Streams, a protocol addition designed to bring high-performance append-only log capabilities directly to traditional RabbitMQ setups, enabling message replay and high throughput.
 ### Messaging
@@ -601,7 +601,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 ##### Kubernetes Deployment (1)
 
   - **(2021)** [**flink.apache.org: How to natively deploy Flink on Kubernetes with High-Availability (HA)**](https://flink.apache.org/2021/02/10/native-k8s-with-ha.html) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical guide explaining how to deploy stateful Flink jobs natively on Kubernetes with High Availability (HA). It details integration patterns using ZooKeeper or Kubernetes API endpoints to coordinate active leader election and prevent split-brain states.
-#### In-Memory Compute
+#### In-memory Compute
 
 ##### Hazelcast
 
@@ -623,7 +623,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Red Hat Fuse
 
   - **(2026)** [**Red Hat Fuse**](https://www.redhat.com/en/products/application-foundations) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Historically a distributed integration platform based on Apache Camel, Red Hat Fuse has transitioned into the Red Hat Application Foundations suite. It provides enterprise-level connectivity for hybrid clouds, routing APIs, and legacy applications. Contemporary architectures deploy Camel Extensions for Quarkus to achieve high performance on Kubernetes.
-### Low-Code Integration
+### Low-code Integration
 
 #### Syndesis
 
@@ -635,12 +635,12 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 
 ### Cloud Native
 
-#### Event-Driven Architecture
+#### Event-driven Architecture
 
   - **(2023)** [ibm.com: Event-driven cloud-native applications (microservices)](https://www.ibm.com/think/topics/cloud-native) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This IBM resource details how event-driven applications scale natively inside Kubernetes clusters. It focuses on isolating boundaries and implementing lightweight message-driven scaling paths for complex enterprise systems.
 ### Decomposition
 
-#### Event-Driven Architecture (1)
+#### Event-driven Architecture (1)
 
   - **(2020)** [infoq.com: From Monolith to Event-Driven: Finding Seams in Your Future Architecture](https://www.infoq.com/articles/event-driven-finding-seams) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article outlines methodologies for finding boundaries within tight-knit monolithic structures to facilitate migration. It contrasts synchronous runtime calls with asynchronous eventing boundaries, demonstrating how to isolate transactional domains using Domain-Driven Design (DDD) aggregates.
 ### Distributed Transactions
@@ -648,17 +648,17 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Patterns
 
   - **(2021)** [developers.redhat.com: Distributed transaction patterns for microservices compared](https://developers.redhat.com/articles/2021/09/21/distributed-transaction-patterns-microservices-compared) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article analyzes patterns for distributed transaction management in decoupled architectures. It contrasts two-phase commit (2PC) limitations with the Saga pattern (both orchestrated and choreographed styles), providing a practical guide on maintaining transactional state.
-### Domain-Driven Design
+### Domain-driven Design
 
 #### Patterns (1)
 
   - **(2019)** [verraes.net: DDD and Messaging Architectures 🌟](https://verraes.net/2019/05/ddd-msg-arch) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This resource maps Domain-Driven Design (DDD) concepts onto messaging architectures. It explores how to structure messaging channels and aggregate roots to avoid distributed monolith structures and optimize data routing.
 ### Enterprise Integration (2)
 
-#### Event-Driven Architecture (2)
+#### Event-driven Architecture (2)
 
   - **(2021)** [redhat.com: Event-driven architecture: Understanding the essential benefits 🌟](https://www.redhat.com/en/blog/event-driven-architecture-essentials)  [COMMUNITY-TOOL] β€” This Red Hat architectural summary documents the enterprise benefits of Event-Driven Architectures (EDA). It focuses on asynchronous communication, decoupling execution contexts, and enabling real-time analytics integrations.
-### Event-Driven Architecture (3)
+### Event-driven Architecture (3)
 
 #### Industry Trends
 
@@ -666,14 +666,14 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 #### Kafka
 
   - **(2021)** [confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](https://www.confluent.io/resources/white-paper/event-driven-microservices) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A comprehensive Confluent white paper establishing design principles for event-driven microservices. It highlights Apache Kafka as an immutable commit log, detailing exact execution models for Event Sourcing and Command Query Responsibility Segregation (CQRS).
-### Inter-Service Communication
+### Inter-service Communication
 
 #### Comparison (2)
 
   - **(2021)** [particular.net: RPC vs. Messaging – which is faster?](https://particular.net/blog/rpc-vs-messaging-which-is-faster) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This performance analysis evaluates the trade-offs of RPC-style communication patterns against broker-mediated messaging. It details the impact of synchronous blocking calls on microservice performance and explains how message queues improve reliability.
 ### Kubernetes (1)
 
-#### CloudEvents
+#### Cloudevents
 
   - **(2022)** [salaboy.com: Event-Driven applications with CloudEvents on Kubernetes](https://www.salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article explores deploying CloudEvents inside Kubernetes ecosystems to build standardized event schemas. It shows how the CloudEvents standard, combined with serverless tools like Knative, drives event-driven microservice integration.
 ### Patterns (2)
@@ -684,7 +684,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
   - **(2020)** [blog.bitsrc.io: Why Microservices Should use Event Sourcing 🌟](https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An in-depth analysis advocating for Event Sourcing inside microservice frameworks. It details how recording every event state change enables historical auditability and decouples read queries from primary transaction engines via CQRS.
 ### Web Development
 
-#### Event-Driven Architecture (4)
+#### Event-driven Architecture (4)
 
   - **(2020)** [stackoverflow.blog: How event-driven architecture solves modern web app problems 🌟](https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems)  [COMMUNITY-TOOL] β€” This study from StackOverflow contrasts traditional request-response architectures with asynchronous event structures. It explains how shifting to non-blocking patterns resolves high-concurrency web app bottlenecks, increasing system fault tolerance.
 ## Orchestration
@@ -693,7 +693,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 
 #### Patterns (3)
 
-##### Event-Driven Orchestration
+##### Event-driven Orchestration
 
   - **(2019)** [infoq.com: Event Streams and Workflow Engines – Kafka and Zeebe 🌟](https://www.infoq.com/news/2019/05/kafka-zeebe-streams-workflows) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical study contrasting event-driven choreography with workflow orchestration. It shows how combining Kafka's decoupled event model with Zeebe's stateful execution engine resolves typical observability and error-handling bottlenecks in microservice topologies.
 ### Workflows
@@ -709,7 +709,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 ##### DAG Management
 
   - **(2022)** [airflow.apache.org: Add Owner Links to DAG](https://airflow.apache.org/docs/apache-airflow/stable/howto/add-owner-links.html) [PYTHON CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains how to add dynamic owner links inside Airflow's user interface to map custom DAGs back to responsible engineering teams, monitoring channels, or contact points. This is highly useful for organizing multi-tenant team systems.
-##### Dynamic DAGs
+##### Dynamic Dags
 
   - **(2026)** [**docs.astronomer.io: Dynamically generating DAGs in Airflow**](https://www.astronomer.io/docs/learn/dynamically-generating-dags) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep dive on building dynamically-generated DAGs in Airflow. This blueprint showcases how to dynamically compile hundreds of different workflows from external JSON or YAML configurations, dramatically reducing redundant code in large-scale platform teams.
 ##### Introduction (1)
@@ -725,7 +725,7 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 ##### Monitoring (2)
 
   - **(2021)** [redhat.com: Monitoring Apache Airflow using Prometheus](https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical walk-through detailing the integration of Apache Airflow metrics with Prometheus and Grafana dashboards. By leveraging StatsD exporters to capture worker runs and task duration logs, platform engineers can proactively identify bottlenecks in data ingestion pipelines.
-#### Kubernetes SDKs
+#### Kubernetes Sdks
 
 ##### Couler
 
@@ -736,12 +736,12 @@ description: "Top Message Queue resources for 2026, AI-ranked: Apache Kafka, **D
 
 #### Java Enterprise
 
-##### MicroProfile
+##### Microprofile
 
   - **(2020)** [adambien.blog - 75th **airhacks.tv** Questions and Answers: Kafka, JAX-RS, MicroProfile, JSON-B, GSON, JWT, VSC, NetBeans, Java Fullstack](https://adambien.blog/roller/abien/entry/kafka_jax_rs_microprofile_json) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An edition of Adam Bien's 'airhacks.tv' Q&A series focusing on modern enterprise Java backend architectures. Key engineering discussions cover reactive Kafka messaging integration using MicroProfile, JAX-RS REST endpoint implementations, and a comparison of JSON serialization libraries (JSON-B vs GSON).
 
 ---
-πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Databases](./databases.md) | [Crunchydata](./crunchydata.md)
+πŸ’‘ **Explore Related:** [NoSQL](./nosql.md) | [Yaml](./yaml.md) | [Crunchydata](./crunchydata.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/mkdocs.md b/v2-docs/mkdocs.md
index 050ef15f..22e8dc37 100644
--- a/v2-docs/mkdocs.md
+++ b/v2-docs/mkdocs.md
@@ -25,7 +25,7 @@ description: "Top Mkdocs resources for 2026, AI-ranked: Markdown Cheat Sheet 4,
   - **(2022)** [r-bloggers.com: How to use R Markdown (part one)](https://www.r-bloggers.com/2022/02/how-to-use-r-markdown-part-one) [R CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive practical guide on R Markdown implementation strategies. Illustrates how to merge active mathematical scripts (R, Python, SQL) with clean prose to compile beautiful reproducible reports. Essential knowledge for building data pipeline documentation platforms.
 ## Documentation and Workflow
 
-### CICD Pipelines
+### CICD
 
 #### Pandoc Conversions
 
@@ -35,12 +35,12 @@ description: "Top Mkdocs resources for 2026, AI-ranked: Markdown Cheat Sheet 4,
   - **(2022)** [thomasthornton.cloud: Deploying MkDocs to GitHub Pages with GitHub Actions](https://thomasthornton.cloud/deploying-mkdocs-to-github-pages-with-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A pipeline tutorial detailing GitHub Actions workflows configured to auto-compile MkDocs sources and deploy the generated static pages to GitHub Pages. It highlights secure token usage, automated branch creation, and caching mechanisms to optimize documentation build speeds.
 ### Knowledge Management
 
-#### GitOps Docs
+#### Gitops Docs
 
   - **(2022)** [dev.to: An amazing note-taking system with Markdown and Git Series' Articles](https://dev.to/scottshipp/series/15100)  [COMMUNITY-TOOL] β€” An innovative developer series exploring the construction of a personalized knowledge-base built using Git repository version control and plain-text Markdown. Establishes the organizational structures needed to run rapid note-taking workflows with low operational overhead.
-### SaaS Portals
+### Saas Portals
 
-#### GitBook
+#### Gitbook
 
   - **(2026)** [gitbook.com](https://www.gitbook.com)  [COMMUNITY-TOOL] β€” The main portal for GitBook, a cloud SaaS platform designed for high-performance team knowledge bases and collaborative API hubs. Bridges the gap between git-based developers and non-technical document writers with live bi-directional sync tools.
 ### Static Site Generators
@@ -60,10 +60,10 @@ description: "Top Mkdocs resources for 2026, AI-ranked: Markdown Cheat Sheet 4,
 #### Jekyll
 
   - **(2021)** [opensource.com: Build your website with Jekyll](https://opensource.com/article/21/9/build-website-jekyll) [RUBY CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A practical guide outlining how to design, customize, and publish responsive websites using Jekyll, the Ruby-based static site compiler. Details Liquid template structures, metadata variables, and seamless integrations with default GitHub Pages pipelines.
-#### MkDocs
+#### Mkdocs
 
   - **(2026)** [MkDocs](https://www.mkdocs.org) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” The home of the MkDocs static site generator, a highly extensible Python-based system built specifically for developer documentation compiled from Markdown. It supports continuous integration workflows perfectly, rendering light, lightning-fast static assets optimized for standard search engine indexing.
-#### MkDocs Themes
+#### Mkdocs Themes
 
   - **(2026)** [Material for MkDocs](https://squidfunk.github.io/mkdocs-material) [HTML CONTENT]  [COMMUNITY-TOOL] β€” The documentation portal for Material for MkDocs, the industry-standard UI layout for engineering document sites. Highlights integrated site search, dark-mode styling, responsive navigation layouts, and rich plugin customization features. In 2026, it is the standard base for global developer portals.
 #### Static Hosting (1)
@@ -71,7 +71,7 @@ description: "Top Mkdocs resources for 2026, AI-ranked: Markdown Cheat Sheet 4,
   - **(2026)** [pages.github.com](https://pages.github.com)  [COMMUNITY-TOOL] β€” A static site hosting service offered directly by GitHub that takes HTML, CSS, and JavaScript files straight from a repository. The primary deployment target for documentation sites, live grounding confirms GitHub Pages remains the most integrated, reliable, and cost-effective hosting layer.
 ### Writing Tools
 
-#### Diagrams as Code
+#### Diagrams As Code
 
   - **(2022)** [github.blog: Include diagrams in your Markdown files with Mermaid](https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid)  [COMMUNITY-TOOL] β€” Announcement of the native integration of Mermaid.js rendering directly inside GitHub repository Markdown parsers. Enables platform teams to compile architectures, flowcharts, and sequence diagrams programmatically using simple text syntax inside Git documentation files.
 #### Documentation Libraries
@@ -110,7 +110,7 @@ description: "Top Mkdocs resources for 2026, AI-ranked: Markdown Cheat Sheet 4,
   - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/mlops.md b/v2-docs/mlops.md
index e17cd3fd..fbaf05d2 100644
--- a/v2-docs/mlops.md
+++ b/v2-docs/mlops.md
@@ -1,5 +1,5 @@
 ---
-description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions and more β€” curated Cloud Native tools, guides and references."
+description: "Top MLOps resources for 2026, AI-ranked: kubeflow, Ray and more β€” curated Cloud Native tools, guides and references."
 ---
 # Machine Learning Ops (MLOps) and Data Science
 
@@ -11,7 +11,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
 
 ## AI and Machine Learning
 
-### Bio-Computing
+### Bio-computing
 
 #### Protein Folding
 
@@ -37,39 +37,37 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
 
   - [cd.foundation: Announcing the CD Foundation MLOps SIG](https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Announcing the CD Foundation MLOps SIG in the Kubernetes Tools ecosystem.
   - [stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"?](https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-machine-learning)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: How is Flyte tailored to "Data and Machine Learning"? in the Kubernetes Tools ecosystem.
-### MLOps and Data Science
+### Mlops and Data Science
 
 #### Generative AI
 
   - **(2024)** [**redhat.com: Bring Your Own Knowledge β€” Automation Intelligent Assistant (RAG)**](https://www.redhat.com/en/blog/bring-your-own-knowledge-automation-intelligent-assistant) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Enterprise guide to building knowledge-augmented AI assistants using Retrieval-Augmented Generation (RAG). Covers ingestion pipelines, vector store integration, and prompt engineering patterns for grounding LLM responses in private enterprise data, applicable to Kubernetes and cloud-native environments. Authoritative Red Hat resource for architects implementing private AI knowledge bases.
-## AutoML
+## Automl
 
-### Low-Code
+### Low-code
 
 #### Code Generation
 
   - **(2021)** [towardsdatascience.com: Automatically Generate Machine Learning Code with Just a Few Clicks](https://towardsdatascience.com/automatically-generate-machine-learning-code-with-just-a-few-clicks-7901b2334f97) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Explores early AutoML and automated code-generation tools designed to accelerate the model-building lifecycle. Evaluates the architectural benefits of removing manual scaffolding from pipeline creation, while stressing the long-term necessity of custom code refactoring for performance-critical production systems.
-## CI-CD
-
-### DevOps
-
-  - **(2021)** [analyticsindiamag.com: Top tools for enabling CI/CD in ML pipelines](https://analyticsindiamag.com/top-tools-for-enabling-ci-cd-in-ml-pipelines) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates prominent orchestration and CI/CD tools targeted at ML pipelines, comparing systems like Jenkins, GitHub Actions, and specialized MLOps runners. Discusses the fundamental differences between traditional software compilation and ML pipelines that require data versioning and model validation.
 ## CICD
 
 ### Containers
 
   - **(2021)** [towardsdatascience.com: From DevOps to MLOPS: Integrate Machine Learning Models using Jenkins and Docker](https://towardsdatascience.com/from-devops-to-mlops-integrate-machine-learning-models-using-jenkins-and-docker-79034dbedf1) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” This technical guide bridges DevOps and MLOps by demonstrating how to containerize machine learning models using Docker and orchestrate their integration pipelines with Jenkins. It provides an architectural map for automating CI/CD routines for smart microservices, ensuring reproducible builds and robust test suites.
+### DevOps
+
+  - **(2021)** [analyticsindiamag.com: Top tools for enabling CI/CD in ML pipelines](https://analyticsindiamag.com/top-tools-for-enabling-ci-cd-in-ml-pipelines) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates prominent orchestration and CI/CD tools targeted at ML pipelines, comparing systems like Jenkins, GitHub Actions, and specialized MLOps runners. Discusses the fundamental differences between traditional software compilation and ML pipelines that require data versioning and model validation.
 ## Cloud Platforms
 
 ### AWS
 
-#### SageMaker
+#### Sagemaker
 
   - **(2022)** [**aws.amazon.com: MLOps foundation roadmap for enterprises with Amazon SageMaker**](https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enterprises-with-amazon-sagemaker) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed blueprints roadmap by AWS outlining standard enterprise implementation strategies for SageMaker. Addresses resource provisioning, continuous training cycles, multi-account governance, and secure networking architectures required for heavy-duty financial and healthcare deployments.
   - **(2022)** [**aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD**](https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An advanced infrastructure-as-code deployment blueprint for multi-environment (Dev, Stage, Prod) MLOps promotion. Orchestrates SageMaker Model Registry with HashiCorp Terraform, GitHub Actions, and Jenkins, demonstrating an enterprise-grade, highly-secured CI/CD model delivery loop.
 ### Azure
 
-#### MLflow
+#### Mlflow
 
   - **(2022)** [**docs.microsoft.com: MLflow and Azure Machine Learning**](https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2) [PYTHON CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Detailed technical guide illustrating the native integration between MLflow APIs and Azure Machine Learning workspaces. Explains how developers can track local experiments directly to Azure ML cloud runs and publish models to Azure managed registries without rewriting legacy MLflow scripts.
 #### Model Serving
@@ -87,7 +85,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
 #### Data Analytics
 
   - **(2021)** [cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML](https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml) [SQL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explains how to integrate BigQuery ML model inferences directly within Google Sheets using connected sheets and SQL. This bridging pattern democratizes access to complex analytical models for non-technical stakeholders. Eliminates standard ETL overhead by pushing computation directly into Google's scalable data warehouse infrastructure.
-### OpenShift
+### Openshift
 
 #### Enterprise Platforms
 
@@ -96,12 +94,12 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
 
 ### Data Labeling
 
-#### Human-In-The-Loop
+#### Human-in-the-loop
 
   - **(2023)** [==rubrix==](https://github.com/argilla-io/argilla) ⭐ 5002  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates with Hugging Face, SpaCy, and LangChain, optimizing training data quality through iterative annotation, validation, and curation mechanisms.
 ### Data Ops
 
-#### CI-CD (1)
+#### CICD (1)
 
   - **(2022)** [semaphoreci.com: Why Do We Need DevOps for ML Data?](https://semaphore.io/blog/devops-ml-data) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Argues for the rigorous application of DevOps fundamentals to machine learning training data. Discusses concepts such as immutable data pipelines, data-drift unit testing, semantic versioning of large binary stores, and continuous integration validation applied specifically to high-volume datasets.
 ### Learning Roadmap
@@ -128,7 +126,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
   - **(2022)** [freecodecamp.org: How to Download a Kaggle Dataset Directly to a Google Colab Notebook](https://www.freecodecamp.org/news/how-to-download-kaggle-dataset-to-google-colab) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A practical walk-through detailing how to pull datasets from Kaggle directly into Google Colab instances via the command line. This method bypasses local download bottlenecks, optimizing workspace staging workflows.
 ### Data Frames
 
-#### Out-of-Core Processing
+#### Out-of-core Processing
 
   - **(2023)** [**vaex.io**](https://vaex.io) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A highly efficient out-of-core DataFrame library designed to analyze, visualize, and map massive tabular datasets containing billions of rows. By using memory mapping and zero-copy concepts, it executes complex computations without exhausting local RAM.
 ### Datasets
@@ -184,7 +182,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
 #### AWS (1)
 
   - **(2023)** [**towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way**](https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829) [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents a self-service architectural framework for deploying LLM microservices to AWS with open-source infrastructure-as-code tools. Outlines the provisioning of specialized GPU-backed instances, serverless scaling mechanics, and custom embedding cache deployments to balance performance with operating costs.
-#### Self-Assessment
+#### Self-assessment
 
   - **(2023)** [aiml.com: Large Language Models Quiz (Medium)](https://aiml.com/quizzes/deep-learning-large-language-models-quiz-medium) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A structured self-assessment covering core concepts of Transformer architectures, attention layers, tokenization mechanisms, and transfer learning fundamentals. Designed to benchmark engineering comprehension of large language model internal mechanics.
 #### System Design (1)
@@ -231,6 +229,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
   - **(2023)** [dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!](https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37) [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Hands-on guide showing how to package, deploy, and scale diverse machine learning applications using Kubernetes manifests. Focuses on establishing proper ingress routing, service definitions, CPU/GPU resource constraints, and continuous monitoring sidecars within a native cluster environment.
 ### Kubeflow
 
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubeflow is the leading cloud-native open-source MLOps suite designed to construct, deploy, and run modular machine learning workflows on Kubernetes clusters. Provides a comprehensive platform for managing Jupyter notebooks, workflow pipelines, and highly optimized inference deployments.
   - **(2021)** [infracloud.io: Machine Learning Orchestration on Kubernetes using Kubeflow](https://www.infracloud.io/blogs/machine-learning-orchestration-kubernetes-kubeflow) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the practical orchestration of complex ML workflows using Kubeflow pipelines on Kubernetes. Outlines the underlying architecture, components (e.g., pipelines, notebook servers, metadata), and strategic advantages over non-containerized distributed ML setups.
 ## Learning Roadmap (1)
 
@@ -287,22 +286,22 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
 #### Fine-tuning
 
   - **(2023)** [==github.com/meta-llama/llama-recipes==](https://github.com/meta-llama/llama-cookbook) ⭐ 18353  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Meta's core repository for scaling LLM deployments. It offers highly robust templates for PEFT (Parameter-Efficient Fine-Tuning) such as LoRA, model quantization, and optimization strategies that enable low-latency inference setups inside microservices frameworks.
-### MLOps
-
-#### Model Pipelines
-
-  - **(2021)** [cortex.dev: How to build a pipeline to retrain and deploy models](https://www.cortex.dev/post/how-to-build-a-pipeline-to-retrain-and-deploy-models) [NONE CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Outlines pipeline architectures to automate ML model retraining and deployment. Since the underlying Cortex project has been archived, it is preserved here primarily for historical MLOps framework reference.
 ### Medical Imaging (1)
 
 #### Computer Vision (1)
 
   - **(2022)** [fepegar/vesseg](https://github.com/fepegar/vesseg) ⭐ 44  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized neural segmentation repository targeting retinal vessel identification on ocular datasets. Built with PyTorch, it provides ready-to-run inference architectures, custom dataset preprocessors, and benchmarking tests tailored for ocular imaging.
-## Machine Learning  AI Infrastructure  High-Throughput Recommendation Retrieval
+### Mlops
+
+#### Model Pipelines
+
+  - **(2021)** [cortex.dev: How to build a pipeline to retrain and deploy models](https://www.cortex.dev/post/how-to-build-a-pipeline-to-retrain-and-deploy-models) [NONE CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Outlines pipeline architectures to automate ML model retraining and deployment. Since the underlying Cortex project has been archived, it is preserved here primarily for historical MLOps framework reference.
+## Machine Learning  AI Infrastructure  High-throughput Recommendation Retrieval
 
   - **(2026)** [**SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems**](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Meta's SilverTorch architecture redefines recommendation engines by consolidating vector retrieval, filtering, and scoring into a unified, GPU-optimized PyTorch model. Historically, recommendation pipelines relied on disparate microservices that suffered from communication latency and inconsistent feature evaluation. SilverTorch bypasses this by utilizing high-performance layers like GPU Bloom indexes and fused Int8 Approximate Nearest Neighbor (ANN) search inside the model graph, delivering a 23.7x throughput increase and a 20.9x TCO improvement at an 80-million-item scale.
 ## Medical Imaging (2)
 
-### End-to-End Pipeline
+### End-to-end Pipeline
 
   - **(2023)** [github.com/10tanmay100: MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS](https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS) ⭐ 3  [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” A template project exploring end-to-end MLOps strategies for medical imaging classifications. Built to serve as a baseline architectural guide, it shows how to parse medical image sets, structure training scripts, and deploy models as queryable endpoints.
 ## Model Life Cycle
@@ -317,7 +316,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
 
 ### API Development
 
-#### FastAPI
+#### Fastapi
 
   - **(2021)** [**towardsdatascience.com: Deploying An ML Model With FastAPI β€” A Succinct Guide**](https://towardsdatascience.com/deploying-an-ml-model-with-fastapi-a-succinct-guide-69eceda27b21) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A step-by-step technical implementation guide utilizing FastAPI for low-latency ML model serving. Highlights the benefits of asynchronous request handling, built-in Pydantic data validation, and automated OpenAPI schema generation. Demonstrates how to package the application with Docker to establish a robust microservice baseline.
   - **(2021)** [towardsdatascience.com: Step-by-step Approach to Build Your Machine Learning API Using Fast API](https://towardsdatascience.com/step-by-step-approach-to-build-your-machine-learning-api-using-fast-api-21bd32f2bbdb) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Practical guide outlining the architectural components needed to design an enterprise-ready FastAPI wrapper for pre-trained machine learning models. Highlights exception handling, asynchronous inference configurations, and the construction of deterministic, typed request/response contracts using Pydantic.
@@ -328,7 +327,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
   - **(2024)** [**axelmendoza.com: The Ultimate Guide To ML Model Deployment In 2024**](https://www.axelmendoza.com/posts/ml-model-deployment) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive blueprint detailing contemporary paradigms of ML serving, contrasting serverless, dedicated clusters (like K8s), and edge processing. Helps infrastructure architects navigate hardware acceleration, pipeline containerization, security policies, and real-time observability structures.
 ### Kubernetes (1)
 
-#### KServe
+#### Kserve
 
   - **(2022)** [**thenewstack.io: KServe: A Robust and Extensible Cloud Native Model Server**](https://thenewstack.io/kserve-a-robust-and-extensible-cloud-native-model-server) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Comprehensive technical exploration of KServe (formerly KFServing) on Kubernetes. Covers dynamic autoscaling (scaling down to zero via Knative), standardized ingress protocols (v2 data plane), advanced traffic routing, model validation steps, and canary rollout orchestrations.
 ### Microservices
@@ -368,7 +367,7 @@ description: "Top MLOps resources for 2026, AI-ranked: Ray, Kaggle Competitions
   - **(2022)** [**ML Platform Workshop**](https://github.com/aporia-ai/mlplatform-workshop) ⭐ 445  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A hands-on technical workshop repository showcasing the design of an end-to-end Machine Learning Platform. Demonstrates real-world integration of model registries, tracking servers, and deployment mechanisms under production-like conditions. Excellent educational resource for learning the architectural glue of modern MLOps frameworks.
 
 ---
-πŸ’‘ **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md)
+πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/monitoring.md b/v2-docs/monitoring.md
index fbc5de12..8e1f75ee 100644
--- a/v2-docs/monitoring.md
+++ b/v2-docs/monitoring.md
@@ -31,14 +31,25 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 
 #### Metrics
 
-##### KPIs
+##### Kpis
 
   - **(2023)** [KPIs](https://www.kpi.org/KPI-Basics) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An introduction to Key Performance Indicators (KPIs). Outlines strategic planning models, execution metrics, and balanced scorecard methodologies. Curator Insight: Core definitions of execution KPIs. Live Grounding: Provides the context needed to map infrastructure metrics to organizational OKRs.
-## Cloud Edge and IoT
+## Cloud Architecture
 
-### Healthcare IoT Integration
+### Governance
 
-#### IoT Security Pitfalls
+#### Azure
+
+##### Cloud Adoption Framework
+
+###### Monitoring
+
+  - **(2024)** [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Microsoft's official framework for implementing enterprise-wide monitoring strategies across Azure subscription models. It details Azure Monitor integrations, Log Analytics configurations, and service-level baseline configurations. Curator Insight: Strategic enterprise adoption guide. Live Grounding: Focuses heavily on mapping technical telemetry directly to business outcomes and platform compliance frameworks.
+## Cloud Edge and Iot
+
+### Healthcare Iot Integration
+
+#### Iot Security Pitfalls
 
   - **(2020)** [network-king.net: IoT use in healthcare grows but has some pitfalls](https://network-king.net/iot-use-in-healthcare-grows-but-has-its-pitfalls) [N/A CONTENT]  [LEGACY] β€” Analyzes the architectural and operational challenges of implementing IoT networks in healthcare settings. Focuses on clinical workflows, legacy medical device integration, and mitigating security vectors in connected biomedical ecosystems.
 ## Cloud Native
@@ -50,7 +61,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2021)** [dynatrace.com: Analyze all AWS data in minutes with Amazon CloudWatch Metric' Streams available in Dynatrace](https://www.dynatrace.com/news/blog/amazon-cloudwatch-metric-streams-launch-partnership) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” Explores the integration of Amazon CloudWatch Metric Streams into external observability engines like Dynatrace. This streaming paradigm bypasses high-latency API polling, allowing real-time ingestion of cloud infrastructure health indicators. Highly relevant for large hybrid-cloud architectures in 2026.
 ### Kubernetes
 
-#### Multi-Cluster Management
+#### Multi-cluster Management
 
   - **(2021)** [Krossboard](https://krossboard.app) [GO CONTENT]  [COMMUNITY-TOOL] β€” A lightweight multi-cluster Kubernetes usage analytics and tracking dashboard tool. In 2026, while larger players like Rancher and Tanzu dominate enterprise multi-cluster control, Krossboard remains a lightweight option for rapid multi-cloud cluster resource auditing.
 ### Observability (1)
@@ -84,7 +95,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Log Correlation
 
   - **(2021)** [dynatrace.com: Automatic connection of logs and traces accelerates AI-driven' cloud analytics](https://www.dynatrace.com/news/blog/automatic-connection-of-logs-and-traces-accelerates-ai-driven-cloud-analytics) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights the automatic, context-rich linking of application logs to trace spans. By 2026, log-trace correlation is a strict architectural requirement for root-cause analysis, enabling AIOps systems to instantly trace a latency spike back to exact exception statements in the codebase.
-#### OpenTelemetry
+#### Opentelemetry
 
   - **(2021)** [thenewstack.io: OpenTelemetry Gaining Traction from Companies and Vendors](https://thenewstack.io/opentelemetry-gaining-traction-from-companies-and-vendors) [MARKDOWN CONTENT]  [LEGACY] β€” Traces the massive industry shift and vendor adoption toward OpenTelemetry (OTel). While early articles focused on initial vendor buy-in, 2026 live grounding confirms OpenTelemetry as the absolute de facto standard for multi-language instrumentation, rendering older proprietary tracing agents largely legacy.
   - **(2021)** [thenewstack.io: How OpenTelemetry Works with Kubernetes](https://thenewstack.io/how-opentelemetry-works-with-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical deep-dive explaining OpenTelemetry deployment inside Kubernetes environments using collector agents. In 2026, the architectural standard utilizes the OpenTelemetry Operator to automatically inject instrumentation sidecars or daemons, simplifying distributed telemetry pipelines across microservices.
@@ -125,12 +136,18 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2022)** [skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs](https://skillfield.com.au/blog/monitoring-kubernetes-and-docker-container-logs)  [COMMUNITY-TOOL] β€” A detailed tutorial on harvesting and storing ephemeral container stdout/stderr outputs in Docker and Kubernetes clusters. Covers fluentd/fluent-bit ingestion, namespace routing, and Elasticsearch querying. Curator Insight: Logging implementation patterns. Live Grounding: Critical reference for configuring non-intrusive container daemon log rotators.
 #### Observability (3)
 
+##### Best Practices
+
+  - **(2023)** [sysdig.com: Seven Kubernetes monitoring best practices every monitoring solution should enable](https://www.sysdig.com/blog/kubernetes-monitoring-best-practices)  [COMMUNITY-TOOL] β€” Outlines seven core principles for establishing a reliable Kubernetes monitoring framework, highlighting metric aggregation, container life-cycle awareness, and Prometheus auto-discovery. Curator Insight: Essential practices for K8s monitoring. Live Grounding: Practical guidelines for scaling Prometheus and agent-based scrapers without experiencing massive ingestion bottlenecks.
+##### Cadvisor
+
+  - **(2023)** [cloudforecast.io: cAdvisor and Kubernetes Monitoring Guide 🌟](https://cloudforecast.io/blog/cadvisor-and-kubernetes-monitoring-guide)  [COMMUNITY-TOOL] β€” Complete operational analysis of Google’s cAdvisor (Container Advisor), showing how it is natively embedded inside the Kubelet binary to collect performance metrics. Curator Insight: Core container performance scraping mechanisms. Live Grounding: Fundamental reading for tuning Pod memory limits and evaluating CPU throttling patterns.
 ##### Challenges
 
   - **(2022)** [thenewstack.io: Kubernetes Observability Challenges in Cloud Native Architecture 🌟](https://thenewstack.io/kubernetes-observability-challenges-in-cloud-native-architecture) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Focuses on structural challenges in cloud-native applications: dynamic network routing, high-frequency releases, abstract container barriers, and microservice trace correlation. Curator Insight: Architectural analysis of container platform challenges. Live Grounding: Highly relevant for mapping the friction of distributed transaction monitoring in production.
 ##### Networking
 
-###### kube-proxy
+###### Kube-proxy
 
   - **(2022)** [sysdig.com: How to monitor kube-proxy 🌟](https://www.sysdig.com/blog/monitor-kube-proxy) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores deep-level networking metric retrieval for the core kube-proxy daemon, detailing IPVS connection states, iptables rules execution latency, and standard Go runtime indicators. Curator Insight: Specialized network-level monitoring guide. Live Grounding: Crucial for network engineers diagnosing inter-service latency and routing drops in highly transient container environments.
 ##### PLG Stack
@@ -155,10 +172,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 ###### Security
 
   - **(2022)** [thenewstack.io: Monitor Your Containers with Sysdig](https://thenewstack.io/monitor-your-containers-with-sysdig)  [COMMUNITY-TOOL] β€” A walkthrough on utilizing Sysdig's eBPF and kernel-level trace scraping features to surface non-intrusive, granular system call events across active containers. Curator Insight: Deep system-call inspection patterns. Live Grounding: Critical tool for identifying zero-day container breaches and tracing system performance regressions.
-##### cAdvisor
-
-  - **(2023)** [cloudforecast.io: cAdvisor and Kubernetes Monitoring Guide 🌟](https://cloudforecast.io/blog/cadvisor-and-kubernetes-monitoring-guide)  [COMMUNITY-TOOL] β€” Complete operational analysis of Google’s cAdvisor (Container Advisor), showing how it is natively embedded inside the Kubelet binary to collect performance metrics. Curator Insight: Core container performance scraping mechanisms. Live Grounding: Fundamental reading for tuning Pod memory limits and evaluating CPU throttling patterns.
-### OpenShift
+### Openshift
 
 #### Observability (4)
 
@@ -187,6 +201,13 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Performance Tuning
 
   - **(2022)** [blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size](https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This technical guide details memory allocation strategies for JVM-based Elasticsearch nodes. It focuses on the critical rule of thumb of setting JVM heap sizes to 50% of available physical RAM (capping at 32GB to avoid breaking compressed ordinary object pointers / OOPs) while leaving the remainder for OS file system caching. Correct heap configuration directly prevents garbage collection pauses and OOM crashes in high-throughput indexing setups.
+## Databases
+
+### Time-series
+
+#### Victoriametrics
+
+  - **(2024)** [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Technical feature overview covering VictoriaMetrics and VictoriaLogs updates, focusing on dynamic retention strategies, ingestion enhancements, storage footprint reduction, and custom query language performance.
 ## DevOps
 
 ### Automation (1)
@@ -196,9 +217,9 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 ##### Performance Metrics
 
   - **(2023)** [harness.io: Metrics to Improve Continuous Integration Performance](https://www.harness.io/blog/continuous-integration-performance-metrics)  [COMMUNITY-TOOL] β€” Focuses on key telemetry indicators required to measure and optimize the health and speed of CI pipelines (e.g., build duration, failure rates, queue time). Curator Insight: Performance guide for development loops. Live Grounding: Essential for engineering managers aiming to reduce feedback cycle times and improve system efficiency.
-#### Monitoring as Code
+#### Monitoring As Code
 
-##### GitOps
+##### Gitops
 
   - **(2023)** [thenewstack.io: Monitoring as Code: What It Is and Why You Need It 🌟](https://thenewstack.io/monitoring-as-code-what-it-is-and-why-you-need-it)  [COMMUNITY-TOOL] β€” Explains the paradigm of Monitoring as Code (MaC), allowing engineering teams to define dashboard schemas, synthetic tests, and alerting thresholds using declarative configurations in VCS systems. Curator Insight: Paradigm shift from manual dashboard configuration. Live Grounding: Crucial for aligning platform metrics with standard CI/CD and GitOps delivery models.
   - **(2023)** [devops.com: Why Monitoring-as-Code Will be a Must for DevOps Teams](https://devops.com/why-monitoring-as-code-will-be-a-must-for-devops-teams)  [COMMUNITY-TOOL] β€” Examines the strategic necessity of Monitoring as Code (MaC) within highly automated enterprises, highlighting its ability to prevent manual dashboard decay and streamline alert maintenance. Curator Insight: Organizational transition to MaC. Live Grounding: Essential reading for scaling observability policies uniformly across enterprise development teams.
@@ -207,9 +228,9 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Jenkins
 
   - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) ⭐ 11  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Jenkins Pipeline Shared Library designed to standardize Elastic APM component deployments. While modern GitOps (e.g., ArgoCD) has largely replaced Jenkins for cloud-native delivery, this Groovy library remains highly valuable for organizations maintaining complex, legacy Jenkins-centric pipelines.
-### Infrastructure as Code
+### Infrastructure As Code
 
-#### GitOps (1)
+#### Gitops (1)
 
   - **(2021)** [devops.com: Dynatrace Advances Application Environments as Code](https://devops.com/dynatrace-advances-application-environments-as-code) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses 'Observability as Code', where application dashboards, SLO targets, and alerting configurations are defined using Terraform or Monaco. By 2026, this approach is integrated into standard CI/CD pipelines to ensure monitoring environments scale systematically with the underlying infra.
 ### Observability (5)
@@ -233,7 +254,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2021)** [stackoverflow.blog: Observability is key to the future of software (and your DevOps career)](https://stackoverflow.blog/2021/09/08/observability-is-key-to-the-future-of-software-and-your-devops-career)  [COMMUNITY-TOOL] β€” Illustrates the strategic career path for DevOps and Platform Engineers who master distributed tracing, alerting design, and runtime telemetry parsing. Curator Insight: Career advancement through telemetry excellence. Live Grounding: Identifies active observability expertise as a core modern differentiator in high-value platform roles.
 #### Continuous Telemetry
 
-##### Code to Cloud
+##### Code To Cloud
 
   - **(2023)** [thenewstack.io: DevOps Observability from Code to Cloud](https://thenewstack.io/devops-observability-from-code-to-cloud)  [COMMUNITY-TOOL] β€” Explores the end-to-end integration of monitoring from local development runtime environments, continuous integration tests, through final production multi-cluster footprints. Curator Insight: Comprehensive code-to-runtime lineage. Live Grounding: Provides the model for developers looking to add tracing metrics directly into source code repos.
 #### Tooling
@@ -247,7 +268,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 
 ##### Observability (6)
 
-###### Best Practices
+###### Best Practices (1)
 
   - **(2022)** [thenewstack.io: Best Practices to Optimize Infrastructure Monitoring within DevOps Teams](https://thenewstack.io/best-practices-to-optimize-infrastructure-monitoring-within-devops-teams)  [COMMUNITY-TOOL] β€” Delves into establishing robust, team-wide ownership of monitoring pipelines, setting up actionable alerting paths, and building comprehensive dashboards. Curator Insight: Organizational practices for infrastructure ops. Live Grounding: Helps bridging operational silos through collective ownership of SLIs/SLOs.
 ## Development
@@ -257,7 +278,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Node.js
 
   - **(2026)** [==PM2==](https://github.com/Unitech/pm2) ⭐ 43210  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard production process manager for Node.js workloads. Despite the rise of Kubernetes-native process management, PM2 remains the preferred daemon for bare-metal Node.js apps, VM-based services, and IoT microservices running at the edge in 2026.
-## Event-Driven Systems
+## Event-driven Systems
 
 ### Apache Kafka
 
@@ -266,9 +287,14 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2023)** [==Kafdrop – Kafka Web UI 🌟==](https://github.com/obsidiandynamics/kafdrop) ⭐ 6137  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits active JSON/protobuf message payload inspection.
 ## Infrastructure (1)
 
+### Compute
+
+#### CPU Performance
+
+  - **(2023)** [The Hidden CPU Throttling Crisis in Kubernetes Clusters](https://www.kubenatives.com/p/the-hidden-cpu-throttling-crisis) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates latency spikes caused by the Linux CFS (Completely Fair Scheduler) quota enforcement mechanism in Kubernetes. Highlights how kernel bugs throttle containerized workloads even when usage is far below limits, providing remediation strategies such as adjusting quotas or using CPU pins.
 ### Performance Testing
 
-#### Kubernetes and OpenShift
+#### Kubernetes and Openshift
 
   - **(2018)** [Leveraging Kubernetes and OpenShift for automated performance tests (part 1)](https://developers.redhat.com/blog/2018/11/22/automated-performance-testing-kubernetes-openshift) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Outlines architectural strategies for automating load and performance testing within Kubernetes and Red Hat OpenShift environments. Focuses on orchestrating distributed test runners (like JMeter or Gatling) as cloud-native jobs, ensuring consistent test execution alongside CI/CD pipelines to validate platform scalability under synthetic load.
 #### Observability (7)
@@ -279,13 +305,24 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Resources
 
   - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) ⭐ 34277  [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs.
+## Kubernetes Management
+
+### Monitoring and Observability
+
+#### Etcd Monitoring
+
+  - **(2023)** [Monitor Etcd with Prometheus and Grafana using Rancher](https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-using-rancher) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational runbook explaining how to configure Prometheus and Grafana within SUSE Rancher to audit and visualize etcd status. Evaluates critical etcd parameters including database size, disk synchronization latency, and peer communication health.
+## Kubernetes Platform Engine
+
+### Cluster Operations
+
+#### Memory Management
+
+  - **(2025)** [OOMKilled in Kubernetes: Understanding and Preventing Hidden Memory Leaks](https://unixarena.com/2025/04/oomkilled-in-kubernetes-the-hidden-memory-leaks-youre-missing.html) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Diagnoses Kubernetes `OOMKilled` (Exit Code 137) events caused by memory leaks, misconfigured resource limits, and JVM heap management issues. Explains how to set appropriate limits/requests while implementing profiling tools to prevent container churn.
 ## Kubernetes Tools
 
 ### General Reference
 
-  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
-  - [dzone.com: Performance Patterns in Microservices-Based Integrations](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Performance Patterns in Microservices-Based Integrations in the Kubernetes Tools ecosystem.
-  - [Dzone: 14 Best Performance Testing Tools and APM Solutions](https://dzone.com/articles/14-best-performance-testing-tools-and-apm-solution)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 14 Best Performance Testing Tools and APM Solutions in the Kubernetes Tools ecosystem.
   - [dzone.com: Kubernetes Monitoring: Best Practices, Methods, and Existing' Solutions](https://dzone.com/articles/kubernetes-monitoring-best-practices-methods-and-e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Kubernetes Monitoring: Best Practices, Methods, and Existing' Solutions in the Kubernetes Tools ecosystem.
   - [CNCF End User Technology Radar: Observability, September 2020 🌟](https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability-september-2020)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CNCF End User Technology Radar: Observability, September 2020 🌟 in the Kubernetes Tools ecosystem.
   - [logz.io: Top 11 Open Source Monitoring Tools for Kubernetes 🌟](https://logz.io/blog/open-source-monitoring-tools-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Top 11 Open Source Monitoring Tools for Kubernetes 🌟 in the Kubernetes Tools ecosystem.
@@ -303,10 +340,13 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - [logz.io: A Beginner’s Guide to Logstash Grok](https://logz.io/blog/logstash-grok)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Beginner’s Guide to Logstash Grok in the Kubernetes Tools ecosystem.
   - [logz.io: Grok Pattern Examples for Log Parsing](https://logz.io/blog/grok-pattern-examples-for-log-parsing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Grok Pattern Examples for Log Parsing in the Kubernetes Tools ecosystem.
   - [dzone.com: The Keys to Performance Tuning and Testing](https://dzone.com/articles/the-keys-to-performance-tuning-and-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: The Keys to Performance Tuning and Testing in the Kubernetes Tools ecosystem.
+  - [dzone.com: Performance Patterns in Microservices-Based Integrations](https://dzone.com/articles/performance-patterns-in-microservices-based-integr-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Performance Patterns in Microservices-Based Integrations in the Kubernetes Tools ecosystem.
   - [How to read a Thread Dump](https://dzone.com/articles/how-to-read-a-thread-dump)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to read a Thread Dump in the Kubernetes Tools ecosystem.
+  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
   - [Dzone: Zipkin vs. Jaeger: Getting Started With Tracing](https://dzone.com/articles/zipkin-vs-jaeger-getting-started-with-tracing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Zipkin vs. Jaeger: Getting Started With Tracing in the Kubernetes Tools ecosystem.
   - [dzone.com: APM Tools Comparison](https://dzone.com/articles/apm-tools-comparison-which-one-should-you-choose)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: APM Tools Comparison in the Kubernetes Tools ecosystem.
   - [dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know](https://dzone.com/articles/java-performance-monitoring-5-open-source-tools-you-should-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know in the Kubernetes Tools ecosystem.
+  - [Dzone: 14 Best Performance Testing Tools and APM Solutions](https://dzone.com/articles/14-best-performance-testing-tools-and-apm-solution)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 14 Best Performance Testing Tools and APM Solutions in the Kubernetes Tools ecosystem.
 ## Observability (8)
 
 ### APM (1)
@@ -322,7 +362,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Dynatrace APM
 
   - **(2016)** [adictosaltrabajo.com: MonitorizaciΓ³n y anΓ‘lisis de rendimiento de aplicaciones con Dynatrace APM](https://adictosaltrabajo.com/2016/10/26/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace) [ES CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Spanish technical walk-through demonstrating Dynatrace's enterprise APM dashboard, automated instrumentation, baseline-driven anomaly detection, and deep transactional flow analysis across traditional and microservices runtimes.
-#### Dynatrace PoC
+#### Dynatrace Poc
 
   - **(2023)** [==My Dynatrace proof of concept 🌟==](https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf) ⭐ 663  [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and alerting configurations.
 #### Elastic APM (1)
@@ -345,8 +385,18 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 
   - **(2021)** [VisualVM: JVisualVM to an Openshift pod](https://fedidat.com/250-jvisualvm-openshift-pod) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Step-by-step tutorial on forwarding JMX connections to JVisualVM clients over Kubernetes port-forwarding. Facilitates real-time thread inspection, heap monitoring, and manual GC triggers.
   - **(2020)** [blog.arkey.fr: Using JDK FlightRecorder and JDK Mission Control](https://blog.arkey.fr/2020/06/28/using-jdk-flight-recorder-and-jdk-mission-control) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the usage of JDK Flight Recorder (JFR) and JDK Mission Control (JMC) for low-overhead, production-grade JVM diagnostic profiling. Explains trace capture of memory, CPU, and I/O cycles.
+  - **(2020)** [Debugging Java Applications On OpenShift and Kubernetes](https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Investigates techniques for profiling and debugging remote Java applications running on Kubernetes pods. Walks through port-forwarding JDWP connections and using CLI profiling utilities.
   - **(2020)** [Remote Debugging of Java Applications on OpenShift](https://www.redhat.com/en/blog/remote-debugging-java-applications-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Focuses specifically on configuring JDWP parameters in enterprise Java container builds to allow secure, remote interactive debugging from IDEs directly to pods in OpenShift.
   - **(2020)** [redhat.com: How do I analyze a Java heap dump?](https://access.redhat.com/solutions/18301) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A technical solution article detailing how to trigger, extract, and analyze memory heap dumps from JVMs running inside Linux containers, leveraging standard OpenJDK CLI tools.
+#### Java JMX
+
+  - **(2017)** [developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.
+#### Java Performance
+
+  - **(2026)** [tier1app.com](https://tier1app.com) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Platform behind core JVM diagnostic tools such as GCEasy, FastThread, and HeapHero. Provides automated analysis of GC logs, thread dumps, and heap dumps to resolve memory leaks and performance bottlenecks.
+  - **(2026)** [FastThread.io](https://fastthread.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An automated engine designed to diagnose JVM thread dumps. Resolves thread lock contention, transaction delays, and thread starvation bottlenecks in Kubernetes-hosted enterprise Java services.
+  - **(2026)** [gceasy.io 🌟](https://gceasy.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An advanced JVM garbage collection log analyzer. Uses machine learning algorithms to evaluate GC pauses, throughput, and memory trends, delivering actionable tuning recommendations for JVM sizing and GC algorithms (G1GC, ZGC).
+  - **(2026)** [heaphero.io](https://heaphero.io) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An instant heap dump analyzer that processes HPROF and system files to isolate leaking data structures. Generates visual memory maps to point out waste and duplicate objects in JVM workloads.
 #### Java Spring Boot
 
   - **(2022)** [javatechonline.com: How To Monitor Spring Boot Microservices Using ELK Stack?](https://javatechonline.com/how-to-monitor-spring-boot-microservices-using-elk-stack) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Provides a step-by-step architectural guide on routing Logback appender JSON streams from Spring Boot microservices into Logstash, indexing them in Elasticsearch, and visualizing error trends in Kibana.
@@ -357,11 +407,16 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 ##### Value Realization
 
   - **(2023)** [thenewstack.io: Growing Adoption of Observability Powers Business Transformation](https://thenewstack.io/growing-adoption-of-observability-powers-business-transformation)  [LEGACY] β€” Discusses the business impact of transitioning from legacy IT system silo monitoring to real-time, unified observability, showing direct correlation to improved MTTR and customer satisfaction. Curator Insight: Business-case advocacy for modernizing monitoring. Live Grounding: Helps senior managers secure financial backing for large-scale APM transformations.
-#### Governance
+#### Governance (1)
 
 ##### Metrics (1)
 
   - **(2024)** [forbes.com: From Data Collection To Delivering KPIs: A Roadmap To A Mature Observability Strategy](https://www.forbes.com/councils/forbestechcouncil/2024/03/08/from-data-collection-to-delivering-kpis-a-roadmap-to-a-mature-observability-strategy/?streamIndex=0)  [COMMUNITY-TOOL] β€” Provides a clear roadmap to extract business value from raw telemetry data. Focuses on aligning technical logs and alerts directly with key performance indicators (KPIs) to drive continuous business transformation. Curator Insight: Forbes council insight on business metrics. Live Grounding: Highlights why enterprise monitoring frameworks fail when detached from functional business KPIs.
+### Distributed Storage
+
+#### Victoriametrics (1)
+
+  - **(2024)** [VictoriaMetrics](https://victoriametrics.com) [GO CONTENT]  [COMMUNITY-TOOL] β€” Official site of VictoriaMetrics, an extremely fast and cost-effective TSDB solution. Widely used as a drop-in replacement for Prometheus storage owing to high compression ratios and out-of-the-box cluster scalability.
 ### Distributed Tracing (2)
 
 #### Data Pipelines
@@ -370,6 +425,9 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Evolution
 
   - **(2021)** [newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best overview of OpenTelemetry)](https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Provides an industry overview detailing the historical consolidation of OpenTracing and OpenCensus into the singular OpenTelemetry framework, clarifying telemetry standardization for enterprise operations.
+#### Jaeger
+
+  - **(2026)** [Jaeger](https://www.jaegertracing.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The flagship Jaeger engine for distributed tracing, featuring comprehensive backend storage backends (Elasticsearch, Cassandra) and advanced UI query panels for deep dive transaction forensics.
 #### Kubernetes Testing
 
   - **(2023)** [signadot.com: Sandboxes in Kubernetes using OpenTelemetry](https://www.signadot.com/blog/sandboxes-in-kubernetes-using-opentelemetry) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores using OpenTelemetry trace propagation context to run isolated, multi-tenant sandbox testing within shared Kubernetes clusters. Routes test traffic dynamically to microservice variants using trace metadata headers.
@@ -377,7 +435,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 
   - **(2021)** [thenewstack.io: Tracing: Why Logs Aren’t Enough to Debug Your Microservices 🌟](https://thenewstack.io/tracing-why-logs-arent-enough-to-debug-your-microservices) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores the technical limitations of traditional centralized logging in cloud-native microservices. Highlights how distributed tracing bridges context gaps, tracing request flow across network boundaries.
   - **(2018)** [opensource.com: Distributed tracing in a microservices world](https://opensource.com/article/18/9/distributed-tracing-microservices-world) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explains the architectural necessity of distributed tracing inside modern microservice mesh environments, outlining how it visualizes service dependency networks and identifies downstream latency.
-#### OpenTelemetry Operator
+#### Opentelemetry Operator
 
   - **(2021)** [==github.com/open-telemetry/opentelemetry-operator==](https://github.com/open-telemetry/opentelemetry-operator) ⭐ 1717  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Kubernetes operator for automating the deployment and management of the OpenTelemetry Collector. Simplifies application instrumentation via automated inject mechanisms for Java, NodeJS, Python, and Dotnet, facilitating declarative telemetry pipeline management across clusters.
 #### Research
@@ -397,7 +455,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 
 #### AI
 
-##### AIOps
+##### Aiops
 
   - **(2023)** [devops.com: Where Does Observability Stand Today, and Where is it Going Next?](https://devops.com/where-does-observability-stand-today-and-where-is-it-going-next)  [COMMUNITY-TOOL] β€” Analyzes the ongoing evolution of observability systems toward artificial intelligence integration (AIOps), automated anomaly detection, and continuous optimization profiles. Curator Insight: Industry roadmap on telemetry analysis. Live Grounding: Crucial for evaluating how LLMs and ML models parse log volumes for predictive maintenance.
 #### Technology Evolution
@@ -405,7 +463,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2021)** [thenewstack.io: Observability Is the New Kubernetes 🌟](https://thenewstack.io/observability-is-the-new-kubernetes)  [COMMUNITY-TOOL] β€” Draws parallels between the explosive ecosystem growth of Kubernetes and the rapid development and sprawl of the modern observability industry. Curator Insight: Industry paradigm comparison. Live Grounding: Illustrates how standardization around OpenTelemetry has consolidated tooling across complex clouds.
 ### Infrastructure Monitoring (1)
 
-#### Zabbix and OpenShift
+#### Zabbix and Openshift
 
   - **(2022)** [cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator](https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator) [EN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Sister article detailing the configuration of Zabbix operator configurations on OpenShift Container Platform 4.x for advanced enterprise system monitoring.
 #### Zabbix and Prometheus
@@ -430,7 +488,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Local Development
 
   - **(2021)** [dev.to/sagary2j: ELK Stack Deployment using MiniKube single node architecture](https://dev.to/sagary2j/elk-stack-deployment-using-minikube-single-node-architecture-16cl) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Walks through a lightweight, single-node ELK Stack deployment on Minikube. Demonstrates how to write custom Kubernetes manifests for dev/test verification of log aggregation pipelines.
-#### OpenSearch
+#### Opensearch
 
   - **(2021)** [amazon.com: Introducing OpenSearch](https://aws.amazon.com/blogs/opensource/introducing-opensearch) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The formal introduction of the OpenSearch project, an Apache 2.0-licensed fork of Elasticsearch and Kibana. Outlines AWS’s roadmap for secure, open-source search, ingestion, and analytical visualization suites.
   - **(2021)** [thenewstack.io: This Week in Programming: AWS Completes Elasticsearch Fork with OpenSearch](https://thenewstack.io/this-week-in-programming-aws-completes-elasticsearch-fork-with-opensearch) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Discusses the initial release milestones of OpenSearch 1.0. Focuses on the decoupling of proprietary Elastic modules to ensure a community-driven, open-source path forward for cloud providers and developers.
@@ -445,6 +503,9 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Training
 
   - **(2020)** [youtube: ELK for beginners - by XavkiEn 🌟](https://www.youtube.com/playlist?list=PLWZKNB9waqIX00uj5q4nX_TOFiX3if1z3) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A structured, comprehensive video tutorial playlist walking through the installation, pipeline configuration, and visual analysis capabilities of the ELK stack. Ideal for engineering teams onboarding to self-hosted logging infrastructure.
+#### Visualization
+
+  - **(2026)** [Kibana](https://www.elastic.co/kibana) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The industry-standard data visualization and exploration dashboard designed specifically for Elastic Stack and OpenSearch engines. Enables deep analytical queries, log visualization, machine learning anomalies detection, and application performance monitoring (APM) reporting.
 ### Metrics (2)
 
 #### Core Stack
@@ -453,7 +514,12 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Prometheus Scale
 
   - **(2020)** [Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration](https://github.com/flaviostutz/promster) ⭐ 31  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Leverages ETCD service registration to provide dynamic clustering and automated scrape sharding for distributed Prometheus deployments. While offering a lightweight alternative for scale-out setups, modern production environments in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available global metrics engines.
-### OpenTelemetry (1)
+### Monitoring (1)
+
+#### Metrics Collection
+
+  - **(2024)** [Prometheus](https://nubenetes.com/prometheus/) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.
+### Opentelemetry (1)
 
 #### Collector Infrastructure
 
@@ -463,10 +529,10 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Dynatrace Agent Deployment
 
   - **(2023)** [dynatrace.com: Deploy OneAgent on OpenShift Container Platform](https://docs.dynatrace.com/docs/ingest-from/setup-on-container-platforms/kubernetes/legacy/deploy-oneagent-operator-openshift-legacy) [EN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Technical deployment specification for deploying the Dynatrace OneAgent operator onto OpenShift Container Platforms. Detailing daemonset deployments, security context constraints (SCCs), and privileged execution requirements.
-#### Dynatrace OpenShift
+#### Dynatrace Openshift
 
   - **(2024)** [dynatrace.com: openshift monitoring](https://www.dynatrace.com/hub/detail/red-hat-openshift) [EN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Outlines native integration capabilities of the Dynatrace Operator inside Red Hat OpenShift, securing auto-discovery and telemetry indexing for containerized control planes, nodes, and applications.
-#### Dynatrace OpenShift Integration
+#### Dynatrace Openshift Integration
 
   - **(2023)** [dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace](https://www.dynatrace.com/news/blog/what-is-openshift-2) [EN CONTENT]  [COMMUNITY-TOOL] β€” Explores structural synergies between enterprise Kubernetes distribution OpenShift and Dynatrace monitoring. Covers auto-injection, security mapping, and automated application discovery patterns.
 #### Kubernetes Day 2
@@ -479,6 +545,9 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) ⭐ 3306  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A highly critical Prometheus collector that scrapes and formats JVM JMX mBeans. Widely utilized in enterprise legacy clusters running Java applications, Kafka, and Cassandra.
 ### Standards
 
+#### Interoperability
+
+  - **(2022)** [Prometheus and OpenTelemetry Compatibility Issues](https://thenewstack.io/prometheus-and-opentelemetry-just-couldnt-get-along) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Critically analyzes the historical divergence and friction between Prometheus metrics conventions and OpenTelemetry metrics data models. Explores alignment efforts, such as native OTLP support in Prometheus, to achieve semantic parity across enterprise cloud-native telemetry pipelines.
 #### Metrics Comparison
 
   - **(2023)** [timescale.com: Prometheus vs. OpenTelemetry Metrics: A Complete Guide](https://www.tigerdata.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-guide) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Provides a comprehensive architectural comparison between Prometheus metric collection (pull-based, PromQL-native) and OpenTelemetry (push-based OTLP, multi-signal trace correlation). Guides technical architects on choosing the appropriate framework or blending them in a hybrid topology.
@@ -490,7 +559,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Grafana Tempo
 
   - **(2020)** [grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟](https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Grafana Tempo is an open-source, high-scale, easy-to-use, and cost-effective distributed tracing backend. Designed to require only object storage (like S3 or GCS) to operate, it eliminates the operational overhead and high costs of running complex indexes via Elasticsearch or Cassandra. Tempo integrates deeply with Grafana, Prometheus, and Loki, enabling seamless correlation between logs, metrics, and traces.
-### Visualization
+### Visualization (1)
 
 #### Dashboards
 
@@ -504,7 +573,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2021)** [github.com/antonarhipov/awesome-apm: Awesome APM](https://github.com/antonarhipov/awesome-apm) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A curated catalog of application performance monitoring (APM) tools, open-source agents, telemetry protocols, and platform engines. It indexes distributed tracing setups, heap profiling engines, and instrumentation libraries across mainstream programming frameworks.
 ### Synthetic Monitoring
 
-#### Uptime-Kuma
+#### Uptime-kuma
 
   - **(2021)** [==louislam/uptime-kuma==](https://github.com/louislam/uptime-kuma) ⭐ 87989  [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and highly intuitive dashboards, serving as a lightweight alternative to commercial APM and uptime tools.
 ## Performance Engineering (1)
@@ -516,9 +585,16 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 ##### Continuous Profiling
 
   - **(2022)** [medium.com/performance-engineering-for-the-ordinary-barbie: Why profiling should be part of regular software development workflow 🌟](https://medium.com/performance-engineering-for-the-ordinary-barbie/why-profiling-should-be-part-of-regular-software-development-workflow-8b19b7f52b38) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the engineering benefits of integrating continuous runtime code profiling (CPU, Heap Allocation, Thread Locks) into developer workflows. Curator Insight: Advocacy for persistent tracing profiles. Live Grounding: Invaluable for diagnosing microservice memory leaks before deploying changes to live users.
+### Testing
+
+#### Benchmarking
+
+##### HTTP Tools
+
+  - **(2021)** [blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Introduces pycurlb, a Python-based wrapper and benchmarking utility utilizing libcurl for low-overhead HTTP performance testing. Explores its use cases in testing microservice latency and raw throughput. Curator Insight: Quick functional introduction of a new pycurl tool. Live Grounding: Provides an alternative for developers seeking a highly customizable, scriptable curl execution engine for API baselining.
 ## Security (1)
 
-### Monitoring
+### Monitoring (2)
 
 #### Host Security
 
@@ -527,6 +603,11 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 
 ### Observability (9)
 
+#### Data Management
+
+##### Cost Optimization
+
+  - **(2023)** [instana.com: The Hidden Cost of Observability: Data Volume](https://www.ibm.com/think) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates the financial and performance ramifications of high-cardinality data ingestion in modern APM systems. Discusses smart sampling, log aggregation, and metric filtering strategies. Curator Insight: Crucial warning on the price of raw ingestion. Live Grounding: Highly relevant for architects designing telemetry pipelines where unchecked trace collection can exceed production infrastructure budgets.
 #### Guides (1)
 
 ##### Beginners
@@ -542,9 +623,14 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 ##### RED Method
 
   - **(2018)** [infoworld.com: The RED method: A new strategy for monitoring microservices](https://www.infoworld.com/article/2270578/the-red-method-a-new-strategy-for-monitoring-microservices.html)  [COMMUNITY-TOOL] β€” Focuses on the RED monitoring methodology (Rate, Errors, Duration) created specifically for microservices architectures, comparing it to traditional USE metrics (Utilization, Saturation, Errors). Curator Insight: Crucial reference for modern microservice design. Live Grounding: Core architectural paradigm for tracing containerized HTTP and RPC interactions.
+#### Monitoring Theory
+
+##### Distributed Systems
+
+  - **(2016)** [==Monitoring Distributed Systems - Google SRE Book==](https://sre.google/sre-book/monitoring-distributed-systems) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational text establishing distributed systems monitoring fundamentals. Introduces the 'four golden signals' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.
 #### Terminology
 
-##### Monitoring vs Observability
+##### Monitoring Vs Observability
 
   - **(2023)** [Observability vs Monitoring](https://middleware.io/blog/observability-vs-monitoring)  [COMMUNITY-TOOL] β€” Demystifies the core conceptual differences between passive monitoring (detecting known failures via predefined metrics) and active observability (querying internal system states via logs, metrics, and traces). Curator Insight: Clarifying guide for observability vs monitoring. Live Grounding: Essential reading to shift organizational mindsets from reactive alerting to proactive debugging in dynamic cloud-native environments.
   - **(2022)** [dashbird.io: Monitoring vs Observability: Can you tell the difference? 🌟](https://dashbird.io/blog/monitoring-vs-observability)  [COMMUNITY-TOOL] β€” Analyzes the divergence of monitoring and observability, specifically within the context of serverless architectures (AWS Lambda). Focuses on cold starts, API Gateway timeouts, and distributed event-driven systems. Curator Insight: Serverless perspective on observability. Live Grounding: Demonstrates how standard infrastructure agent models fall short when managing dynamic ephemerality.
@@ -553,7 +639,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 ##### APM (2)
 
   - **(2023)** [dynatrace.com: What is observability? Not just logs, metrics and traces](https://www.dynatrace.com/news/blog/what-is-observability-2)  [COMMUNITY-TOOL] β€” Expands the definition of observability beyond simple logs, metrics, and tracing, arguing for contextual topology maps, automatic root-cause identification, and continuous profiling. Curator Insight: Vendor-informed perspective on next-gen APM. Live Grounding: Emphasizes the need for automated graph topology representations over pure telemetry pipelines.
-##### Monitoring vs Observability (1)
+##### Monitoring Vs Observability (1)
 
   - **(2022)** [thenewstack.io: Observability Won’t Replace Monitoring (Because It Shouldn’t) 🌟](https://thenewstack.io/observability-wont-replace-monitoring-because-it-shouldnt)  [COMMUNITY-TOOL] β€” Argues against the displacement myth of monitoring by observability, asserting that both play critical roles. Monitoring maintains persistent dashboards of known failure vectors, while observability provides reactive exploration tools. Curator Insight: Balanced pragmatic perspective on modern telemetry. Live Grounding: Helps developers resist unnecessary tooling replacements by leveraging combined solutions.
 ## Software Engineering
@@ -572,6 +658,11 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
 ##### Telemetry Routing
 
   - **(2019)** [bravenewgeek.com: The Observability Pipeline](https://bravenewgeek.com/the-observability-pipeline) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive technical exploration of the 'Observability Pipeline' architectural pattern, illustrating how to decouple telemetry sources from destinations using intermediate routing layers (e.g., Vector). Curator Insight: Deep-dive on data routing middleware. Live Grounding: A fundamental design paradigm for modern platform engineering, preventing vendor lock-in and optimizing ingestion costs.
+#### Infrastructure Design
+
+##### Telemetry Pipelines
+
+  - **(2022)** [learnsteps.com: Monitoring Infrastructure System Design](https://www.learnsteps.com/monitoring-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown of designing an end-to-end monitoring infrastructure from scratch. Examines the selection of pull vs. push telemetry models, buffer queues (like Kafka), and time-series databases (TSDBs). Curator Insight: High-level overview of system design for monitoring platforms. Live Grounding: Serves as a great architectural primer for platform engineering teams building internal metrics systems.
 #### Logging Systems
 
 ##### Architecture (1)
@@ -579,7 +670,7 @@ description: "Top Monitoring resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2022)** [learnsteps.com: Logging Infrastructure System Design](https://www.learnsteps.com/logging-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Structural system architecture deep-dive covering high-volume log collection, queuing, indexing, and durable storage tiers (such as ELK, Grafana Loki, or OpenSearch). Curator Insight: Deep blueprint on logging pipeline design. Live Grounding: Essential reading for scaling logging clusters without sacrificing lookup speeds or bloating cloud storage costs.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/networking.md b/v2-docs/networking.md
index 6c14a9bc..b2fcc757 100644
--- a/v2-docs/networking.md
+++ b/v2-docs/networking.md
@@ -16,6 +16,23 @@ description: "Curated, AI-ranked Networking resources for the 2026 Cloud Native
 #### General Reference
 
   - [dzone: What Is CIDR (Classless Inter-Domain Routing)](https://dzone.com/articles/what-is-cidr-classless-inter-domain-routing-in-mul)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: What Is CIDR (Classless Inter-Domain Routing) in the Kubernetes Tools ecosystem.
+## Cloud Infrastructure
+
+### Azure Networking
+
+#### Cost Optimization
+
+  - **(2026)** [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This cost-analysis guide scrutinizes the pricing structures of Azure networking patterns, contrasting VNet Peering, Private Link, Virtual WAN, and ExpressRoute. It provides system architects with actionable formulas to optimize egress and internal data transfer fees, which are critical for high-throughput, multi-region distributed microservices.
+  - **(2025)** [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep analysis of the financial implications of Azure data transit. The guide breaks down costs associated with intra-region, inter-region, availability zone traversal, and internet egress. It is highly valuable for designing cost-efficient microservices that utilize high-frequency data synchronizations.
+#### Global Infrastructure
+
+  - **(2026)** [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive, live-updated reference catalog mapping the global availability of Azure services and network products across all Azure regions. This matrices-driven tool is vital for cloud architects designing multi-region redundancy, data residency compliance, and edge microservice topologies.
+#### Hybrid Connectivity
+
+  - **(2025)** [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines best practices for designing resilient Azure ExpressRoute topologies to safeguard production-critical hybrid cloud environments. Architects are guided through configuring dual-homing, active-active paths, BFD (Bidirectional Forwarding Detection), and automated failover strategies to prevent network isolation.
+#### Network Topology
+
+  - **(2025)** [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The foundational blueprint for Azure Hub-and-Spoke network design patterns. This guide details how to centralize shared infrastructure servicesβ€”such as firewalls, DNS, and ExpressRoute gatewaysβ€”within a hub VNet, while separating distinct microservice workloads into isolated spoke VNets.
 ## Computer Networking and IPAM
 
 ### Infrastructure Management
@@ -46,7 +63,7 @@ description: "Curated, AI-ranked Networking resources for the 2026 Cloud Native
   - **(2022)** [networkproguide.com: CIDR Subnet Mask Cheat Sheet](https://networkproguide.com/cidr-subnet-mask-ipv4-cheat-sheet) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An educational cheat sheet breaking down subnet masking protocols, mapping binary configurations to standard decimal equivalents, and addressing structural divisions.
   - **(2021)** [aelius.com: subnet sheet](https://www.aelius.com/njh/subnet_sheet.html) [HTML CONTENT]  [COMMUNITY-TOOL] β€” A clear, tabular web reference catalog summarizing IP addressing, mask divisions, wildcard configuration values, and IP ranges. Built to accelerate system infrastructure designs.
   - **(2020)** [pbxbook.com: CIDR Cheat Sheet](https://pbxbook.com/other/cidrcheat.html) [HTML CONTENT]  [COMMUNITY-TOOL] β€” A concise CIDR mapping compilation layout summarizing subnet formats, equivalent netmasks, aggregate host counts, and binary mappings from /1 up to /32 prefixes for immediate sysadmin review.
-#### Command-Line Utilities
+#### Command-line Utilities
 
   - **(2022)** [tecmint.com: How to Calculate IP Subnet Address with ipcalc Tool](https://www.tecmint.com/calculate-ip-subnet-address-with-ipcalc-tool) [SHELL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Technical tutorial detailing step-by-step instructions for computing network, broadcast, and host addresses using the Linux command-line CLI engine `ipcalc`.
   - **(2020)** [gist.github.com: chadmcrowell/cidr.sh 🌟](https://gist.github.com/chadmcrowell/f3fc3be2ca1fcb887034162c14d77e74) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A portable Bash shell scripting library for programmatic calculation of CIDR blocks, host scopes, and netmask translations directly inside Linux terminal host environments.
@@ -105,7 +122,7 @@ description: "Curated, AI-ranked Networking resources for the 2026 Cloud Native
   - **(2024)** [alexandrehtrb.github.io: HTTP/2 and HTTP/3 explained](https://alexandrehtrb.github.io/posts/2024/03/http2-and-http3-explained) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A thorough engineering analysis contrasting architectural behaviors of HTTP/2 and HTTP/3. Examines the structural transition from TCP-based flows to UDP-based QUIC, detailing performance impacts.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/newsfeeds.md b/v2-docs/newsfeeds.md
index 5fe17eb4..def8f62b 100644
--- a/v2-docs/newsfeeds.md
+++ b/v2-docs/newsfeeds.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Newsfeeds resources for 2026, AI-ranked: AWS Forums, Kube Events and more β€” curated Cloud Native tools, guides and references."
+description: "Top Newsfeeds resources for 2026, AI-ranked: Kube Events, GitLab Collective and more β€” curated Cloud Native tools, guides and references."
 ---
 # Forums and Communities
 
@@ -15,11 +15,12 @@ description: "Top Newsfeeds resources for 2026, AI-ranked: AWS Forums, Kube Even
 
 #### General Reference
 
-  - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/jenkinsci in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/openshift](https://www.reddit.com/r/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/openshift in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/redhat](https://www.reddit.com/r/redhat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/redhat in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/kubernetes](https://www.reddit.com/r/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes in the Kubernetes Tools ecosystem.
   - [GitLab Collective](https://stackoverflow.com/collectives/gitlab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitLab Collective in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/java](https://www.reddit.com/r/java)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/java in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/kubernetes](https://www.reddit.com/r/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/redhat](https://www.reddit.com/r/redhat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/redhat in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/openshift](https://www.reddit.com/r/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/openshift in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/jenkinsci in the Kubernetes Tools ecosystem.
   - [reddit.com/r/gradle](https://www.reddit.com/r/gradle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/gradle in the Kubernetes Tools ecosystem.
   - [reddit.com/r/QualityAssurance](https://www.reddit.com/r/QualityAssurance)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/QualityAssurance in the Kubernetes Tools ecosystem.
   - [reddit.com/r/jmeter](https://www.reddit.com/r/jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/jmeter in the Kubernetes Tools ecosystem.
@@ -34,12 +35,11 @@ description: "Top Newsfeeds resources for 2026, AI-ranked: AWS Forums, Kube Even
   - [reddit.com/r/ansible](https://www.reddit.com/r/ansible)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/ansible in the Kubernetes Tools ecosystem.
   - [reddit.com/r/postgres](https://www.reddit.com/r/postgres)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/postgres in the Kubernetes Tools ecosystem.
   - [reddit.com/r/git](https://www.reddit.com/r/git)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/git in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/java](https://www.reddit.com/r/java)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/java in the Kubernetes Tools ecosystem.
   - [reddit.com/r/python](https://www.reddit.com/r/Python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/python in the Kubernetes Tools ecosystem.
   - [reddit.com/r/bashonubuntuonwindows](https://www.reddit.com/r/bashonubuntuonwindows)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/bashonubuntuonwindows in the Kubernetes Tools ecosystem.
   - [Stack Overflow Collectives 🌟](https://stackoverflow.com/collectives)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Stack Overflow Collectives 🌟 in the Kubernetes Tools ecosystem.
   - [Go Collective](https://stackoverflow.com/collectives/go)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Go Collective in the Kubernetes Tools ecosystem.
-## FinOps and Cloud Cost
+## Finops and Cloud Cost
 
 ### Community Resources
 
@@ -49,12 +49,9 @@ description: "Top Newsfeeds resources for 2026, AI-ranked: AWS Forums, Kube Even
 #### Events
 
   - **(2023)** [Kube Events](https://kube.events) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A community event calendar mapping meetups and conferences across the CNCF and Kubernetes ecosystem, focusing on platform engineering, container tuning, and cloud-native cost management sessions.
-#### Forums
-
-  - **(2023)** [AWS Forums](https://repost.aws) 🌟🌟🌟 [LEGACY] β€” A legacy discussion forum resource for AWS developers troubleshooting infrastructure configurations and billing queries. Note: The platform has largely migrated to AWS Re:Post for community support.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Workfromhome](./workfromhome.md) | [Appointment Scheduling](./appointment-scheduling.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/newsql.md b/v2-docs/newsql.md
index 63a1e482..32a80d38 100644
--- a/v2-docs/newsql.md
+++ b/v2-docs/newsql.md
@@ -13,12 +13,12 @@ description: "Curated, AI-ranked Newsql resources for the 2026 Cloud Native arch
 
 ### Databases
 
-#### NewSQL (1)
+#### Newsql
 
   - [muratbuffalo.blogspot.com: What’s Really New with NewSQL?](https://muratbuffalo.blogspot.com/2021/11/whats-really-new-with-newsql.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive conceptual deep-dive comparing NewSQL architectures with traditional relational and NoSQL engines. Explores transactional guarantees, distributed consensus (Raft/Paxos), and cloud-native database scaling.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/noops.md b/v2-docs/noops.md
index f339682d..45c3f760 100644
--- a/v2-docs/noops.md
+++ b/v2-docs/noops.md
@@ -20,10 +20,10 @@ description: "Top Noops resources for 2026, AI-ranked: 7 arguments against NoOps
 
 ### Operations Paradigms
 
-#### NoOps Critiques
+#### Noops Critiques
 
   - **(2020)** [7 arguments against NoOps](https://techbeacon.com/enterprise-it/7-arguments-against-noops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A counter-narrative presenting real-world arguments against complete operational automation (NoOps). Highlights risks associated with opaque debugging, provider lock-in, compliance gaps, and complex on-prem infrastructure demands.
-#### NoOps Philosophy
+#### Noops Philosophy
 
   - **(2022)** [What is NoOps? The quest for fully automated IT operations](https://www.cio.com/article/220351/what-is-noops-the-quest-for-fully-automated-it-operations.html) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An executive CIO assessment detailing the transition of corporate IT operations into automated, zero-touch infrastructures. Covers the integration of AI-driven alert systems, programmatic security gates, and GitOps deployments.
   - **(2021)** [zdnet: There's no ops like NoOps: the next evolution of DevOps](https://www.zdnet.com/article/theres-no-ops-like-noops-the-next-evolution-of-devops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical piece evaluating the long-term migration of standard enterprise DevOps frameworks into a NoOps paradigm. Discusses how cloud-native serverless, PaaS platforms, and policy-as-code models reduce manually managed compute resources.
@@ -31,12 +31,12 @@ description: "Top Noops resources for 2026, AI-ranked: 7 arguments against NoOps
   - **(2021)** [devops.com: Up Your DevOps Game: It’s Time for NoOps](https://devops.com/up-your-devops-game-its-time-for-noops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Proposes actionable tactics for transitioning DevOps engineering pipelines into automated, serverless-first NoOps infrastructures. Discusses standardized declarative delivery flows and policy engine setups.
 ### Serverless Architecture
 
-#### NoOps Execution
+#### Noops Execution
 
   - **(2021)** [Serverless Computing: Moving from DevOps to NoOps](https://devops.com/serverless-computing-moving-from-devops-to-noops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Evaluates how serverless architectures drive NoOps execution. Emphasizes shifting operations responsibilities (e.g., node provisioning, patching, scaling) to public cloud platforms, allowing developers to focus strictly on code components.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/nosql.md b/v2-docs/nosql.md
index 3868ddf6..5e8ebf83 100644
--- a/v2-docs/nosql.md
+++ b/v2-docs/nosql.md
@@ -37,16 +37,16 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
 #### Migration Strategies
 
   - **(2022)** [**How to Evolve from RDBMS to NoSQL + SQL 🌟**](https://www.linkedin.com/pulse/how-evolve-from-rdbms-nosql-sql-jim-scott) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Detailed blueprint for migrating legacy relational databases to a hybrid SQL/NoSQL polyglot persistence design. Explores data modeling normalization adjustments, write path segregation, and dual-run synchronization mechanisms.
-#### SQL vs NoSQL
+#### SQL Vs NoSQL
 
   - **(2023)** [intellipaat.com: NoSQL vs. SQL - Difference between SQL and NoSQL](https://intellipaat.com/blog/nosql-vs-sql-what-is-better) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Comparative breakdown of relational databases against non-relational storage engines. Outlines key differentiators such as dynamic schema definitions, vertical vs horizontal scalability vectors, and CAP theorem profiles.
   - **(2021)** [zdnet.com: SQL, NoSQL? What's the difference these days?](https://www.zdnet.com/article/sql-nosql-whats-the-difference-these-days) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates the modern convergence of SQL and NoSQL engines. Highlights how traditional relational engines added JSON/document support while NoSQL databases implemented ACID transactional mechanics, blurring historical architectural lines.
 ### Database Design
 
-#### E-Commerce Applications
+#### E-commerce Applications
 
   - **(2021)** [dev.to: NoSQL Database Design for E-Commerce Apps in 2021](https://dev.to/danielkolb/nosql-database-design-for-e-commerce-apps-in-2021-390e) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Pragmatic application of document-oriented schemas to modern digital commerce platforms. Discusses design patterns for cart state retention, product catalog nesting, and denormalization workflows optimized for low-latency retrieval.
-### MongoDB Ecosystem
+### Mongodb Ecosystem
 
 #### Database Security
 
@@ -55,7 +55,7 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
 
   - **(2023)** [MongoDB Tools - Admin GUIs, Monitoring and Other Good Stuff](https://mongodb-tools.com) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curated index of key administrative GUIs, monitoring agents, and helper utilities for the MongoDB engine. Streamlines administration, schema analysis, and query optimization workflows.
   - **(2021)** [hashinteractive.com: MONGODUMP AND MONGORESTORE VS MONGOEXPORT AND MONGOIMPORT](https://hashinteractive.com/blog/mongodump-and-mongorestore-vs-mongoexport-and-mongoimport) [SHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Differentiates native utility commands: mongodump/mongorestore (BSON binary backup for full disaster recovery) vs mongoexport/mongoimport (JSON/CSV semantic exports ideal for external analytics).
-#### Database-as-a-Service
+#### Database-as-a-service
 
   - **(2022)** [**MongoDB Cloud Manager**](https://www.youtube.com/watch?v=bB57HKeOvmw&feature=youtu.be) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Video demonstration of MongoDB Cloud Manager's deployment automation capabilities. Explores point-in-time recovery setups, dynamic alerting rules, and multi-node cluster provisioning in public cloud networks.
 #### Kubernetes Networking
@@ -81,7 +81,7 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
 #### Introductions
 
   - **(2020)** [thoughtworks.com: NoSQL Databases, an overview](https://www.thoughtworks.com/insights/blog/nosql-databases-overview) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Thoughtworks overview detailing horizontal scaling paradigms, schema flexibility, and non-relational query models. Establishes critical architectural criteria for selecting optimal distributed databases inside microservices environments.
-#### Real-Time Databases
+#### Real-time Databases
 
   - **(2026)** [**rethinkdb.com**](https://rethinkdb.com) [C++ CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Open-source NoSQL database built to push live updates and query changes directly to client-facing web applications. Utilizes its proprietary ReQL language to manage real-time event feeds.
 #### Reference Guides
@@ -90,7 +90,7 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
 #### Time Series
 
   - **(2023)** [**thenewstack.io: How to Choose and Model Time Series Databases**](https://thenewstack.io/how-to-choose-and-model-time-series-databases) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep dive into Time Series Database (TSDB) selection, comparing compression algorithms and write-heavy workloads. Discusses optimization techniques like rollups, downsampling, and indexing temporal event data.
-#### Wide-Column Stores
+#### Wide-column Stores
 
   - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Open-source, distributed, column-oriented database running atop Hadoop DFS. Delivers real-time, random read/write storage access to billions of rows, modeled directly after Google's original Bigtable design.
 ## Data Management
@@ -100,6 +100,13 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
 #### NoSQL
 
   - **(2012)** [Youtube: Introduction to NoSQL by Martin Fowler](https://www.youtube.com/watch?v=qI_g07C_Q5I)  [COMMUNITY-TOOL] β€” Martin Fowler’s classic presentation detailing NoSQL database paradigms. Analyzes key-value, document, column-family, and graph databases, clarifying aggregate-oriented modeling and performance trade-offs against relational databases.
+## Infrastructure
+
+### Caching
+
+#### Redis
+
+  - **(2023)** [Redis](https://redis.io) [C CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The documentation portal for Redis, an in-memory data store used as a cache, database, and message broker. It highlights key features like replication, clustering, and data structures (such as Streams and Sorted Sets) that power real-time apps.
 ## Observability
 
 ### Microservices Monitoring
@@ -109,7 +116,7 @@ description: "Top NoSQL resources for 2026, AI-ranked: MongoDB security tutorial
   - **(2021)** [github.com/oslabs-beta: Odin's Eye](https://github.com/oslabs-beta/OdinsEye) [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] β€” Open-source developer utility designed to monitor distributed microservices architecture patterns, tracking internal query metrics and communication flows. Primarily active within the community sandbox.
 
 ---
-πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Crunchydata](./crunchydata.md) | [Databases](./databases.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/ocp3.md b/v2-docs/ocp3.md
index dfb05883..3353e850 100644
--- a/v2-docs/ocp3.md
+++ b/v2-docs/ocp3.md
@@ -11,6 +11,11 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 
 ## App Development
 
+### Frontend
+
+#### Continuous Delivery
+
+  - **(2019)** [developers.redhat.com: Handling Angular environments in continuous delivery with Red Hat OpenShift](https://developers.redhat.com/blog/2019/11/27/handling-angular-environments-in-continuous-delivery-with-red-hat-openshift) [TYPESCRIPT CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Details clean patterns for deploying Angular-based web applications on OpenShift. Demonstrates injecting environment variables at container start time instead of packaging distinct, static bundles for each target environment.
 ### Packaging
 
 #### Helm Charts
@@ -23,17 +28,17 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 
 #### General Reference
 
+  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/using-openshift-3-on-your-local-environment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/how-full-is-my-cluster-part-5-a-capacity-management-dashboard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
-  - [dzone: 8 Options for Capturing Thread Dumps](https://dzone.com/articles/how-to-take-thread-dumps-7-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 8 Options for Capturing Thread Dumps in the Kubernetes Tools ecosystem.
-## CI-CD
+## CICD
 
-### GitOps
+### Gitops
 
 #### Migration Strategies
 
   - **(2021)** [blog.openshift.com/: is it too late to integrate GitOps?](https://www.redhat.com/en/blog/is-it-too-late-to-integrate-gitops) 🌟🌟🌟 [LEGACY] β€” Curator Insight maps the path for legacy environments migrating to continuous sync models. Live Grounding reviews incremental conversion blueprints to safe declarative setups under OpenShift. It acts as an advisory piece for migration architects.
-#### OpenShift
+#### Openshift
 
   - **(2020)** [**blog.openshift.com/: Introduction to GitOps with OpenShift**](https://www.redhat.com/en/blog/introduction-to-gitops-with-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight defines the OpenShift declarative application delivery model. Live Grounding details the Red Hat OpenShift GitOps operator powered by Argo CD. This is the official blueprint for establishing structured continuous integration on Red Hat environments.
 ## Kubernetes Cluster Operations
@@ -43,7 +48,7 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
 #### Vertical Pod Autoscaler
 
   - **(2020)** [**blog.openshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler**](https://www.redhat.com/en/blog/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight focuses on the role of Vertical Pod Autoscalers (VPA). Live Grounding evaluates recommendation engines, safety limits, and automatic resource reallocations on OpenShift. Important reference for auto-scaling and efficiency.
-### Multi-Cluster
+### Multi-cluster
 
 #### Legacy Federation
 
@@ -51,18 +56,11 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
   - **(2018)** [OpenShift 3.11 Multi-cluster Federation](https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11) [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight looks at multi-cluster federation on older OpenShift 3.11 setups. Live Grounding illustrates early architectural attempts to distribute workloads across cloud regions. Crucial historical context before modern GitOps and Cluster API paradigms took over.
 ### Resource Management
 
-#### OpenShift (1)
+#### Openshift (1)
 
   - **(2019)** [blog.openshift.com/full-cluster-capacity-management-monitoring-openshift](https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-openshift) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight initiates a series on OpenShift capacity planning. Live Grounding details Prometheus and Grafana alerts, memory saturation metrics, and CPU scheduling limits. Essential for cluster administrators managing highly dense node resources.
   - **(2019)** [blog.openshift.com/full-cluster-part-2-protecting-nodes](https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight focuses on securing host resources from rogue applications. Live Grounding details eviction thresholds, pod limits, and system-reserved configuration paths inside OpenShift clusters. Vital for maintaining node reliability.
   - **(2019)** [full-cluster-part-3-capacity-management](https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews multi-tenant resource optimization. Live Grounding analyzes quotas, LimitRanges, and tenant isolation layers in enterprise workloads. Highly effective for designing multi-team cluster footprints.
-## Observability
-
-### Application Monitoring
-
-#### Java JMX
-
-  - **(2017)** [developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.
 ## Platform Architecture
 
 ### Administration
@@ -115,16 +113,16 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
   - **(2019)** [techbeatly.com: How to create, increase or decrease project quota](https://techbeatly.com/how-to-create-increase-or-decrease-project-quota-in-openshift) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides step-by-step guidance on managing project resource limits inside OpenShift namespaces. Explores configuring quotas via the oc CLI to enforce hard boundaries on CPU, RAM, and storage allocations.
 ### Resources
 
-#### Learning paths
+#### Learning Paths
 
   - **(2019)** [certdepot.net: OpenShift Free available resources 🌟](https://www.certdepot.net/openshift-free-available-resources) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An educational index detailing free courses, interactive sandbox playgrounds, and study materials for professionals pursuing official Red Hat OpenShift certifications.
 ## Platform Engineering
 
-### GitOps (1)
+### Gitops (1)
 
 #### Authentication and SSO
 
-##### OpenShift (2)
+##### Openshift (2)
 
   - **(2022)** [**openshift.com: OpenShift Authentication Integration with ArgoCD**](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes the integration of OpenShift's native OAuth server with ArgoCD. Explains how to map OpenShift user groups to ArgoCD RBAC roles, establishing a secure, unified single sign-on (SSO) experience for enterprise platforms.
 ## Security
@@ -136,7 +134,7 @@ description: "Top OCP 3 resources for 2026, AI-ranked: **KubeFed Operator**, Non
   - **(2018)** [developers.redhat.com: Securing .NET Core on OpenShift using HTTPS](https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https) [C# CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” Guides engineers through configuring ASP.NET Core microservices with end-to-end TLS encryption on OpenShift. Discusses dynamic integration of local server certificates using OpenShift's service serving certificates feature.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/ocp4.md b/v2-docs/ocp4.md
index f34b3977..eeec7207 100644
--- a/v2-docs/ocp4.md
+++ b/v2-docs/ocp4.md
@@ -1,5 +1,5 @@
 ---
-description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS Account Set Up and more β€” curated Cloud Native tools, guides and references."
+description: "Top OCP 4 resources for 2026, AI-ranked: AWS Account Set Up, GitHub: OKD4 and more β€” curated Cloud Native tools, guides and references."
 ---
 # OCP 4
 
@@ -13,7 +13,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
 ### Machine Learning Platform
 
-#### OpenShift AI
+#### Openshift AI
 
   - **(2023)** [youtube: Red Hat OpenShift AI overview](https://www.youtube.com/watch?v=Hc8emNr2igU)  [COMMUNITY-TOOL] β€” A technical video overview of Red Hat OpenShift AI. It details multi-tenant Jupyter notebooks, model execution scaling, automated training pipelines, and GPU orchestration configurations for high-throughput machine learning workloads.
 ## App Migration
@@ -27,13 +27,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Quarkus
 
   - **(2020)** [developers.redhat.com: Spring Boot to Quarkus migrations and more in Red Hat’s migration toolkit for applications 5.1.0](https://developers.redhat.com/blog/2020/12/08/spring-boot-to-quarkus-migrations-and-more-in-red-hats-migration-toolkit-for-applications-5-1-0)  [LEGACY] β€” An exploration of Red Hat's Migration Toolkit for Applications 5.1.0, focusing on automating the migration path from legacy Spring Boot dependencies to lightweight, Kubernetes-native Quarkus microservices to reduce resource overhead.
-## Application Delivery
-
-### Enterprise Modernization
-
-#### Multi-Cluster Strategy
-
-  - **(2021)** [openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Investigates strategies for migrating active application states and resource structures between hybrid and multi-cloud OpenShift clusters without losing critical metadata or transaction continuity.
 ## Architectural Foundations
 
 ### Kubernetes Tools
@@ -62,28 +55,24 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Red Hat Quay
 
   - **(2022)** [OpenShift Registry & Quay](https://nubenetes.com/registries/) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive analysis of Red Hat Quay and the integrated OpenShift Container Registry. Details secure image storage, vulnerability scanning with Clair, and geo-replication capabilities. It highlights Quay's enterprise-grade multi-tenancy and RBAC controls, which ensure secure artifact promotion within high-performance microservices pipelines.
-## CI-CD
+## CICD
 
 ### App Migration (1)
 
-#### GitHub Actions
+#### Github Actions
 
   - **(2020)** [RHAMT in Github Actions](https://carlosthe19916.wordpress.com/2020/04/12/rhamt-in-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A practical guide outlining how to embed the Red Hat Application Migration Toolkit (RHAMT) into automated GitHub Actions. This implementation enables automated static code analysis inside continuous integration pull requests to ensure cloud compatibility.
-## CICD and Delivery
-
 ### Container Builds
 
-#### Source-to-Image
+#### Source-to-image
 
   - **(2020)** [Openshift 4 image builds](https://www.redhat.com/en/blog/openshift-4-image-builds)  [COMMUNITY-TOOL] β€” Details OpenShift's native, highly secure in-cluster build mechanisms, explaining the source-to-image (S2I) workflow and safe artifact pipeline practices.
-### GitOps Blueprints
+### Gitops Blueprints
 
 #### Community Catalog
 
   - **(2026)** [==github.com/redhat-cop/gitops-catalog==](https://github.com/redhat-cop/gitops-catalog) ⭐ 377  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An indispensable, community-curated collection of production-ready GitOps blueprints, Argo CD definitions, and cluster config charts maintained by Red Hat CoP.
-## CICD Pipeline
-
-### SecOps
+### Secops
 
 #### Automated Builds
 
@@ -92,22 +81,14 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
 ### Managed Kubernetes
 
-#### Azure Red Hat OpenShift
+#### Azure Red Hat Openshift
 
   - **(2020)** [Introducing Azure Red Hat OpenShift on OpenShift 4 🌟](https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4)  [COMMUNITY-TOOL] β€” Details the managed Azure Red Hat OpenShift (ARO) offering on OpenShift 4, built on operator-led cluster lifecycle management. It discusses direct integration with Microsoft Azure services, integrated scaling, and unified support channels. This managed service drastically simplifies operational overhead, letting enterprises focus purely on microservices delivery.
-## Cloud Native
-
-### Kubernetes Serverless
-
-#### Knative
-
-  - **(2021)** [**redhat.com: What is knative?**](https://www.redhat.com/en/topics/microservices/what-is-knative) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Red Hat's baseline structural review of Knative, mapping its internal serving controllers, ingress routes, and cluster event models for enterprise operators.
-  - **(2020)** [**datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants**](https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines Knative's industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.
 ## Cloud Native Application
 
 ### Serverless
 
-#### OpenShift Serverless
+#### Openshift Serverless
 
   - **(2020)** [Serverless applications made faster and simpler with **OpenShift Serverless GA**](https://developers.redhat.com/blog/2020/04/30/serverless-applications-made-faster-and-simpler-with-openshift-serverless-ga)  [COMMUNITY-TOOL] β€” Introducing OpenShift Serverless GA, this resource outlines the packaging of Knative into an enterprise-supported product. It details the integration of OpenShift's default routing layer, integration with service mesh (Istio), and developer console enhancements that provide visual revision graphs, simple traffic-splitting controls, and event-source creation.
   - **(2020)** [youtube](https://www.youtube.com/watch?v=6NM6sqXIsoA)  [COMMUNITY-TOOL] β€” A practical walk-through of OpenShift Serverless features. The session demonstrates creating a Node.js microservice, deploying it via git-import, scaling down to absolute zero instances to conserve resources, and automatically scaling up instances to handle sudden HTTP request surges.
@@ -115,7 +96,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
 ### Service Mesh
 
-#### OpenShift
+#### Openshift
 
   - **(2022)** [==github.com: Maistra Istio==](https://github.com/maistra/istio) ⭐ 94  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official GitHub repository for Maistra's modified Istio control plane code. Optimized for multi-tenancy support, advanced security policies, and tight integration within OpenShift environments.
 ## Cluster Management
@@ -139,30 +120,30 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2023)** [redhat-developer-demos.github.io/knative-tutorial](https://redhat-developer-demos.github.io/knative-tutorial)  [COMMUNITY-TOOL] [GUIDE] β€” A self-paced developer tutorial for master-level Knative techniques. It covers Knative Serving configurations, custom scaling thresholds, and routing strategies.
 ### Virtualization
 
-#### KubeVirt Core
+#### Kubevirt Core
 
   - **(2026)** [kubevirt.io 🌟](https://kubevirt.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The home page of KubeVirt, a CNCF-graduating project that enables orchestration of VMs and containers within the same Kubernetes engine.
-#### KubeVirt Introduction
+#### Kubevirt Introduction
 
   - **(2022)** [Getting Started with KubeVirt Containers and Virtual Machines Together](https://www.redhat.com/en/blog/getting-started-with-kubevirt)  [LEGACY] β€” A conceptual guide to running containerized applications alongside legacy virtual machines in a unified cluster context.
-#### OpenShift Virtualization
+#### Openshift Virtualization
 
   - **(2023)** [cloud.redhat.com: OpenShift Virtualization on Amazon Web Services](https://www.redhat.com/en/blog/openshift-virtualization-on-amazon-web-services) [ADVANCED LEVEL]  [LEGACY] β€” This architectural guide describes how to run legacy virtual machines natively alongside microservice containers on AWS bare-metal instances using KubeVirt. It establishes the bridge for migrating classic virtualized workloads into cloud-native architectures.
 ## Container Management
 
-### OpenShift (1)
+### Openshift (1)
 
 #### Image Management
 
   - **(2019)** [cloudowski.com: Openshift ImageStreams](https://cloudowski.com/articles/why-managing-container-images-on-openshift-is-better-than-on-kubernetes) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This analysis compares OpenShift ImageStreams with vanilla Kubernetes image pulling mechanisms. It explains how ImageStreams provide abstraction layers over container registries, enabling automatic redeployments upon detection of updated remote images (triggers). By decoupling pods from concrete repository URLs, it automates deployment lifecycle workflows for platform engineering teams.
 ## Container Platforms
 
-### OKD  OpenShift
+### OKD  Openshift
 
 #### Cluster Bootstrap
 
   - **(2020)** [openshift.com: Deploy a multi-master OKD 4.5 cluster using a single command in ~30 minutes](https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Highlights the deployment of an upstream OKD 4.5 cluster (the open-source origin of OpenShift) using the quick installer-provisioned infrastructure (IPI) workflow. It provides a step-by-step breakdown of how a single command automates the bootstrapping of multi-master control planes on cloud providers. Useful for labs and staging environments targeting standard Kubernetes platform development.
-### OpenShift (2)
+### Openshift (2)
 
 #### FAQ
 
@@ -184,7 +165,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2017)** [cri-o.io](https://cri-o.io) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official home of CRI-O, an optimized Container Runtime Interface (CRI) designed specifically and exclusively for Kubernetes. CRI-O avoids overhead by supporting only OCI-compliant runtimes, removing unnecessary client CLI abstractions to deliver minimum-footprint workload execution.
 ## Containers and Orchestration
 
-### OpenShift (3)
+### Openshift (3)
 
 #### Installation and Setup
 
@@ -195,13 +176,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Technical Background
 
   - **(2018)** [nextplatform.com: red hat flexes CoreOS muscle in openshift kubernetes platform](https://www.nextplatform.com/cloud/2018/10/15/red-hat-flexes-coreos-muscle-in-openshift-kubernetes-platform/1631979) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Discusses the strategic integration of Red Hat Enterprise Linux CoreOS (RHCOS) within OpenShift 4. Reviews the architectural impact of immutable operating systems on container security, automated node provisioning, and life-cycle scaling.
-## Database
-
-### PostgreSQL
-
-#### Developer Tutorials
-
-  - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [SQL CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Interactive educational portal offering structured developer exercises focused on core database engineering. Includes tasks on indexing optimizations, raw performance telemetry, and complex JSON data orchestration strategies in PostgreSQL.
 ## Developer Experience
 
 ### Application Development
@@ -209,12 +183,12 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Kubernetes Fundamentals
 
   - **(2024)** [developers.redhat.com: Developing applications on Kubernetes 🌟](https://developers.redhat.com/topics/kubernetes)  [COMMUNITY-TOOL] β€” Red Hat's developer ecosystem portal containing targeted learning paths for deploying applications onto Kubernetes and OpenShift. Content spans building container images, designing Kubernetes manifests, managing secret injections, and orchestrating deployment patterns like rolling updates or canary releases. It serves as a continuous educational hub for containerized application design.
-### Cloud IDEs
+### Cloud Ides
 
 #### Dev Spaces
 
   - **(2020)** [developers.redhat.com: How to install CodeReady Workspaces in a restricted OpenShift 4 environment](https://developers.redhat.com/blog/2020/06/12/how-to-install-codeready-workspaces-in-a-restricted-openshift-4-environment) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural guide details installing Red Hat CodeReady Workspaces (now OpenShift Dev Spaces) within highly restricted, air-gapped environments. Utilizing an internal container registry and offline operator configurations, it provides an in-browser development IDE based on Eclipse Che. The configuration ensures that code never leaves the secure boundaries of the company's internal network.
-### SDKs
+### Sdks
 
 #### Operator SDK
 
@@ -296,14 +270,14 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Cloud Provider Integration (1)
 
   - **(2021)** [**dev.to: Deep Dive into AWS OIDC identity provider when installing OpenShift using manual authentication mode with STS**](https://dev.to/mtulio/deep-dive-into-aws-oidc-identity-provider-when-installing-openshift-with-iam-sts-manual-sts-support-1bo7) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A granular deep dive detailing OpenShift installation on AWS using manual STS credentials. Explains the verification processes of AWS IAM Roles Anywhere, OIDC identity structures, and token exchanges.
-### Industrial IoT
+### Industrial Iot
 
 #### Enterprise Deployments
 
   - **(2021)** [finance.yahoo.com: IBM's Red Hat OpenShift Platform to be Leveraged by Siemens](https://finance.yahoo.com/news/ibms-red-hat-openshift-platform-143702224.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Siemens' strategic choice to run its MindSphere industrial cloud platform using Red Hat OpenShift. Discusses the deployment of standardized Kubernetes platforms across physical factories, edge devices, and public cloud architectures.
 ### Infrastructure Operations
 
-#### Air-Gapped Environments
+#### Air-gapped Environments
 
   - **(2021)** [**cloud.redhat.com: How to Build a Disconnected OpenShift Cluster With Mirror Registries on RHEL CoreOS Using Podman and Systemd**](https://www.redhat.com/en/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical guide to building disconnected, air-gapped OpenShift topologies. Focuses on configuring local mirror registries on RHEL CoreOS using Podman and systemd to deliver base images without public internet access.
 #### Cost Optimization
@@ -312,10 +286,10 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Developer Tooling (2)
 
   - **(2020)** [openshift-yolo](https://github.com/e-minguez/openshift-yolo) ⭐ 8  [SHELL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A lightweight community playbook designed to spin up fast, non-production OpenShift 4 clusters on local machines. Streamlines initialization steps by bypassing heavy production components.
-#### VMware Integration
+#### Vmware Integration
 
   - **(2021)** [**developers.redhat.com: A guide to Red Hat OpenShift 4.5 installer-provisioned infrastructure on vSphere 🌟**](https://developers.redhat.com/blog/2021/03/09/a-guide-to-red-hat-openshift-4-5-installer-provisioned-infrastructure-on-vsphere) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep dive into Installer-Provisioned Infrastructure (IPI) on VMware vSphere under OpenShift 4.5. Focuses on how the installer uses vSphere APIs to automatically construct VMs, resource pools, and storage connections during ignition bootstrap.
-### Multi-Cluster Management
+### Multi-cluster Management
 
 #### Hosted Control Planes
 
@@ -330,11 +304,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Telemetry Metrics
 
   - **(2021)** [**developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 4: Gathering performance metrics**](https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-performance-red-hat-openshift-metrics-part-4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Part 4 of an diagnostics series focusing on scraping application targets and debugging latency. Shows how to use the built-in PromQL interface on OpenShift to trace application runtime anomalies.
-### OpenShift (4)
-
-#### OpenShift Serverless (1)
-
-  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's production-hardened Knative integration. Provides out-of-the-box scale-to-zero capabilities, event routing, and secure cluster integration under the OpenShift console.
 ### Operator Framework
 
 #### Lifecycle Management
@@ -380,6 +349,9 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2021)** [thenewstack.io: Red Hat Offers a β€˜Complete Kubernetes Stack’ with OpenShift Platform Plus 🌟](https://thenewstack.io/red-hat-offers-a-complete-kubernetes-stack-with-openshift-platform-plus) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A press review of OpenShift Platform Plus, highlighting the deployment convenience of securing distributed enterprise Kubernetes footprints using Quay, RHACS, and RHACM from a single console.
 ### Release Diagnostics
 
+#### CICD (1)
+
+  - **(2021)** [**thenewstack.io: Red Hat OpenShift 4.8 Adds Serverless Functions, Pipelines-As-Code**](https://thenewstack.io/red-hat-openshift-4-8-adds-serverless-functions-pipelines-as-code) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details key features in OpenShift 4.8, focusing on serverless deployments built on Knative, pipelines-as-code models integrated with Tekton, and the orchestration of sandboxed runtimes for increased host security.
 #### Observability Frameworks (1)
 
   - **(2020)** [**devclass.com: OpenShift 4.4 goes all out on mixed workloads, puts observability at devs’ fingertips 🌟**](https://www.devclass.com/containers/2020/05/04/openshift-44-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips/1625566) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the application metrics and performance observability enhancements introduced in OpenShift 4.4. Focuses on developer-centric telemetry visualization, built-in Prometheus metric configurations, and unified operations management for mixed VM and container runtimes.
@@ -388,9 +360,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2021)** [**openshift.com: Red Hat OpenShift 4.7 Is Now Available**](https://www.redhat.com/en/blog/red-hat-openshift-4.7-is-now-available) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A programmatic overview of OpenShift 4.7 capabilities, featuring the adoption of Kubernetes 1.20, advanced OpenShift Virtualization tools, simplified bare-metal installs, and enhanced multi-cluster administration integrations via Red Hat Advanced Cluster Management (RHACM).
   - **(2021)** [**cloud.redhat.com: Red Hat OpenShift 4.8 Is Now Generally Available**](https://www.redhat.com/en/blog/red-hat-openshift-4.8-is-now-generally-available) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details the general availability of OpenShift 4.8. Focuses on OVN-Kubernetes networking integrations, multi-network attachments via Multus, IPv6 transition mechanisms, and consolidated sandboxed execution parameters.
   - **(2021)** [**cloud.redhat.com: Red Hat OpenShift 4.9 Is Now Generally Available**](https://www.redhat.com/en/blog/red-hat-openshift-4.9-is-now-generally-available) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Summarizes the general availability updates of OpenShift 4.9. Focuses on API transitions associated with Kubernetes 1.22, the launch of single-node OpenShift, and automated Bare-Metal provisioning.
-#### Serverless and CICD
-
-  - **(2021)** [**thenewstack.io: Red Hat OpenShift 4.8 Adds Serverless Functions, Pipelines-As-Code**](https://thenewstack.io/red-hat-openshift-4-8-adds-serverless-functions-pipelines-as-code) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Details key features in OpenShift 4.8, focusing on serverless deployments built on Knative, pipelines-as-code models integrated with Tekton, and the orchestration of sandboxed runtimes for increased host security.
 ### Resource Management
 
 #### Advanced Scheduling
@@ -408,7 +377,14 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
   - **(2021)** [**developers.redhat.com: Containerize .NET for Red Hat OpenShift: Use a Windows VM like a container**](https://developers.redhat.com/blog/2021/04/29/containerize-net-for-red-hat-openshift-use-a-windows-vm-like-a-container) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Explains how to execute legacy .NET applications alongside Linux containers on OpenShift. Details the usage of the Windows Machine Config Operator (WMCO) to run and manage Windows Server VMs directly inside OpenShift.
   - **(2021)** [**cloud.redhat.com: Announcing Bring Your Own Host Support for Windows nodes to Red Hat OpenShift**](https://www.redhat.com/en/blog/announcing-bring-your-own-host-support-for-windows-nodes-to-red-hat-openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces Bring Your Own Host (BYOH) capabilities for Windows Server workloads on OpenShift. Explains how this feature allows operators to manually bootstrap pre-configured Windows instances into their clusters.
-## Extensibility and APIs
+## Extensibility
+
+### Operators
+
+#### Lifecycle Management (1)
+
+  - **(2024)** [==Red Hat OLM==](https://github.com/operator-framework/operator-lifecycle-manager) ⭐ 1857  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.
+## Extensibility and Apis
 
 ### Microservices
 
@@ -420,21 +396,11 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Community Feed
 
   - **(2024)** [twitter.com/operatorhubio](https://x.com/operatorhubio)  [COMMUNITY-TOOL] β€” The official community account sharing news, releases, and developments in the operator ecosystem.
-#### OLM Core
-
-  - **(2026)** [==OLM Arquitecture==](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md) ⭐ 1857  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators.
-## Extensibility and Development
-
-### Registries and Catalogs
-
-#### Operator Discovery
-
-  - **(2026)** [operatorhub.io](https://operatorhub.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” OperatorHub is the central ecosystem registry showcasing community and enterprise Operators. It functions as an indexing catalog that standardizes installation formats, promoting packaging standards aligned with the Operator Lifecycle Manager (OLM) format.
 ## Industry Solution
 
 ### Construction Industry
 
-#### Platform-as-a-Service
+#### Platform-as-a-service
 
   - **(2021)** [OpenBuilt](https://openbuilt.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” OpenBuilt is an open industry platform facilitating digital supply chain orchestration for construction environments. Built on hybrid cloud and OpenShift technologies, it streamlines third-party application interoperability.
   - **(2021)** [infoq.com: IBM, Red Hat and Cobuilder Develop OpenBuilt, a Platform for the Construction Industry](https://www.infoq.com/news/2021/04/ibm-redhat-openbuilt)  [COMMUNITY-TOOL] β€” This InfoQ article covers the collaborative launch of OpenBuilt by IBM, Red Hat, and Cobuilder, exploring the architectural goals of unifying global construction logistics, IoT, and BIM solutions through API patterns.
@@ -445,11 +411,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Ansible
 
   - **(2021)** [tommeramber/ocp-automations](https://github.com/tommeramber/ocp-automations) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A community repository of automation playbooks and scripts designed to streamline configuration, security hardening, and deployment procedures across diverse OpenShift Container Platform clusters.
-### Cluster Management (2)
-
-#### Declarative Nodes
-
-  - **(2026)** [==Machine API==](https://github.com/openshift/machine-api-operator/tree/main) ⭐ 186  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Machine API Operator is a foundational component of OpenShift 4's declarative node lifecycle. Based on upstream Cluster API, it manages clusters of Machine objects as standard Kubernetes resources, enabling auto-scaling, self-healing nodes, and seamless multi-cloud provider instance integration directly from the cluster console.
 ### Cluster Provisioning
 
 #### AWS Quick Starts
@@ -460,7 +421,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Red Hat Ecosystem
 
   - **(2018)** [blog.openshift.com: Introducing Red Hat Quay](https://www.redhat.com/en/blog/introducing-red-hat-quay)  [COMMUNITY-TOOL] β€” This article introduces the commercial enterprise capabilities of Red Hat Quay within the OpenShift ecosystem. It highlights key features such as high availability, geographic replication, automated pruning, and deep platform security integrations.
-#### Self-Hosted
+#### Self-hosted
 
   - **(2019)** [==GitHub Quay (OSS)==](https://github.com/quay/quay) ⭐ 2785  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Project Quay is the open-source upstream version of Red Hat Quay, providing a highly scalable container registry designed for cloud-native infrastructure. It features multi-tenancy, geo-replication, advanced security pruning, and Clair integration to secure the software delivery pipeline.
 ### Data Protection
@@ -468,14 +429,6 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Kubernetes Backup Operators
 
   - **(2026)** [==github.com/vmware-tanzu/velero==](https://github.com/velero-io/velero) ⭐ 10062  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level utilities like Kopia and Restic.
-### Kubernetes Distributions
-
-#### Enterprise Distributions
-
-  - **(2026)** [OKD](https://okd.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The community-backed, open-source upstream counterpart to Red Hat OpenShift. OKD integrates Kubernetes with core Linux container tools (like Fedora CoreOS) to offer a complete self-managing, multi-tenant container platform designed for declarative applications, CI/CD, and simplified enterprise operations.
-#### Market Landscapes
-
-  - **(2022)** [itprotoday.com: Who's Winning in the Container Software Market 🌟](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget)  [COMMUNITY-TOOL] β€” A business and market analysis of the container software landscape, highlighting market share dynamics, consolidation waves, and the competitive positioning of major players like Red Hat, VMware, Rancher, and cloud hyperscalers. Reflects the strategic evolution toward managed platform-as-a-service models.
 ### Kubernetes Operators (1)
 
 #### Database and Registry
@@ -495,7 +448,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### ROSA HCP
 
   - **(2023)** [redhat.com: Red Hat OpenShift Service on AWS with hosted control planes now available](https://www.redhat.com/en/blog/red-hat-openshift-service-aws-hosted-control-planes-now-available) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analysis of ROSA with Hosted Control Planes (HCP), explaining how decoupling management infrastructure from tenant worker nodes lowers operational costs and improves provisioning times.
-### Multi-Cloud
+### Multi-cloud
 
 #### Platform Deployments
 
@@ -505,7 +458,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### ARO Console
 
   - **(2023)** [developers.redhat.com: How to easily deploy OpenShift on Azure using a GUI, Part 1](https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1)  [COMMUNITY-TOOL] β€” Guides users through simple graphical deployment options for Azure Red Hat OpenShift (ARO) inside the Microsoft Azure Portal.
-#### ARO with Azure DevOps
+#### ARO With Azure DevOps
 
   - **(2022)** [dkrallis.wordpress.com: How to create an OpenShift Cluster in Azure and how you can interact with Azure DevOps environment – Part A](https://dkrallis.wordpress.com/2022/11/25/how-to-create-an-openshift-cluster-in-azure-and-how-you-can-interact-with-azure-devops-environment-part-a) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Step-by-step tutorial showing how to deploy private Azure Red Hat OpenShift (ARO) instances and manage pipeline execution via secure Azure DevOps agents.
 #### AWS Provisioning
@@ -514,7 +467,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2020)** [OpenShift 4 on AWS Quick Starts 🌟](https://aws.amazon.com/blogs/opensource/openshift-4-on-aws-quick-start)  [COMMUNITY-TOOL] β€” An official AWS blueprint details early CloudFormation-driven automations to instantiate OpenShift 4 environments. While largely replaced by Modern Partner Solutions, it remains an informative model for multi-AZ topology layouts.
 ### Scheduling
 
-#### Load-Aware
+#### Load-aware
 
   - **(2024)** [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) ⭐ 1295  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.
 ## Infrastructure Security
@@ -530,7 +483,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Quay Licensing
 
   - **(2019)** [Quay 3.1 Certified Operator is not available in Openshift and must be purchased](https://www.redhat.com/en/technologies/cloud-computing/quay) [N/A CONTENT] [DOCUMENTATION]  [LEGACY] β€” Historical reference regarding the commercial positioning and purchasing models of the Red Hat Quay 3.1 Certified Operator within OpenShift ecosystems. While previously highlighting commercial limitations, modern OpenShift ecosystems have integrated operators and community Project Quay alternatives smoothly. This documentation is legacy, detailing enterprise licensing landscapes of the 2019 era.
-## Kubernetes and OpenShift
+## Kubernetes and Openshift
 
 ### Networking
 
@@ -559,7 +512,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2020)** [cloud.redhat.com: A Guide to Ingress Controllers in OpenShift using IPI](https://www.redhat.com/en/blog/a-guide-to-ingress-controllers-in-openshift)  [COMMUNITY-TOOL] [GUIDE] β€” This reference architecture analyzes Ingress controller configurations in OpenShift when deployed via Installer-Provisioned Infrastructure (IPI). It highlights the automated integration of load balancers with OpenShift's internal router (HAProxy-based). Configuration points focus on scaling the ingress operator, managing wildcard DNS, configuring TLS termination strategies (Edge, Passthrough, Re-encrypt), and establishing highly-available traffic endpoints.
 ### Orchestration
 
-#### Third-Party CNI
+#### Third-party CNI
 
   - **(2020)** [Using Third Party Network Operators with OpenShift](https://app.gitbook.com/o/-LbOdudvkdYwKCQYAHS8/s/RrlyoCHlF8LNFTvw74mT) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical guide reviewing the integration of third-party network operators inside the OpenShift ecosystem. It details the interaction boundaries between the cluster-network-operator and custom CNI plugins. Architectural considerations focus on ensuring compatibility with OpenShift's default SDN parameters, identity controls, and DNS routing setups to prevent operational regression during cluster upgrades.
 ## Networking and Security
@@ -574,7 +527,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2021)** [openshift.com: Using VPC Peering to Connect an OpenShift Service on an AWS (ROSA) Cluster to an Amazon RDS MySQL Database in a Different VPC](https://www.redhat.com/en/blog/using-vpc-peering-to-connect-an-openshift-service-on-an-aws-rosa-cluster-to-an-amazon-rds-mysql-database-in-a-different-vpc) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Provides step-by-step instructions for establishing low-latency VPC peering connections between an active ROSA container network and an external Amazon RDS MySQL database cluster.
 ### Identity and Access
 
-#### OAuth Providers
+#### Oauth Providers
 
   - **(2020)** [youtube: OpenShift 4 OAuth Identity Providers](https://www.youtube.com/watch?v=eFxFtUpAT9s) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A video presentation detailing identity federation. It explains configuration patterns for LDAP, Active Directory, and custom OAuth providers on OpenShift.
 ### Traffic Routing
@@ -607,7 +560,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
   - **(2020)** [kubestone.io](https://kubestone.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kubestone is an open-source performance benchmarking operator for Kubernetes. It runs diagnostic tests (like iperf3, sysbench, fio, and pgbench) directly in custom pods to validate network throughput, disk performance, database transactions, and compute resources. This provides structural benchmarking data to ensure cluster performance before deploying workloads.
   - **(2020)** [operatorhub.io: kubestone](https://operatorhub.io/operator/kubestone) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The OperatorHub page for Kubestone, simplifying the automated installation of Kubestone benchmark CRDs. Developers can easily configure YAML parameters for execution pipelines, gather raw benchmark reports, and export metrics directly to Prometheus for analysis.
-### FinOps
+### Finops
 
 #### Cost Management
 
@@ -616,29 +569,19 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
 ### User Experience
 
-#### OpenShift Console
+#### Openshift Console
 
   - **(2020)** [OpenShift topology view: A milestone towards a better developer experience](https://www.redhat.com/en/blog/openshift-topology-view-milestone-towards-better-developer-experience)  [COMMUNITY-TOOL] β€” An analysis of the OpenShift Developer Console Topology View. This visual dashboard maps microservice networks, workloads, and real-time build systems, significantly easing day-to-day application management tasks.
 ## Platform Engineering
 
-### Developer Experience (2)
-
-#### Red Hat Ecosystem (1)
-
-  - **(2026)** [==Developer Sandbox==](https://developers.redhat.com/developer-sandbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developers, letting them deploy containers instantly. In 2026, it is the standard starting sandbox for assessing OpenShift APIs.
-### Ecosystem (1)
-
-#### Marketplace (1)
-
-  - **(2024)** [Red Hat Marketplace](https://marketplace.redhat.com/sunset) 🌟🌟 [COMMUNITY-TOOL] β€” Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.
-### Kubernetes Distributions (1)
+### Kubernetes Distributions
 
 #### Evaluation and Sandbox
 
   - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Unified gateway for trialing OpenShift deployments across public clouds, virtualization platforms, and local developer workstations (via OpenShift Local). Enables architects to evaluate operational complexity and developer tooling. Continually updated in 2026 to reflect the latest stable 4.x features.
 ## Platforms
 
-### Cluster Management (3)
+### Cluster Management (2)
 
 #### Cluster Provisioning (1)
 
@@ -668,7 +611,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
   - **(2021)** [okd4-upi-lab-setup: Building an OpenShift - OKD 4.X Lab](https://cgruver.github.io/okd4-upi-lab-setup) [ANSIBLE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An automated GitHub lab orchestration repository designed to construct an OKD 4.x environment via User Provisioned Infrastructure (UPI). Using automated Bash scripts and Ansible playbooks, it speeds up the configuration of helper services (DNS, HAProxy, Web server) and manages cluster deployment.
   - **(2020)** [blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home Lab](https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An extensive blog series instructing network engineers and developers on setting up a bare-metal OKD 4.4 cluster inside a personal home lab. It covers essential infrastructure prep, including configuring DHCP, DNS forwarding, PXE booting, HAProxy for load balancing, and deploying the bootstrap control VM.
-### Lifecycle Management (1)
+### Lifecycle Management (2)
 
 #### Application Migration
 
@@ -681,11 +624,11 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Kubernetes Local
 
   - **(2020)** [redhat.com: How to run a Kubernetes cluster on your laptop 🌟](https://www.redhat.com/en/blog/kubernetes-cluster-laptop)  [COMMUNITY-TOOL] β€” An analytical guide reviewing options for running Kubernetes clusters locally on laptops. The resource compares Kind, Minikube, and CodeReady Containers (OpenShift Local) based on system overhead, target APIs, developer workflows, and system constraints.
-#### OpenShift Local
+#### Openshift Local
 
   - **(2025)** [Homepage](https://crc.dev)  [COMMUNITY-TOOL] β€” The landing portal for Red Hat OpenShift Local (formerly CodeReady Containers / CRC). OpenShift Local packages a minimal, single-node OpenShift cluster into a single virtual machine optimized for local development. Live grounding confirms it is the primary local emulation tool, replacing minishift, and is designed for developers building cloud-native applications directly on macOS, Windows, or Linux.
   - **(2019)** [Red Hat OpenShift 4.2 on your laptop: Introducing **Red Hat CodeReady Containers**](https://developers.redhat.com/blog/2019/09/05/red-hat-openshift-4-on-your-laptop-introducing-red-hat-codeready-containers)  [COMMUNITY-TOOL] β€” Historical launch announcement introducing Red Hat CodeReady Containers (now OpenShift Local) for OpenShift 4.2. It marks the transition to Operator-driven OpenShift clusters running on local developer laptops. The single-node environment utilizes host-native hypervisors (Hyper-V, Libvirt, Hyperkit) to containerize all cluster control-plane workloads into a resource-constrained footprint.
-#### Operators
+#### Operators (1)
 
   - **(2020)** [Install Red Hat OpenShift Operators on your laptop using Red Hat CodeReady Containers and Red Hat Marketplace](https://developers.redhat.com/blog/2020/09/09/install-red-hat-openshift-operators-on-your-laptop-using-red-hat-codeready-containers-and-red-hat-marketplace)  [LEGACY] β€” This tutorial covers deploying OpenShift Operators inside CodeReady Containers (OpenShift Local). Note: Red Hat Marketplace integration steps are now legacy due to the marketplace's sunset. However, the core technique of utilizing local Operator Lifecycle Manager (OLM) configurations to install enterprise-grade catalog operators on a local developer laptop remains highly relevant.
 #### Remote Deployments
@@ -693,15 +636,15 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2020)** [Overview: running crc on a remote server](https://gist.github.com/tmckayus/8e843f90c44ac841d0673434c7de0c6a) [BASH CONTENT]  [COMMUNITY-TOOL] β€” An active community technical gist demonstrating how to configure and run CodeReady Containers (OpenShift Local) on a remote server. This workaround allows developers to bypass local RAM/CPU limitations by running the heavy single-node cluster on beefy headless remote servers while routing local CLI controls (`oc`, `kubectl`) over custom SSH tunnels and reverse proxies.
 ### Virtualization (1)
 
-#### KubeVirt Core (1)
+#### Kubevirt Core (1)
 
   - **(2021)** [kubermatic.com: Bringing Your VMs to Kubernetes With KubeVirt](https://www.kubermatic.com/blog/bringing-your-vms-to-kubernetes-with-kubevirt)  [COMMUNITY-TOOL] [GUIDE] β€” A deep technical exploration of KubeVirt mechanics, detailing how VMs are translated into Kubernetes pods. By mapping VM instances to pod boundaries, KubeVirt uses standard container runtimes to manage virtual disks, tap network interfaces, and guest system memory. This guide details the API translation layer where VM resources are scheduled as standard K8s objects, leveraging built-in scheduler constraints, affinity rules, and persistent volumes.
-#### KubeVirt Integration
+#### Kubevirt Integration
 
   - **(2020)** [containerjournal.com: Red Hat Integrates KubeVirt With Kubernetes Management Platform From SAP](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-integrates-kubevirt-with-kubernetes-management-platform-from-sap) [ADVANCED LEVEL]  [LEGACY] β€” Red Hat's integration of KubeVirt with SAP's cloud platform represents a major convergence of virtualization and containerization. Live grounding confirms KubeVirt enables legacy VM-based workloads to run directly alongside microservices within unified Kubernetes namespaces. This architecture reduces operational complexity by replacing dedicated hypervisors with Kubernetes constructs like Custom Resource Definitions (CRDs) for virtual machine lifecycles.
 ## Resources and Training
 
-### Self-Paced Labs
+### Self-paced Labs
 
 #### Curriculum Code
 
@@ -718,7 +661,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
 ### Cloud Security
 
-#### Managed OpenShift
+#### Managed Openshift
 
   - **(2023)** [cloud.ibm.com: openshift-security](https://cloud.ibm.com/docs/openshift?topic=openshift-security) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Documentation outlining security controls on Red Hat OpenShift on IBM Cloud (ROKS). It details the split-responsibility model between cloud providers and customers, managing IAM integrations, enforcing private endpoints, setting up CIS/Benchmarks, and isolating network compute nodes to fulfill stringent regulatory standards for enterprise workloads.
 ### Container Registry (1)
@@ -735,43 +678,21 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 
 ### Access Control
 
-#### OpenShift IAM
+#### Openshift IAM
 
   - **(2021)** [openshift.com: Ask an OpenShift Admin Office Hour - Authentication and Authorization](https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-authentication-and-authorization)  [COMMUNITY-TOOL] β€” An interactive session breakdown focused on OpenShift's native OAuth server, identity providers (LDAP, Active Directory, Keycloak), and RBAC mapping strategies. It provides deep troubleshooting techniques for authentication flow misconfigurations and token management. Live grounding validates these techniques as crucial for securing enterprise-grade API endpoints.
-### OpenShift Security
+### Openshift Security
 
 #### Cluster Design
 
   - **(2021)** [openshift.com: OpenShift Security Best Practices for Kubernetes Cluster Design 🌟](https://www.redhat.com/en/blog/openshift-security-best-practices-for-kubernetes-cluster-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores architectural security design patterns for OpenShift, including network segmentation, API access control, multi-tenancy models, and secure OS configurations via CoreOS. It highlights key defensive controls like Security Context Constraints (SCCs) and identity provider integrations. A must-read for compliance-oriented infrastructure architects designing high-security Kubernetes platforms.
-## Service Mesh (1)
-
-### Red Hat OpenShift
-
-#### Enterprise Platforms
-
-  - **(2020)** [blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What you should know 🌟](https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know)  [COMMUNITY-TOOL] β€” Announcement detailing the GA availability of Red Hat OpenShift Service Mesh. Explains the integrated packaging of Istio, Envoy, and Jaeger under OpenShift's strict security paradigms.
 ## Storage
 
-### Cloud-Native Storage
+### Cloud-native Storage
 
-#### OpenShift Data Foundation
+#### Openshift Data Foundation
 
   - **(2023)** [Red Hat OpenShift Container Storage 4](https://www.redhat.com/en/technologies/cloud-computing/openshift-data-foundation) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat OpenShift Data Foundation (formerly OpenShift Container Storage 4) delivers software-defined persistent storage engineered for containerized environments. Built on Ceph, Rook, and NooBaa, ODF provides unified block, file, and object storage interfaces directly inside Kubernetes. This architecture simplifies lifecycle operations and enables dynamic provisioning, snapshotting, and disaster recovery across hybrid cloud footprints.
-### Distributed Storage
-
-#### Ceph
-
-  - **(2026)** [Red Hat Ceph Storage](https://ceph.io/en) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Red Hat Ceph Storage is an enterprise product offering distributed block, file, and object storage coupled with multi-cloud data federation via NooBaa. It incorporates enterprise efficiency tools like global data compression, data deduplication, asynchronous multi-site replication, and strong encryption policies.
-### Enterprise Storage
-
-#### Red Hat Storage
-
-  - **(2021)** [State of OpenShift Container Storage](https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat)  [COMMUNITY-TOOL] β€” This architectural overview analyzes the Red Hat OpenShift Container Storage platform (now OpenShift Data Foundation). It details how combining Ceph, NooBaa, and Rook creates an integrated control plane to deliver multi-cloud block, file, and object endpoints for OpenShift workloads.
-### Kubernetes Storage
-
-#### Storage Orchestrators
-
-  - **(2026)** [==Rook==](https://rook.io) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Rook acts as a production-hardened CNCF graduated storage orchestrator that natively embeds Ceph within Kubernetes. By managing disks, pools, and filesystems as declarative resources, Rook eliminates manual storage administration and bridges Kubernetes-native paradigms with high-availability bare metal storage.
 ## Storage and Data
 
 ### Cloud Native Storage
@@ -779,7 +700,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
 #### Ceph Operators
 
   - **(2024)** [Rook-Ceph](https://operatorhub.io/operator/rook-ceph) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The OperatorHub page for Rook-Ceph, establishing a Kubernetes-native way to run storage servers directly on a cluster. It turns local drives into dynamic volumes.
-### Enterprise Storage (1)
+### Enterprise Storage
 
 #### Robin Storage
 
@@ -791,7 +712,7 @@ description: "Top OCP 4 resources for 2026, AI-ranked: OpenShift Serverless, AWS
   - **(2022)** [cloud.redhat.com: Scale your application containers on Red Hat OpenShift Service on AWS (ROSA) clusters using Amazon EFS storage](https://www.redhat.com/en/blog/scale-your-application-containers-on-red-hat-openshift-service-on-aws-rosa-clusters-using-amazon-efs-storage) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Teaches architects how to provision and leverage Amazon Elastic File System (EFS) to achieve multi-AZ ReadWriteMany (RWX) storage for scalable application backends.
 
 ---
-πŸ’‘ **Explore Related:** [Container Managers](./container-managers.md) | [Openshift](./openshift.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/openshift-pipelines.md b/v2-docs/openshift-pipelines.md
index f326c5ed..2d8c69b8 100644
--- a/v2-docs/openshift-pipelines.md
+++ b/v2-docs/openshift-pipelines.md
@@ -31,7 +31,7 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
 
 ### Enterprise Jenkins
 
-#### OpenShift Integration
+#### Openshift Integration
 
   - **(2020)** [==Jenkins Docker Image for Openshift v3==](https://github.com/openshift/jenkins) ⭐ 261  [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat maintained OpenShift integration image for running Jenkins natively within OpenShift clusters. Includes pre-configured plugins, service-account integration, and S2I build configurations customized for enterprise OpenShift v3/v4 environments.
   - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Public demonstration repository providing configured manifests for launching Jenkins Blue Ocean on OpenShift clusters. Acts as a blueprint for visualizing pipeline stages in Red Hat environments.
@@ -39,28 +39,29 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
   - **(2019)** [blog.openshift.com: Deploying jenkins on openshift - part 1](https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Enterprise guide illustrating structural configuration, route definition, and persistent storage bindings for deploying stable Jenkins masters inside OpenShift namespaces.
   - **(2019)** [blog.openshift.com: Improving jenkins performance on openshift - part 2](https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural performance tuning guide for running large-scale Jenkins deployments on OpenShift. Addresses JVM optimization, garbage collection configuration, build concurrency limit management, and persistent storage class optimizations.
   - **(2019)** [blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)](https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced architectural walkthrough on utilizing Jenkins to orchestrate synchronized microservice deployments across federated, multi-datacenter OpenShift cluster topologies.
-### GitOps and Pipelines
+  - **(2018)** [opensource.com: Running Jenkins builds in Openshift containers](https://opensource.com/article/18/4/running-jenkins-builds-containers) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Guide detailing the setup and execution of transient Jenkins agents within OpenShift containers. Focuses on orchestrating dynamic pod allocations for build execution, maximizing cluster efficiency and isolating build contexts.
+### Gitops and Pipelines
 
-#### GitHub Actions Integration
+#### Github Actions Integration
 
   - **(2020)** [developers.redhat.com: OpenShift Actions: Deploy to Red Hat OpenShift directly from your GitHub repository](https://developers.redhat.com/blog/2020/02/13/openshift-actions-deploy-to-red-hat-openshift-directly-from-your-github-repository) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical guide on utilizing official Red Hat OpenShift GitHub Actions. Empowers developers to directly interface GitHub workflow pipelines with OpenShift clusters, deploying applications seamlessly via container commands or oc CLI bindings.
-### Source-To-Image
+### Source-to-image
 
-#### OpenShift S2I Workflow
+#### Openshift S2I Workflow
 
   - **(2018)** [developers.redhat.com: Source versus binary S2I workflows with Red Hat OpenShift Application Runtimes](https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows-with-red-hat-openshift-application-runtimes) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Structural analysis of S2I builders, explaining how source repositories are dynamically injected into standardized runtime base images to produce highly secure production containers.
-## Cloud Native and K8s
+## Cloud Native and Kubernetes
 
 ### Kubernetes API
 
 #### Go Client
 
   - **(2026)** [==kubernetes/client-go: Go client for Kubernetes 🌟==](https://github.com/kubernetes/client-go) ⭐ 9837  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.
-## Cloud-Native Java
+## Cloud-native Java
 
 ### Build Tools
 
-#### Eclipse JKube
+#### Eclipse Jkube
 
 ##### Source Code
 
@@ -69,7 +70,7 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
 
 ### Inner Loop Development
 
-#### OpenShift Odo CLI
+#### Openshift Odo CLI
 
   - **(2024)** [==ODO: OpenShift Command line for Developers 🌟==](https://github.com/redhat-developer/odo) ⭐ 841  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official repository for odo, a developer-centric CLI for Kubernetes and OpenShift. Abstracting away complex Kubernetes YAML manifests, odo prioritizes fast iterative code deployments directly to the cluster from local IDE directories.
   - **(2021)** [piotrminkowski.com: Java Development on OpenShift with odo](https://piotrminkowski.com/2021/02/05/java-development-on-openshift-with-odo) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Technical guide walking through modern Java/Spring Boot development on OpenShift utilizing the odo CLI. Highlights rapid hot-reloading configurations, remote debugging execution, and container integration workflows.
@@ -83,8 +84,10 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
 #### Jenkins Pipelines (1)
 
   - **(2021)** [OpenShift Container Pipelines Samples 🌟](https://github.com/redhat-cop/container-pipelines) ⭐ 160  [GROOVY CONTENT] 🌟🌟 [COMMUNITY-TOOL] [LEGACY] β€” A repository of pipeline configurations originally curated by the Red Hat Community of Practice. Useful for understanding legacy configurations on OpenShift 3 and 4, though modern pipelines have shifted to Tekton architectures.
+  - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [GROOVY CONTENT] [DOCUMENTATION]  [DE FACTO STANDARD] [GUIDE] β€” The official Jenkins specification document clarifying Scripted (Groovy DSL) and Declarative pipeline syntaxes. Essential reference material for engineers looking to configure reliable, version-controlled execution steps within enterprise environments.
   - **(2021)** [OpenShift Pipeline Library 🌟](https://github.com/redhat-cop/pipeline-library) ⭐ 51  [GROOVY CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] [LEGACY] β€” A collection of shared pipeline libraries providing modular groovy wrapper methods for OpenShift deployments. Most implementations are archived as enterprise standards have pivoted completely toward Tekton Pipelines and Argo CD GitOps pipelines.
   - **(2019)** [developers.redhat.com - Get started with Jenkins CI/CD in Red Hat OpenShift 4](https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-red-hat-openshift-4) [GROOVY CONTENT]  [ENTERPRISE-STABLE] [GUIDE] β€” A structured tutorial on initializing Jenkins-driven continuous delivery setups in early OpenShift 4 environments. Highlights configuration, service account configuration, and deploying pre-packaged Jenkins templates on-cluster.
+  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [GROOVY CONTENT]  [GUIDE] [LEGACY] β€” Provides a comprehensive overview of building declarative CI/CD routines utilizing the OpenShift DSL Plugin. Enables developers to construct clean pipeline workflows with native OpenShift resource operations directly inside Jenkins files.
   - **(2017)** [Simply Explained: OpenShift and Jenkins Pipelines](https://www.redhat.com/en/blog/jenkins-pipelines) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An explanatory article outlining the core architectural concepts of continuous integration pipelines inside enterprise containers. Focuses on orchestrating builds, scaling execution agents dynamically, and promoting stable application rollouts.
 #### Legacy Jenkins
 
@@ -95,7 +98,7 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
   - **(2021)** [openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering Different Project Builds in the Same Repository](https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository) [YAML CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” Provides advanced architecture examples for configuring custom triggers with OpenShift Pipelines. Demonstrates how to write custom interceptors to execute discrete workflows when localized directory pathways change within shared code repos.
   - **(2020)** [github: OpenShift Pipelines Node.js Tutorial](https://github.com/csantanapr/faststart2020-pipelines-lab) ⭐ 5  [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] [GUIDE] β€” Specialized quick-start laboratory focusing on Node.js application continuous delivery with OpenShift Pipelines. Guides developers through configuring trigger conditions and executing basic Source-to-Image (S2I) build pipelines.
   - **(2020)** [developers.redhat.com: Modern web applications on OpenShift, Part 4: Openshift Pipelines](https://developers.redhat.com/blog/2020/04/27/modern-web-applications-on-openshift-part-4-openshift-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Part of a series detailing modern web application architectures on OpenShift. Explores configuring Tekton pipelines to construct, optimize, and serve static frontend code alongside active microservices.
-### DevSecOps
+### Devsecops
 
 #### Security Automation
 
@@ -109,7 +112,7 @@ description: "Top Openshift Pipelines resources for 2026, AI-ranked: GitHub: Ecl
   - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) ⭐ 334  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A Maven plugin designed to package Java projects into lightweight Docker/OCI images and generate corresponding Kubernetes resource manifests automatically. Double-Evidence: Note that this project is archived and superseded by Eclipse JKube in modern development environments.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Flux](./flux.md) | [Argo](./argo.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/openshift.md b/v2-docs/openshift.md
index 4bfd380f..8f511802 100644
--- a/v2-docs/openshift.md
+++ b/v2-docs/openshift.md
@@ -15,8 +15,8 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 
 #### General Reference
 
-  - [reddit.com/r/openshift](https://www.reddit.com/r/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/openshift in the Kubernetes Tools ecosystem.
   - [reddit.com/r/redhat](https://www.reddit.com/r/redhat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/redhat in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/openshift](https://www.reddit.com/r/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/openshift in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/technologies/cloud-computing/openshift/dedicated)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - [reddit](https://www.reddit.com/r/openshift/comments/e1kw48/openshift_42_vsphere_install)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/deploying-openshift-4.4-to-vmware-vsphere-7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
@@ -25,11 +25,11 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
   - **(None)** [](https://www.redhat.com/en/blog/kubernetes-ingress-vs-openshift-route)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.redhat.com/en/blog/how-to-enable-static-egress-ip-in-ocp)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
   - [dzone: OpenShift Egress Options](https://dzone.com/articles/openshift-egress-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: OpenShift Egress Options in the Kubernetes Tools ecosystem.
-## CI-CD
+## CICD
 
-### GitLab
+### Gitlab
 
-#### OpenShift
+#### Openshift
 
   - **(2017)** [Get started with OpenShift Origin 3 and GitLab](https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Historical tutorial tracking early integration patterns between GitLab CI/CD and OpenShift Origin 3. Demonstrates pipeline orchestration, runner allocation, and deployment tasks. Replaced by GitOps-driven pipelines in contemporary architectures.
 ## Cloud Providers
@@ -39,7 +39,7 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### Managed Services
 
   - **(2020)** [openshift.com: Introducing Red Hat OpenShift Service on AWS](https://www.redhat.com/en/blog/introducing-red-hat-openshift-service-on-aws) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Seminal release article introducing ROSA (Red Hat OpenShift Service on AWS). Features direct API integration with AWS, fully managed lifecycle operations, unified billing, and robust hybrid connectivity.
-### FinOps
+### Finops
 
 #### Cost Management
 
@@ -48,7 +48,7 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 
 ### Relational
 
-#### MariaDB
+#### Mariadb
 
   - **(2026)** [github.com/sclorg/mariadb-container](https://github.com/sclorg/mariadb-container) ⭐ 32  [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” The official SCLOrg MariaDB container image optimized specifically for Kubernetes platforms. Includes integrated security scripts, support for arbitrary non-root UID execution, and custom database initialization configurations.
 ## Infrastructure
@@ -68,7 +68,7 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
   - **(2026)** [Red Hat Container Catalog - RedHat Registry (registry.redhat.io) 🌟](https://catalog.redhat.com/en) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The official enterprise repository registry hosted by Red Hat, containing continuously scanned, signed, and validated base images, middleware operators, and enterprise databases optimized for secure OpenShift cluster rollouts.
 ### Enterprise Applications
 
-#### Self-Hosting
+#### Self-hosting
 
   - **(2021)** [Atlassian Confluence6](https://github.com/nubenetes/confluence6-atlassian) [DOCKERFILE CONTENT]  [LEGACY] β€” Open-source Dockerization template and configuration manifest designed for self-hosting Atlassian Confluence 6.x within containerized environments. Relies on legacy baseline system configurations, serving as an interesting historical pattern for monolithic application containerization before Helm charts and operators became standard.
 ### Public Cloud
@@ -76,7 +76,7 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### AWS Provisioning
 
   - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) ⭐ 1550  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This repository guide outlines the specific IAM policies, resource quotas, Route53 configurations, and networking permissions required to install OpenShift on AWS using the native installer-provisioned infrastructure (IPI). It is a vital technical reference for cloud infrastructure engineers.
-## Kubernetes and OpenShift
+## Kubernetes and Openshift
 
 ### Networking
 
@@ -86,7 +86,7 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### IPAM
 
   - **(2022)** [Fully Automated Management of Egress IPs with the egressip-ipam-operator 🌟](https://www.redhat.com/en/blog/fully-automated-management-of-egress-ips-with-the-egressip-ipam-operator) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the egressip-ipam-operator, which automates and orchestrates the allocation of static Egress IPs for outbound Kubernetes traffic. Double-evidence synthesis shows this is critical for integrating cloud-native workloads with enterprise firewalls that require predictable IP whitelists.
-#### Multi-Cluster
+#### Multi-cluster
 
   - **(2020)** [developers.redhat.com: Skupper.io: Let your services communicate across Kubernetes clusters](https://developers.redhat.com/blog/2020/01/01/skupper-io-let-your-services-communicate-across-kubernetes-clusters) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Skupper.io enables cross-cluster microservice communications through an application-level Virtual Application Network (VAN). Contrasting original claims of simple setups, live engineering consensus in 2026 demonstrates Skupper's high architectural value in enterprise hybrid clouds, routing traffic via AMQP without complex VPNs or firewall modifications.
 #### Performance
@@ -114,13 +114,6 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 #### Egress Firewalls
 
   - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Deep-dive into configuring Red Hat OpenShift Egress Router pods to map outbound traffic to dedicated public IPs. This facilitates firewalled external resources (like legacy DBs) to authorize connections from fluid Kubernetes pods securely.
-## Performance Engineering
-
-### Kubernetes Optimization
-
-#### Autonomous Tuning
-
-  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.
 ## Platform Engineering (1)
 
 ### Architectural Insights
@@ -138,7 +131,7 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
 
   - **(2026)** [**OpenShift.tv**](https://www.redhat.com/en/livestreaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curated video stream ecosystem featuring deep-dives, live installations, and architectural Q&As hosted by Red Hat engineers. It acts as a visual guide for engineers tackling complex network topologies, operator lifecycles, and cluster management with ACM (Advanced Cluster Management).
   - **(2026)** [twitch.tv/redhatopenshift](https://www.twitch.tv/redhatopenshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Interactive Twitch channel showing weekly live engineering sessions, cluster debugging, and community architecture discussions. Allows platform engineers to interact directly with Red Hat designers, offering a unique venue for informal, high-fidelity technical Q&A.
-#### OpenShift Ecosystem
+#### Openshift Ecosystem
 
   - **(2026)** [**OpenShift Commons**](https://commons.openshift.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” OpenShift Commons acts as a central ecosystem accelerator, connecting partners, upstream developers, and enterprise end-users. It hosts targeted working groups on virtualization, AI integrations, and infrastructure automation, ensuring real-world operational feedback loops directly influence product engineering.
 #### Social and Updates
@@ -165,23 +158,23 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
   - **(2018)** [blog.openshift.com: Installing OKD 3.10 on a Single Host 🌟](https://www.redhat.com/en/blog/installing-okd-3-10-on-a-single-host) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Archival tutorial explaining the setup of OKD version 3.10 on a single server. Because modern OKD 4 uses Fedora CoreOS (FCOS) and Operator-based installers, the manual playbooks and Docker engine guidelines described in this post are deprecated and of historical interest only.
   - **(2018)** [youtube.com: OpenShift Origin is now OKD. Installation of OKD 3.10 from start to finish](https://www.youtube.com/watch?v=ZkFIozGY0IA) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Archival video guide covering OKD 3.10 deployment and initial cluster operations. Demonstrates legacy host preparation and manual setup steps. Obsolete in 2026, where OKD relies entirely on automated cluster-api bootstrapping via CoreOS.
   - **(2018)** [Install RedHat OKD 3.10 on your development box:](https://github.com/gshipley/installcentos) [SHELL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Community script repository designed to install CentOS-based OKD 3.10 on local workstations. These routines are entirely non-functional for modern platform operations in 2026, where local development is managed via OpenShift Local (CRC) or single-node (SNO) profiles.
-#### vSphere Deployments
+#### Vsphere Deployments
 
   - **(2020)** [youtube: Deploy OpenShift 4 to vSphere using OpenShift's UPI](https://www.youtube.com/watch?v=DLB9m17aGus) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Video guide focusing on User-Provisioned Infrastructure (UPI) installations of OpenShift on VMware vSphere. UPI remains a viable option for heavily restricted networks requiring custom storage/network bindings, although modern Installer-Provisioned Infrastructure (IPI) has become the de-facto standard.
   - **(2019)** [blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart](https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-quickstart) [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” An early quickstart guide detailing the deployment of OpenShift 4.2 on VMware vSphere environments. Although the VMware integration remains a highly active enterprise deployment pattern, the technical versions and procedures listed here have been superseded by advanced, automated CPI/CSI integrations in 2026.
   - **(2019)** [blog.openshift.com: OpenShift 4.2 vsphere install with static IPs 🌟](https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-with-static-ips) [ADVANCED LEVEL] 🌟🌟 [LEGACY] β€” Detailed technical guide for implementing VMware vSphere installations of OpenShift 4.2 utilizing static IP configurations. Because modern OpenShift 4 installers support robust automated network allocation, these legacy manual configuration workflows are obsolete.
 ### Managed Services (1)
 
-#### ARO Azure
-
-  - **(2026)** [==ARO==](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Direct landing point for Azure Red Hat OpenShift (ARO). It details co-engineered support networks, integrated billing mechanics, and seamless networking topologies with Azure virtual networks. Highly optimized for fast migration of enterprise Java and .NET workloads in 2026.
 #### ARO GCP
 
   - **(2026)** [**OpenShift on Google Cloud**](https://docs.cloud.google.com/compute/docs/containers) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integration blueprints and managed architecture patterns for deploying Red Hat OpenShift on Google Cloud Platform. Merges Google Cloud's analytics, compute, and AI services with OpenShift's structured runtime platform. Highly relevant for enterprises operating unified hybrid GCP workloads.
+#### ARO azure
+
+  - **(2026)** [==ARO==](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Direct landing point for Azure Red Hat OpenShift (ARO). It details co-engineered support networks, integrated billing mechanics, and seamless networking topologies with Azure virtual networks. Highly optimized for fast migration of enterprise Java and .NET workloads in 2026.
 #### IBM Cloud
 
   - **(2026)** [**Red Hat OpenShift on IBM Cloud**](https://www.ibm.com/products/openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Architectural landing page for running Red Hat OpenShift as a managed service on IBM Cloud. Delivers bare-metal cluster deployments and extreme security compliance protocols. Frequently deployed in 2026 for mainframe migrations, WebSphere modernizations, and high-security financial applications.
-#### JBoss and Java EE
+#### Jboss and Java EE
 
   - **(2025)** [**docs.microsoft.com: JBoss deployment with Red Hat on Azure 🌟**](https://learn.microsoft.com/en-us/azure/developer/java/ee/jboss-eap-on-aro) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Vetted deployment patterns for running clustered JBoss Enterprise Application Platform (EAP) workloads directly on Azure Red Hat OpenShift (ARO). Explains state replication, database persistence, and network topology translation. It represents a vital migration playbook for enterprise Java EE workloads moving to cloud-native platforms.
 #### ROSA AWS
@@ -189,12 +182,12 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
   - **(2026)** [==Amazon Red Hat OpenShift==](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Production landing page for ROSA (Red Hat OpenShift on AWS), a fully-managed, jointly-supported Kubernetes service. Offloads platform installation, control plane management, and upgrade logic to AWS and Red Hat. In 2026, it is a dominant architecture model for enterprises scaling workloads across hybrid AWS environments.
 ### Resources and Ebooks
 
-#### Core OpenShift
-
-  - **(2018)** [Manning: **Openshift in action**](https://www.manning.com/books/openshift-in-action) 🌟🌟🌟 [LEGACY] β€” Step-by-step Manning publication covering the legacy OpenShift 3 infrastructure model, focusing on Ansible deployments and local Docker engines. Since OpenShift 4 shifted entirely to an Operator-driven CoreOS model, the book is considered deprecated for modern cluster administration, but excellent for conceptual history.
-#### DevOps and CICD
+#### CICD and DevOps
 
   - **(2017)** [O'Reilly Free Book: **DevOps with OpenShift**](https://www.redhat.com/en/resources) 🌟🌟🌟 [LEGACY] β€” O'Reilly DevOps manual explaining legacy OpenShift pipeline integrations, build configurations, and container deployment pipelines. While the fundamental team topology and CI/CD concepts are outstanding, its technical recipes have been superseded by modern GitOps (Argo CD) and Tekton pipelines.
+#### Core Openshift
+
+  - **(2018)** [Manning: **Openshift in action**](https://www.manning.com/books/openshift-in-action) 🌟🌟🌟 [LEGACY] β€” Step-by-step Manning publication covering the legacy OpenShift 3 infrastructure model, focusing on Ansible deployments and local Docker engines. Since OpenShift 4 shifted entirely to an Operator-driven CoreOS model, the book is considered deprecated for modern cluster administration, but excellent for conceptual history.
 #### Kubernetes Ecosystem
 
   - **(2025)** [**Kubernetes e-Books**](https://awesome-kubernetes.readthedocs.io/kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Vast repository of free high-quality Kubernetes ebooks, configuration sheets, and security manuals curated by the open-source community. Covers container security hardening, network topology routing, and scale limits. Highly recommended for continuous self-guided study.
@@ -210,12 +203,12 @@ description: "Top Openshift resources for 2026, AI-ranked: AWS Account Set Up, A
   - **(2026)** [github.com/sclorg/](https://github.com/sclorg) [SHELL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Alternative entry point for the SCLOrg software development group, driving standardization of the Source-to-Image (S2I) build methodology inside Red Hat container engines, abstracting Dockerfile creation for frontend and backend developers.
 ### Collaboration
 
-#### Rocket.Chat
+#### Rocket.chat
 
   - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Technical review advocating for Rocket.Chat as a privacy-focused, scalable, open-source communication application. Provides design concepts for self-hosting chat infrastructure inside sandboxed container platforms.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/oraclecloud.md b/v2-docs/oraclecloud.md
index b29205d3..d6034e8a 100644
--- a/v2-docs/oraclecloud.md
+++ b/v2-docs/oraclecloud.md
@@ -38,7 +38,7 @@ description: "Curated, AI-ranked Oraclecloud resources for the 2026 Cloud Native
   - **(2023)** [Oracle Container Engine for Kubernetes (OKE)](https://docs.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengoverview.htm) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official product documentation for Oracle Container Engine for Kubernetes (OKE). It highlights the architectural integration of managed master nodes, native storage arrays, virtual cloud networks, and IAM profiles, delivering an enterprise-ready environment for demanding production workloads.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md)
+πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/other-awesome-lists.md b/v2-docs/other-awesome-lists.md
index 2a141f5b..2027f356 100644
--- a/v2-docs/other-awesome-lists.md
+++ b/v2-docs/other-awesome-lists.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available kubectl plugins, Awesome Kubectl plugins and more β€” curated Cloud Native tools, guides and."
+description: "Top Other Awesome Lists resources for 2026, AI-ranked: Awesome Test Automation, Tech Interview Handbook and more β€” curated Cloud Native tools, guides and references."
 ---
 # Awesome Lists
 
@@ -59,7 +59,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
     2lists
   
   
-    Cloud-Native Platforms
+    Cloud-native Platforms
     1lists
   
   
@@ -111,11 +111,11 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
     15lists
   
   
-    Infrastructure as Code (1)
+    Infrastructure As Code (1)
     5lists
   
   
-    Kubernetes and OpenShift
+    Kubernetes and Openshift
     1lists
   
   
@@ -154,7 +154,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 
 ## AI and Machine Learning
 
-### MLOps
+### Mlops
 
 #### Resources
 
@@ -192,12 +192,12 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2024)** [==Devdocs.io API Documentation 🌟==](https://devdocs.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” DevDocs combines multiple API documentations into a single, searchable, fast, and offline-capable user interface. By indexing documentation for dozens of languages, frameworks, and web technologies in a unified workspace, it optimizes developer workflow speed. It is widely recognized as a crucial utility tool in modern, high-velocity engineering environments.
 ## Artificial Intelligence
 
-### LLMOps and MLOps
+### Llmops and Mlops
 
 #### Curated Ecosystems
 
   - **(2023)** [github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps](https://github.com/tensorchord/Awesome-LLMOps) ⭐ 5843  [MARKDOWN CONTENT] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways.
-### MLOps (1)
+### Mlops (1)
 
 #### Kubernetes Machine Learning
 
@@ -228,7 +228,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Training (1)
 
   - **(2026)** [==github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course==](https://github.com/iam-veeramalla/Azure-zero-to-hero) ⭐ 5104  [PYTHON/SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured, hands-on learning roadmap tracking Azure Cloud Administration, DevOps architectures, and fundamental services. Focuses on practical engineering exercises, building CI/CD pipelines, and writing ARM/Bicep infrastructure templates. Serves as an exceptional onboarding tool for transition-phase cloud engineers.
-### DigitalOcean
+### Digitalocean
 
 #### Resources (5)
 
@@ -245,7 +245,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2026)** [free-for.dev](https://free-for.dev) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive community-driven directory indexing free development tiers from major infrastructure, platform, SaaS, and API providers. Highly useful for architects scoping zero-cost environments for development sandboxes and lightweight container testbeds.
 ## Cloud Native
 
-### GitOps
+### Gitops
 
 #### Argo Project Ecosystem
 
@@ -263,7 +263,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2026)** [Awesome Cloud Native](https://awesome.jimmysong.io) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A central web portal framing the CNCF landscape, offering production-tested system diagrams, cloud architectural patterns, and guides. Essential for platform architects implementing service meshes, GitOps pipelines, and multi-tenant containers.
 ### Observability
 
-#### Telemetry and Metrics
+#### Telemetry And Metrics
 
   - **(2026)** [github.com/adriannovegil/awesome-observability: Awesome Observability 🌟](https://github.com/adriannovegil/awesome-observability) ⭐ 636  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A highly structured catalog mapping telemetry collection systems, including OpenTelemetry exporters, Prometheus metric architectures, Grafana monitoring boards, and continuous system profiling dashboards.
 ### Security
@@ -271,10 +271,10 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Container Hardening
 
   - **(2026)** [koslib/awesome-containerized-security 🌟](https://github.com/koslib/awesome-containerized-security) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” An open repository cataloging security scanners, image validation standards, and host sandboxing tools. Aids DevSecOps engineers in hardening continuous integration pipelines and preventing privilege escalation exploits within cluster nodes.
-#### DevSecOps Integration
+#### Devsecops Integration
 
   - **(2026)** [sottlmarek/DevSecOps: Ultimate DevSecOps library 🌟](https://github.com/sottlmarek/DevSecOps) ⭐ 6760  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive reference detailing methodologies, pipeline security patterns, and scanners for DevSecOps implementation. Provides instructions on integrating static and dynamic analysis, secrets detection, and compliance gates within continuous delivery pipelines.
-#### DevSecOps Tools
+#### Devsecops Tools
 
   - **(2026)** [hahwul/DevSecOps](https://github.com/hahwul/DevSecOps) ⭐ 2127  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly structured index cataloging security automation software, container scanning scripts, dependency checkers, and automated risk analysis systems. Essential for hardening software supply chains.
 #### Runtime Threat Detection
@@ -289,7 +289,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 
 ### AWS (1)
 
-#### SecOps
+#### Secops
 
   - **(2026)** [==github.com/toniblyx/my-arsenal-of-aws-security-tools==](https://github.com/toniblyx/my-arsenal-of-aws-security-tools) ⭐ 9458  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional collection of open-source security tools, auditing frameworks, and penetration testing scripts specifically curated for AWS environments. It includes foundational systems for IAM scanning, network path analysis, and continuous compliance. This repository is widely recognized by security teams as a must-have resource for AWS vulnerability assessments.
 ### Azure (1)
@@ -297,7 +297,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Governance
 
   - **(2026)** [==globalbao/awesome-azure-policy: AWESOME-Azure-Policy==](https://github.com/globalbao/awesome-azure-policy) ⭐ 539  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive collection of custom Azure Policy definitions, initiative templates, and execution scripts. This project enables cloud architects to enforce automated governance, compliance frameworks, and infrastructure standards across complex tenant hierarchies. Highly valuable for heavily regulated financial and healthcare cloud environments.
-## Cloud-Native Platforms
+## Cloud-native Platforms
 
 ### Kubernetes Operations
 
@@ -326,15 +326,15 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2026)** [collabnix.github.io: Docker Extensions 🌟](https://collabnix.github.io/docker-community-extensions) [JAVASCRIPT/TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A community-driven catalog indexing Docker Desktop extensions, which expand container runtime tooling into IDEs and local dashboards. Assists engineering teams in building customized workflows directly within the Docker Desktop environment. Provides concrete examples of utility integrations for local testing of cloud services.
 ## Continuous Delivery
 
-### CI-CD Pipelines
+### CICD
 
-#### GitHub Actions
+#### Github Actions
 
   - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) ⭐ 27907  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-backed library for GitHub Actions workflows, custom actions, and orchestrator tools. Streamlines structural pipelines by detailing matrix patterns, self-hosted runner optimizations, and security hardening configurations.
 #### Jenkins Ecosystem
 
   - **(2026)** [sahilsk/awesome-jenkins](https://github.com/sahilsk/awesome-jenkins) ⭐ 70  [MARKDOWN CONTENT] 🌟 [LEGACY] β€” A focused index consolidating plugins, shared pipeline library patterns, and optimization practices for Jenkins automation servers. Excellent resource for maintaining complex legacy enterprise build pipelines.
-#### Multi-Cloud Continuous Delivery
+#### Multi-cloud Continuous Delivery
 
   - **(2026)** [Awesome Spinnaker](https://github.com/robzienert/awesome-spinnaker) ⭐ 13  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A developer resource library for Spinnaker continuous delivery engines. Details advanced declarative pipeline patterns, blue-green delivery topologies, and integration guidelines for multi-cloud deployments.
 ### Security (1)
@@ -367,7 +367,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Linux
 
   - **(2023)** [==Awesome Linux==](https://github.com/inputsh/awesome-linux) ⭐ 5048  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A premier directory of Linux performance diagnostic utilities, shell configurations, system metrics collectors, and custom distributions. This guide is an invaluable reference for platform engineers optimizing base host OS layers for container node hosts.
-#### Meta-Analysis
+#### Meta-analysis
 
   - **(2023)** [dev.to: The Awesome Side of GitHub - Awesome Lists | Leonardo Montini](https://dev.to/playfulprogramming/the-awesome-side-of-github-awesome-lists-2a5h)  [COMMUNITY-TOOL] β€” An analytical piece exploring the architectural and community value of GitHub's curated lists. Explains how these directories democratize community knowledge sharing and guides software developers in discovering, evaluating, and contributing to open-source resource landscapes.
 #### Operators
@@ -420,7 +420,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2026)** [Awesome Pipeline](https://github.com/pditommaso/awesome-pipeline) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A curated library focused on pipeline and scientific workflow engines such as Apache Airflow, Nextflow, and Snakemake. Facilitates rapid discovery of massive datasets processing frameworks and high-concurrency task managers.
 ### Event Streaming
 
-#### Meta-Resources
+#### Meta-resources
 
   - **(2026)** [Awesome Kafka](https://github.com/monksy/awesome-kafka/blob/master/tools.md) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, community-curated list of tools, command-line utilities, clients, and GUI frameworks for Apache Kafka administration. It serves as an essential hub for engineers searching for proven ecosystem additions.
 ### Learning Roadmap
@@ -435,12 +435,12 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2026)** [github.com/DataExpert-io/data-engineer-handbook 🌟](https://github.com/DataExpert-io/data-engineer-handbook) ⭐ 41702  [N/A CONTENT]  [DE FACTO STANDARD] β€” A structured playbook outlining state-of-the-art patterns in modern data architecture, lakehouse designs, data modeling, and performance optimization. Serves as a vital curriculum resource for systems designers managing petabyte-scale analysis jobs. Integrates software engineering best practices with database management.
 ### Stream Processing
 
-#### Meta-Resources (1)
+#### Meta-resources (1)
 
   - **(2026)** [Awesome Streaming](https://github.com/manuzhang/awesome-streaming) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A massive, community-maintained compilation of stream processing resources. It catalogues major ingestion engines, streaming databases, connector standards, and operational tools, serving as an exhaustive reference manual for data and cloud architects.
 ## Deployment and Delivery
 
-### CICD and Delivery
+### CICD (1)
 
 #### Resource Portals
 
@@ -481,7 +481,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Bash
 
   - **(2026)** [Bash and Expect Snippets](https://www.igoroseledko.com/bash-and-expect-snippets) [SHELL CONTENT]  [LEGACY] β€” A practical blog and snippet collection focused on automation patterns using Bash scripting combined with Expect. Highly useful for scripting interactions with CLI interfaces that lack native APIs or configuration options. Largely legacy in modern IaC environments, but remains a vital Swiss army knife for legacy systems integration.
-#### PowerShell
+#### Powershell
 
   - **(2026)** [==janikvonrotz/awesome-powershell==](https://github.com/janikvonrotz/awesome-powershell) ⭐ 5396  [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository detailing modules, cmdlets, and automation patterns using cross-platform PowerShell. Invaluable for platform engineers managing hybrid cloud setups, Windows nodes inside container networks, or Active Directory automation. This serves as a vital tool for enterprise systems integration.
 ## Documentation (1)
@@ -534,7 +534,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Shell Ecosystems
 
   - **(2026)** [**unixorn/awesome-zsh-plugins**](https://github.com/unixorn/awesome-zsh-plugins) ⭐ 17762  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensive index of Zsh themes, performance plugins, and CLI integrations designed to improve operational throughput. Streamlines developer environment workflows, integrating native shell helpers for Kubernetes, Git, and Docker operations.
-### Infrastructure as Code
+### Infrastructure As Code
 
 #### Enterprise Documentation
 
@@ -563,10 +563,10 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2018)** [**trimstray/test-your-sysadmin-skills**](https://github.com/trimstray/test-your-sysadmin-skills) ⭐ 11657  [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An intensive, community-driven collection of system administration questions covering Linux kernel parameters, networking, security controls, and CI/CD pipelines. Curator Insight flags it as an essential baseline framework. Live Grounding notes that while static, it remains a fantastic benchmarking schema.
 ### Systems Administration
 
-#### Tools and Infrastructure
+#### Tools And Infrastructure
 
   - **(2026)** [**Awesome SysAdmin**](https://github.com/kahun/awesome-sysadmin) ⭐ 24308  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-led index indexing system administration tools and software solutions. Essential for discovering stable, self-hosted services for network mapping, backups, monitoring, and automated system setups.
-## Infrastructure as Code (1)
+## Infrastructure As Code (1)
 
 ### Ansible
 
@@ -589,7 +589,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Images
 
   - **(2026)** [==dawitnida/Awesome Packer==](https://github.com/dchonch/awesome-packer) ⭐ 29  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A resource list containing Packer templates, multi-cloud builders, and post-processor scripts. It aids infrastructure engineers in compiling secure, automated gold images used across hybrid environments and Kubernetes worker pool nodes. Essential for automating the generation of immutable AMIs or VM templates.
-## Kubernetes and OpenShift
+## Kubernetes and Openshift
 
 ### Resources (10)
 
@@ -598,7 +598,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2020)** [Awesome Openshift 2](https://github.com/oscp/awesome-openshift3) ⭐ 27  [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A curated directory cataloging administration guides, tools, operators, and integration scripts specialized for Red Hat OpenShift 3.x cluster topologies.
 ## Kubernetes Management
 
-### Multi-Cluster
+### Multi-cluster
 
 #### Search Engine
 
@@ -655,7 +655,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Resources (12)
 
   - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) ⭐ 48210  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A premier directory of validated Java frameworks, high-performance serialization libraries, and microservices engines like Spring Boot, Quarkus, and Micronaut. Essential for legacy modernization projects and enterprise-grade distributed systems. Remains a foundational handbook for enterprise JVM optimization.
-### JavaScript
+### Javascript
 
 #### Angular
 
@@ -677,7 +677,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 #### Resources (13)
 
   - **(2026)** [==sbilly/awesome-security: Awesome Security==](https://github.com/sbilly/awesome-security) ⭐ 14421  [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A monumental collection of software security components, pen-testing tools, cryptography resources, and threat intelligence feeds. Essential for SecOps engineers establishing modern compliance standards across application and network boundaries. Highly versatile, spanning from host security to Kubernetes runtime defenses.
-### Policy as Code
+### Policy As Code
 
 #### OPA
 
@@ -696,7 +696,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2026)** [github.com/collections/learn-to-code 🌟](https://github.com/collections/learn-to-code) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An official curated GitHub collection designed to outline primary programming routes, fundamental data structures, and foundational algorithms. Helps novice and intermediate engineers rapidly build software development skills.
 ### Open Source Software
 
-#### SaaS Alternatives
+#### Saas Alternatives
 
   - **(2026)** [**runacapital/awesome-oss-alternatives: Awesome open-source alternatives to' SaaS 🌟**](https://github.com/runacapital/awesome-oss-alternatives) ⭐ 19234  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An architectural directory showcasing open-source, self-hostable equivalents to commercial SaaS platforms. Helps enterprise tech architects mitigate vendor lock-in, streamline data compliance, and deploy privacy-centric containerized services locally.
 ### Quality Assurance
@@ -726,7 +726,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
 
 ### Testing (1)
 
-#### JMeter
+#### Jmeter
 
   - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) ⭐ 790  [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured list of plugins, performance test plans, and reporting scripts designed to optimize Apache JMeter pipelines. Essential for load testing web services, gRPC endpoints, and databases under intense scale constraints. Acts as an excellent resource for performance engineering teams targeting resource bottlenecks.
 #### QA
@@ -737,7 +737,7 @@ description: "Top Other Awesome Lists resources for 2026, AI-ranked: Available k
   - **(2026)** [Awesome Testing code snippets](https://github.com/slawekradzyminski/AwesomeTesting) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A handy collection of code snippets, unit tests, and mocking architectures written across various development frameworks. Assists individual developers in quickly establishing mock-ups and isolated test cases. Ideal for bootstrapping automated integration tests in diverse multi-language environments.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [About](./about.md) | [AWS Architecture](./aws-architecture.md) | [AWS Tools Scripts](./aws-tools-scripts.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/performance-testing-with-jenkins-and-jmeter.md b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
index 6e4cfb0b..edf3fddf 100644
--- a/v2-docs/performance-testing-with-jenkins-and-jmeter.md
+++ b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Performance Testing With Jenkins And Jmeter resources for 2026, AI-ranked: Locust, performance-plugin and more β€” curated Cloud Native tools, guides and."
+description: "Top Performance Testing With Jenkins And Jmeter resources for 2026, AI-ranked: Locust, Iter8 and more β€” curated Cloud Native tools, guides and references."
 ---
 # Performance testing with jenkins and JMeter or Gatling
 
@@ -33,7 +33,7 @@ description: "Top Performance Testing With Jenkins And Jmeter resources for 2026
   - [How to Use Gatling With Maven](https://dzone.com/articles/how-to-use-gatling-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Use Gatling With Maven in the Kubernetes Tools ecosystem.
 ## CICD
 
-### GitHub Actions
+### Github Actions
 
 #### Performance Automation
 
@@ -53,6 +53,13 @@ description: "Top Performance Testing With Jenkins And Jmeter resources for 2026
   - **(2024)** [docs.microsoft.com: Azure Load Testing](https://learn.microsoft.com/en-us/azure/app-testing) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Azure's managed load testing service that lets developers generate high-scale load using existing Apache JMeter scripts. Synthesizing live cloud updates, it integrates seamlessly with Azure Monitor to provide end-to-end insights from client-side response times to server-side resource bottlenecks, aiding rapid optimization.
   - **(2021)** [azure.microsoft.com: Introducing Azure Load Testing: Optimize app performance at scale](https://azure.microsoft.com/en-us/blog/introducing-azure-load-testing-optimize-app-performance-at-scale) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The launch blog post detailing the debut of Microsoft's Azure Load Testing service. It explains how the tool bridges the gap between raw load generation and cloud application monitoring, allowing developers to execute JMeter scripts in an automated cloud-native paradigm directly from GitHub Actions or Azure Pipelines.
   - **(2021)** [infoq.com: Microsoft Introduces a Fully-Managed Azure Load Testing Service in Preview](https://www.infoq.com/news/2021/12/azure-load-testing-preview) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Industry reporting on Azure's entry into fully managed performance testing, discussing how it leverages Apache JMeter under the hood. It provides a historical snapshot of Microsoft's move to simplify distributed load testing for engineering teams, eliminating the manual upkeep of VM scale sets for load generation.
+## Cloud Native
+
+### Kubernetes
+
+#### Progressive Delivery
+
+  - **(2024)** [**Iter8**](https://iter8.tools) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Kubernetes-native release validation and progressive delivery tool. Iter8 enables automated canary testing, A/B testing, and SLO evaluation. It coordinates traffic shifting using Service Meshes or Gateways, evaluating metrics from Prometheus and metrics-server to automate rollbacks or promote stable microservice builds.
 ## Infrastructure
 
 ### Testing
@@ -62,6 +69,11 @@ description: "Top Performance Testing With Jenkins And Jmeter resources for 2026
   - **(2021)** [Distributed Load Testing on AWS 🌟](https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” An AWS Solution blueprint outlining distributed cloud load testing utilizing containerized runners inside AWS Fargate. Simulates high-velocity traffic spikes to assess API gateway throughput bottlenecks and database elasticity limits.
 ## Performance Engineering
 
+### Kubernetes Optimization
+
+#### Autonomous Tuning
+
+  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.
 ### Load Testing (1)
 
 #### Distributed Testing
@@ -81,13 +93,6 @@ description: "Top Performance Testing With Jenkins And Jmeter resources for 2026
 
   - **(2023)** [**youtube: JMeter API Performance Testing Tutorial 🌟**](https://www.youtube.com/watch?v=8r5LYzUIepo) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Educational walkthrough mapping API load-test workflows. Covers parameterizing user requests, analyzing server metrics, and troubleshooting unexpected timeouts in dynamic microservices backends.
   - **(2021)** [tutorialspoint.com: JMeter Quick Guide](https://www.tutorialspoint.com/jmeter/pdf/jmeter_quick_guide.pdf) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Reference manual covering basic JMeter thread management and test flow structures. Designed to help teams write simple API validations and performance regression scripts.
-### Testing (1)
-
-#### Benchmarking
-
-##### HTTP Tools
-
-  - **(2021)** [blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Introduces pycurlb, a Python-based wrapper and benchmarking utility utilizing libcurl for low-overhead HTTP performance testing. Explores its use cases in testing microservice latency and raw throughput. Curator Insight: Quick functional introduction of a new pycurl tool. Live Grounding: Provides an alternative for developers seeking a highly customizable, scriptable curl execution engine for API baselining.
 ## Systems
 
 ### Performance Tuning
@@ -95,20 +100,20 @@ description: "Top Performance Testing With Jenkins And Jmeter resources for 2026
 #### Diagnostic Tools
 
   - **(2022)** [blog.desdelinux.net: Microsoft Performance-Tools, una serie de herramientas open source para analizar el rendimiento del sistema](https://blog.desdelinux.net/microsoft-performance-tools-una-serie-de-herramientas-open-source-para-analizar-el-rendimiento-del-sistema) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Overview of Microsoft's Performance-Tools suite, which provides cross-platform command-line tools for analyzing trace logs, Windows/Linux system resource usage, and overall system performance. It details how architects can inspect CPU, disk, and networking bottlenecks at a low kernel-level, enhancing system-level optimization.
-## Testing (2)
+## Testing (1)
 
 ### Performance Testing
 
 #### Gatling
 
   - **(2025)** [gatling.io](https://gatling.io) [SCALA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” Gatling is a highly optimized, asynchronous load-testing framework designed for high-concurrency scenarios. Written in Scala and Java, it utilizes Netty and Akka actors under the hood to handle thousands of concurrent virtual users on a single host machine, avoiding the thread-per-user overhead common in legacy frameworks like JMeter.
-#### JMeter
+#### Jmeter
 
   - **(2022)** [softwaretestingmagazine.com: Learning JMeter : Documentation, Tutorials, Videos](https://www.softwaretestingmagazine.com/tools/learning-jmeter-documentation-tutorials-videos) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive compilation of tutorials, documentation, and videos for Apache JMeter. From an architectural standpoint, JMeter remains a foundational Java-based tool for load testing and performance measurement. Although newer Go/Rust-based tooling is rising, JMeter's extensive protocol support (HTTP, JDBC, JMS) ensures its continued enterprise relevance.
 #### Locust
 
   - **(2025)** [==Locust==](https://locust.io) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, developer-centric performance testing tool that enables writing load scenarios in pure Python. It avoids fragile XML configuration files by favoring dynamic, code-as-configuration scripts, allowing engineering teams to scale out tests across millions of concurrent users using an event-driven greenlet model.
-#### SaaS Platforms
+#### Saas Platforms
 
   - **(2024)** [octoperf.com](https://octoperf.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Octoperf is a commercial, cloud-native performance testing platform built directly on top of Apache JMeter. It streamlines the creation, execution, and analysis of large-scale JMeter tests without the burden of managing local load generator infrastructure. Ideal for modern DevOps pipelines seeking codeless test design and real-time reporting dashboards.
   - **(2024)** [flood.io](https://flood.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Tricentis Flood is a cloud-hosted load testing platform that supports JMeter, Gatling, and Selenium. It allows engineering teams to scale massive distributed loads from global geographic regions to assert system resiliency. It serves as a critical integration point for modern CI/CD pipelines aiming to shift performance testing left.
@@ -125,7 +130,7 @@ description: "Top Performance Testing With Jenkins And Jmeter resources for 2026
   - **(2020)** [devops.com: Catchpoint to Acquire Webpagetest.org](https://devops.com/catchpoint-to-acquire-webpagetest-org) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analysis of Catchpoint's acquisition of WebPageTest, the industry-standard front-end performance auditing tool. Synthesizing live ecosystem changes, the platform continues to operate as an essential resource for tracing core web vitals and waterfall execution charts, bolstered by Catchpoint's global infrastructure.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [QA](./qa.md) | [Test Automation Frameworks](./test-automation-frameworks.md)
+πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/postman.md b/v2-docs/postman.md
index 9c72d06c..03c8c482 100644
--- a/v2-docs/postman.md
+++ b/v2-docs/postman.md
@@ -21,7 +21,7 @@ description: "Top Postman resources for 2026, AI-ranked: Newman, Postman Pynt an
   - **(2021)** [blog.postman.com: Postman’s Proxy Now Fully Supports HTTPS Endpoints](https://blog.postman.com/postmans-proxy-now-fully-supports-https-endpoints)  [COMMUNITY-TOOL] β€” Postman's built-in proxy captures HTTPS traffic directly from mobile devices and desktop clients, facilitating API inspection. Utilizing custom SSL certificates, it decrypts SSL/TLS payloads locally to allow seamless request debugging. This integration accelerates contract testing and troubleshooting within local microservices environments.
 ## API Lifecycle
 
-### Testing and Mocking
+### Testing And Mocking
 
 #### Engineering Blogs
 
@@ -80,7 +80,7 @@ description: "Top Postman resources for 2026, AI-ranked: Newman, Postman Pynt an
   - **(2026)** [Postman Pynt 🌟](https://www.postman.com/pynt-io/workspace/pynt/overview) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Pynt is a dynamic API security testing tool built directly inside the Postman ecosystem. It scans microservice endpoints for vulnerabilities like OWASP Top 10 exploits during regular runtime tests.
 ### API Testing
 
-#### CI-CD
+#### CICD
 
   - **(2026)** [Linkedin: API Testing with Postman](https://www.linkedin.com/pulse/api-testing-postman-michael-montgomery)  [COMMUNITY-TOOL] [GUIDE] β€” An industry-proven guide addressing automated API test orchestration with Postman and Jenkins. Focuses on setting up automated collection runs as critical build gates within modern DevOps pipelines.
   - **(2026)** [Linkedin: API Testing with Postman β€” Build a Dynamic Test Suite](https://www.linkedin.com/pulse/api-testing-postman-build-dynamic-test-suite-michael-montgomery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial for engineering highly dynamic, data-driven test suites inside Postman. Highlights variable scoping, pre-request scripts, and test scripting to dynamically adapt across environments.
@@ -98,7 +98,7 @@ description: "Top Postman resources for 2026, AI-ranked: Newman, Postman Pynt an
   - **(2026)** [dev.to: 1 Tip to Double Your Productivity in Postman](https://dev.to/jburroughs/1-tip-to-double-your-productivity-using-postman-3bdm)  [COMMUNITY-TOOL] β€” Pragmatic guide focused on boosting daily Postman testing performance. Explores quick environment switching, keyboard shortcuts, and automated pre-request scripts to streamline developers' active debugging loops.
 
 ---
-πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/project-management-methodology.md b/v2-docs/project-management-methodology.md
index 0ce5f542..23297123 100644
--- a/v2-docs/project-management-methodology.md
+++ b/v2-docs/project-management-methodology.md
@@ -156,6 +156,9 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
 #### Developer Productivity (3)
 
   - **(2021)** [pymesyautonomos.com: ΒΏEstΓ‘ trabajando el empleado realmente desde su casa?](https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Addresses common managerial anxieties about remote work accountability. Contrasts surveillance-heavy keystroke logging techniques with output-oriented, technical project milestones (e.g., code deployment frequency, story completion rates, and system architectural goals) to sustainably measure team velocity.
+#### Team Management
+
+  - **(2021)** [entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?](https://spanish.entrepreneur.com) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Offers tactical guidelines for managing distributed engineering teams working in remote environments. Recommends implementing asynchronous collaboration tools, defining objective performance milestones, and promoting active virtual team meetings to ensure software project alignment and mitigate remote developer isolation.
 ### Security and Compliance
 
 #### Corporate Governance
@@ -166,7 +169,7 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
 #### Conflict Resolution
 
   - **(2021)** [blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo](https://blog.trello.com/es/conflictos-en-el-trabajo) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Provides an operational framework for identifying and resolving interpersonal conflicts within technical delivery teams. Highlights visual tracking systems, regular retrospectives, and structured architectural alignment reviews to defuse typical friction points, such as diverging coding standards or disputed system design decisions.
-### Team Management
+### Team Management (1)
 
 #### Infrastructure Operations
 
@@ -214,6 +217,11 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
   - **(2020)** [itrevolution.com: The Problem With Org Charts](https://itrevolution.com/articles/the-problem-with-org-charts)  [COMMUNITY-TOOL] β€” Explores the friction between traditional hierarchical organizational charts and the dynamic, communication-focused patterns required for modern software delivery. Highlights how Conway's Law dictates that systems design mirrors communication structures, recommending shifting towards Team Topologies-aligned structures to streamline product delivery.
 ## Platform Engineering
 
+### Gitops
+
+#### Helm Lifecycle Management
+
+  - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.
 ### Innersource
 
 #### DevOps Transition
@@ -254,7 +262,7 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
 #### Agile Framework
 
   - **(2016)** [forbes.com: Explaining Agile 🌟](https://www.forbes.com/sites/stevedenning/2016/09/08/explaining-agile) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A foundational analysis on the core principles of Agile as a paradigm of delivery. Emphasizes self-organization, customer-centric value streams, and continuous iteration as cultural priorities over rigid procedural metrics.
-#### Agile vs Waterfall
+#### Agile Vs Waterfall
 
   - **(2022)** [cio.com: Agile vs. waterfall: Project methodologies compared](https://www.cio.com/article/194093/agile-vs-waterfall-project-methodologies-compared.html) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An executive-level comparison between waterfall project management and iterative agile frameworks. Details the risk profiles, resource distributions, and delivery tempos associated with each model.
 #### Enterprise Leadership
@@ -268,13 +276,13 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
 
   - **(2021)** [scrum.org: What Happens To The Sprint Backlog Items That Are Not Done?](https://www.scrum.org/resources/blog/vlog-what-happens-sprint-backlog-items-are-not-done) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official Scrum.org advisory detailing the correct lifecycle of uncompleted Sprint Backlog items. Establishes the architectural pattern of moving unfinished work back to the Product Backlog to preserve sprint scope integrity.
   - **(2021)** [scrum.org: Scrum 2021: Getting You Started as Scrum Master or Product Owner](https://www.scrum.org/resources/blog/scrum-2021-getting-you-started-scrum-master-or-product-owner) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official Scrum.org walkthrough outlining the changes and accountability updates introduced in the 2020-2021 Scrum Guide, including the addition of Product Goals and simplified commit models.
-#### Scrum vs Kanban
+#### Scrum Vs Kanban
 
   - **(2020)** [blog.scrumstudy.com: Scrum and Kanban, alike or different?](https://blog.scrumstudy.com/scrum-and-kanban-alike-or-different-2) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” A structural analysis comparing Scrum iterations and Kanban workflows. Explores trade-offs in velocity, team responsibility, and scheduling mechanics, providing project leaders with strategic decision criteria.
-#### Scrum with Kanban
+#### Scrum With Kanban
 
   - **(2021)** [**scrum.org: Kanban Guide for Scrum Teams**](https://www.scrum.org/resources/kanban-guide-scrum-teams) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The official guide detailing the integration of Kanban practices within established Scrum teams. Explains how to leverage WIP limits, cycle-time tracking, and workflow visualization to optimize team performance without sacrificing Scrum principles.
-### Anti-Patterns
+### Anti-patterns
 
 #### Risk Mitigation
 
@@ -297,18 +305,23 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
   - **(2022)** [softwaretestinghelp.com: Kanban Vs Scrum Vs Agile: A Detailed Comparison To Find Differences](https://www.softwaretestinghelp.com/kanban-vs-scrum-vs-agile)  [COMMUNITY-TOOL] β€” Provides an in-depth operational comparison of Kanban, Scrum, and the broader Agile umbrella, focusing on metrics like lead time, cycle time, and velocity. Assists teams in identifying optimal task visualization mechanics to reduce blockages and operational waste in delivery pipelines.
   - **(2021)** [visual-paradigm.com: Scrum vs Waterfall vs Agile vs Lean vs Kanban](https://www.visual-paradigm.com/scrum/scrum-vs-waterfall-vs-agile-vs-lean-vs-kanban)  [COMMUNITY-TOOL] β€” A comprehensive comparison of major software development paradigms, breaking down the operational mechanics of Scrum, Kanban, Waterfall, Agile, and Lean. Synthesizes when to leverage iterative sprints versus continuous flow models to maximize delivery velocity and quality.
   - **(2021)** [greycampus.com: What's the Difference? Agile vs Scrum vs Waterfall vs Kanban](https://www.greycampus.com)  [COMMUNITY-TOOL] β€” Analyzes project management frameworks with a focus on contrasting agile methodologies against traditional waterfall planning. Delineates how Scrum and Kanban optimize resource allocation and limit work-in-progress to handle volatile development environments.
-#### Scrum and Kanban
+#### Scrum And Kanban
 
   - **(2023)** [atlassian.com: Kanban vs. Scrum](https://www.atlassian.com/agile/kanban/kanban-vs-scrum)  [COMMUNITY-TOOL] β€” The industry-standard guide dissecting the tactical differences between Kanban's continuous flow and Scrum's time-boxed sprints. Focuses on roles (Scrum Master, Product Owner) versus non-prescriptive Kanban workflows, helping engineering leads choose optimal cadences.
   - **(2022)** [k21academy.com: Scrum vs Kanban](https://k21academy.com/scrum/scrum-vs-kanban)  [COMMUNITY-TOOL] β€” A technical overview comparing Scrum sprints and Kanban boards, aimed at cloud engineering professionals. Emphasizes how task-level agile delivery frameworks interface with cloud DevOps pipelines to drive high-frequency infrastructure deployments.
-### Anti-Patterns (1)
+### Anti-patterns (1)
 
 #### Engineering Culture (1)
 
   - **(2021)** [nichesoftware.co.nz: Promotion Driven Development (PDD) 🌟](https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html)  [COMMUNITY-TOOL] β€” Critiques the anti-pattern of Promotion Driven Development (PDD), where engineers select unnecessary, highly complex tools and over-engineer architectures to pad resumes for promotions. Warns against the resulting complexity, technical debt, and team maintenance burdens.
+### Collaboration
+
+#### Documentation Specifications
+
+  - **(2023)** [Open Source Friday: Spec Kit - What it is, the problems it solves, and how clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  [COMMUNITY-TOOL] β€” Focuses on 'Spec Kit' - an open framework designed to facilitate collaborative creation of technical specifications. Details how clear, shared specification templates improve open-source contributions, bridge communication gaps between product and engineering, and keep technical debt in check.
 ### Hybrid Methodologies
 
-#### Agile-Waterfall Integration
+#### Agile-waterfall Integration
 
   - **(2021)** [deloitte.com: Bringing Agile benefits to a waterfall project](https://www.deloitte.com/us/en/insights/industry/government-public-sector-services.html)  [LEGACY] β€” Addresses the hybrid integration of Agile practices within strictly regulated, legacy Waterfall enterprise environments. Details techniques for implementing iterative testing, continuous integration, and phased feedback loops to de-risk waterfall releases without violating structural compliance protocols.
 ### Productivity
@@ -325,7 +338,7 @@ description: "Curated, AI-ranked Project Management Methodology resources for th
   - **(2022)** [**techcrunch.com: Protestware on the rise: Why developers are sabotaging their own code**](https://techcrunch.com/2022/07/27/protestware-code-sabotage) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the complex security phenomenon of 'protestware,' where open-source maintainers intentionally introduce destructive changes or regional exploits into widely used packages for political or social reasons. Details the architectural impact on enterprise software supply chains and highlights the urgent necessity for robust dependency pinning, software bills of materials, and strict package mirroring.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/project-management-tools.md b/v2-docs/project-management-tools.md
index baddf7df..7b2a71a2 100644
--- a/v2-docs/project-management-tools.md
+++ b/v2-docs/project-management-tools.md
@@ -11,7 +11,7 @@ description: "Top Project Management Tools resources for 2026, AI-ranked: joplin
 
 ## Collaboration Tools
 
-### SaaS Utilities
+### Saas Utilities
 
 #### Quick Link
 
@@ -56,7 +56,7 @@ description: "Top Project Management Tools resources for 2026, AI-ranked: joplin
 
   - **(2026)** [Atlassian Confluence](https://www.atlassian.com/software/confluence)  [COMMUNITY-TOOL] β€” Enterprise corporate wiki and collaborative document editor platform. Helps development teams compile, search, and maintain technical wikis, sprint retrospectives, and Architecture Decision Records (ADRs).
   - **(2020)** [opensource.com: 3 open source alternatives to Confluence](https://opensource.com/article/20/9/open-source-alternatives-confluence)  [COMMUNITY-TOOL] β€” A comparative guide highlighting three popular open-source alternatives to Confluence, enabling teams to build customizable, cost-effective, and secure self-hosted internal documentation bases.
-#### Note-Taking
+#### Note-taking
 
   - **(2026)** [==joplin==](https://github.com/laurent22/joplin) ⭐ 55187  [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.
 ### Project Management
@@ -80,13 +80,13 @@ description: "Top Project Management Tools resources for 2026, AI-ranked: joplin
 #### Alternatives Finder
 
   - **(2022)** [btw.so: Open Source Alternatives 🌟](https://www.btw.so/open-source-alternatives)  [COMMUNITY-TOOL] β€” A comprehensive database index mapping popular proprietary SaaS applications to functional, privacy-focused open-source alternatives, assisting companies in reducing licensing expenditures.
-#### GitHub Shortcuts
+#### Github Shortcuts
 
   - **(2026)** [GH repos: repo.new](https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew)  [COMMUNITY-TOOL] β€” The standard browser shortcut (`repo.new`) designed to route authenticated developer sessions directly to GitHub's repository creation workspace. Enables rapid workspace initialization and deployment pipeline seeding.
   - **(2026)** [GH Gists: gist.new](https://gist.github.com/starred)  [COMMUNITY-TOOL] β€” An efficiency shortcut (`gist.new`) that directs users to GitHub's Gist creation environment. Allows developers to rapidly save, share, and audit isolated code configurations, terminal scripts, or stack traces without initializing full Git trees.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/prometheus.md b/v2-docs/prometheus.md
index ad153bc0..21c15d7a 100644
--- a/v2-docs/prometheus.md
+++ b/v2-docs/prometheus.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collector, Pushgateway and more β€” curated Cloud Native tools, guides and references."
+description: "Top Prometheus resources for 2026, AI-ranked: Pushgateway, OpenTelemetry Collector and more β€” curated Cloud Native tools, guides and references."
 ---
 # Prometheus
 
@@ -34,6 +34,7 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 ##### Database Monitoring
 
   - **(2020)** [sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟](https://www.sysdig.com/blog/postgresql-monitoring) [SQL CONTENT]  [COMMUNITY-TOOL] β€” An in-depth article evaluating the top 10 PostgreSQL performance metrics to monitor with Prometheus via postgres_exporter. Highlights queries, cache hit ratios, active connections, vacuum frequency, lock contentions, and replication lag optimization.
+  - **(2020)** [tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [SQL CONTENT]  [COMMUNITY-TOOL] β€” A technical integration guide on monitoring ClickHouse database clusters with Prometheus and Grafana. It details how to enable ClickHouse's native Prometheus metrics exporter in config.xml, configures Prometheus to scrape ClickHouse metrics, and reviews visualization dashboards.
 ##### Deployment
 
   - **(2020)** [howtoforge.com: How to Install Prometheus System Monitoring Tool on Ubuntu 20.04](https://www.howtoforge.com/how-to-install-prometheus-on-ubuntu-20-04) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” A standard system administration guide explaining the manual compilation, security provisioning, and installation of the Prometheus system monitoring engine on Ubuntu 20.04 LTS servers. Focuses on directory provisioning, systemd automation, and basic target verification.
@@ -82,6 +83,11 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2019)** [youtube playlist: How to setup Prometheus 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-anCTn6um3BDsoHnIr0O2tz3) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A structured video playlist designed for developers and administrators learning Prometheus. Walks through server configuration, writing simple PromQL metric expressions, creating Prometheus alerting rules, and building operational metrics dashboards in Grafana.
 ## Cloud Native Platforms
 
+### AWS
+
+#### Managed Observability
+
+  - **(2026)** [Amazon Managed Service for Prometheus](https://aws.amazon.com/prometheus) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AWS fully-managed metric service designed around open-source Cortex core architecture. Automatically scales telemetry storage, ingestion, and query resources in secure enterprise environments.
 ### Azure
 
 #### Azure Monitor Integration
@@ -89,7 +95,7 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2025)** [Promitor 🌟](https://promitor.io) [C# CONTENT]  [COMMUNITY-TOOL] β€” An Azure Monitor collector that translates native Microsoft cloud diagnostics into a standard Prometheus-compatible API format, linking closed-source telemetry with open tools.
 ### Google Cloud Platform
 
-#### Managed Observability
+#### Managed Observability (1)
 
   - **(2026)** [cloud.google.com: Google Cloud Managed Service for Prometheus](https://docs.cloud.google.com/stackdriver/docs/managed-prometheus) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering configuration docs for GCP's managed Prometheus service. Guides users on setting up GKE-based scrapers and writing scalable PromQL statements.
   - **(2021)** [cloud.google.com: Get planet-scale monitoring with Managed Service for Prometheus](https://cloud.google.com/blog/products/operations/introducing-google-cloud-managed-service-for-prometheus) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement details of Google's managed Prometheus service. Details how GCP scales metric workloads globally using Monarch storage engines while preserving native PromQL and operator structures.
@@ -98,17 +104,20 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2022)** [cloud.google.com: Google Cloud Managed Service for Prometheus is now generally available](https://cloud.google.com/blog/products/devops-sre/easy-managed-prometheus-metrics-service-for-kubernetes) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Historical general availability statement for Google's managed Prometheus. Highlights seamless backend compatibility designed to handle high-frequency system workloads.
 ### Kubernetes
 
-#### Multi-Arch Telemetry
+#### Helm Deployments
+
+  - **(2026)** [prometheus-community/kube-prometheus-stack 🌟🌟](https://artifacthub.io/packages/helm/prometheus-community/kube-prometheus-stack) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The standard Helm chart package representing the Kubernetes Prometheus Operator stack. Streamlines deployment of custom resources like ServiceMonitors and PrometheusRules.
+#### Multi-arch Telemetry
 
   - **(2025)** [==Cluster Monitoring stack for ARM / X86-64 platforms==](https://github.com/carlosedp/cluster-monitoring) ⭐ 754  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.
 ## Infrastructure
 
 ### Message Brokers
 
-#### ActiveMQ
+#### Activemq
 
   - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) ⭐ 1024  [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official source repository for Apache ActiveMQ Artemis. Built with Netty, this broker delivers low-latency messaging, supports AMQP, MQTT, and STOMP, and provides an efficient data distribution engine for high-density architectures.
-## Infrastructure as Code
+## Infrastructure As Code
 
 ### Ansible
 
@@ -126,31 +135,39 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Telegraf Deployment
 
   - **(2024)** [Telegraf Ansible Role](https://github.com/rossmcdonald/telegraf) [SHELL CONTENT]  [COMMUNITY-TOOL] β€” Ansible playbook role to provision and configure the Telegraf agent across varied Linux operating systems. Automates configuration generation and systemd unit registration.
+### Helm
+
+#### Prometheus Deployment (1)
+
+  - **(2023)** [Setup Prometheus Using Helm Chart on Kubernetes](https://devopscube.com/setup-prometheus-helm-chart) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical guide on installing a production-ready Prometheus instance into Kubernetes using Helm. Explains configuring persistent storage claims, setting retention policies, and overriding default ingress objects.
 ### Package Archives
 
 #### Metric Collection
 
   - **(2020)** [telegraf-1.14.0-1 (rpm)](https://www.influxdata.com/time-series-platform/telegraf) [NONE CONTENT]  [LEGACY] β€” A targeted RPM bundle archive compiling Telegraf 1.14 alongside dependencies like Apache ActiveMQ scripts. Retained for air-gapped systems running legacy RedHat workloads.
+#### Visualization
+
+  - **(2020)** [grafana-6.7.2-1.x86_64.rpm](https://grafana.com) [NONE CONTENT]  [LEGACY] β€” A legacy RPM binary package of Grafana 6.7.2. Kept as a reference point for historical dashboards and older enterprise network configurations.
 ## Kubernetes Tools
 
 ### General Reference
 
-  - [openlogic.com: How to develop Grafana Dashboards 🌟](https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openlogic.com: How to develop Grafana Dashboards 🌟 in the Kubernetes Tools ecosystem.
-  - [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io in the Kubernetes Tools ecosystem.
   - [Monitoring Self-Destructing Apps Using Prometheus](https://dzone.com/articles/prometheus-collectors)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Monitoring Self-Destructing Apps Using Prometheus in the Kubernetes Tools ecosystem.
   - [Ensure High Availability and Uptime With Kubernetes Horizontal Pod Autoscaler (HPA) and Prometheus](https://dzone.com/articles/ensure-high-availability-and-uptime-with-kubernete)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Ensure High Availability and Uptime With Kubernetes Horizontal Pod Autoscaler (HPA) and Prometheus in the Kubernetes Tools ecosystem.
   - [Set Up and Integrate Prometheus With Grafana for Monitoring.](https://dzone.com/articles/monitoring-using-spring-boot-20-prometheus-and-gra)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Set Up and Integrate Prometheus With Grafana for Monitoring. in the Kubernetes Tools ecosystem.
+  - [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io in the Kubernetes Tools ecosystem.
   - [dzone.com: Deploying Prometheus and Grafana as Applications Using ArgoCDβ€Šβ€”β€ŠIncluding' Dashboards](https://dzone.com/articles/deploying-prometheus-and-grafana-as-applications-u)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Deploying Prometheus and Grafana as Applications Using ArgoCDβ€Šβ€”β€ŠIncluding' Dashboards== in the Kubernetes Tools ecosystem.
   - [cncf.io: Prometheus announces an Agent to address a new range of use cases](https://www.cncf.io/blog/2021/11/16/prometheus-announces-an-agent-to-address-a-new-range-of-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Prometheus announces an Agent to address a new range of use cases in the Kubernetes Tools ecosystem.
   - [dzone: Flux queries](https://dzone.com/articles/flux-windowing-and-aggregation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Flux queries in the Kubernetes Tools ecosystem.
   - [Example: How to Use Prometheus Monitoring With Java to Gather Data. Gathering' Java Metrics with Prometheus Monitoring (ActiveMQ)](https://www.openlogic.com/blog/prometheus-java-monitoring-and-gathering-data)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Example: How to Use Prometheus Monitoring With Java to Gather Data. Gathering' Java Metrics with Prometheus Monitoring (ActiveMQ) in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opentelemetry-and-jaeger-up-a-level)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cncf.io in the Kubernetes Tools ecosystem.
   - [logz.io](https://logz.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io in the Kubernetes Tools ecosystem.
+  - [openlogic.com: How to develop Grafana Dashboards 🌟](https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openlogic.com: How to develop Grafana Dashboards 🌟 in the Kubernetes Tools ecosystem.
 ## Middleware
 
 ### Messaging Orchestration
 
-#### ActiveMQ Classic
+#### Activemq Classic
 
   - **(2026)** [activemq.apache.org/components/classic/documentation](https://activemq.apache.org/components/classic/documentation) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official operational guidelines for ActiveMQ Classic. Walks developers through configuring JMX performance statistics, thread monitoring, and telemetry collection with tools like Telegraf.
 #### Artemis Extensions
@@ -180,8 +197,9 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 
   - **(2024)** [==github.com/cortexproject/cortex==](https://github.com/cortexproject/cortex) ⭐ 5811  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Open-source repository for Cortex. Implements Prometheus as a service, allowing isolated multi-tenancy, long-term metric durability in object storage (S3/GCS), and horizontally scalable querying.
   - **(2024)** [**Cortex**:](https://cortexmetrics.io) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural landing page of Cortex, an enterprise-grade, horizontally scalable, multi-tenant TSDB. Note: Since 2024-2025, many users have migrated toward Thanos or VictoriaMetrics, yet Cortex remains a highly resilient classic for long-term storage.
-#### InfluxDB
+#### Influxdb
 
+  - **(2022)** [influxdb-templates](https://www.influxdata.com) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Pre-packaged configurations and manifests containing Telegraf setups, dashboards, and alert rules. Simplifies rapid deployment of specialized monitoring tasks (e.g., Redis, Nginx) within InfluxDB.
   - **(2022)** [influxdata.com: InfluxDB Tech Tips: API Invokable Scripts in InfluxDB Cloud](https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-influxdb-cloud) [FLUX CONTENT]  [COMMUNITY-TOOL] β€” Explains how to leverage API Invokable Scripts in InfluxDB Cloud to run parameterized queries over HTTP, creating lightweight backend APIs for custom metric visualization utilities.
   - **(2021)** [influxdata.com: Building a Metrics & Alerts as a Service (MaaS) Monitoring Solution Using the InfluxDB Stack](https://www.influxdata.com/blog/building-a-metrics-alerts-as-a-service-maas-monitoring-solution-using-the-influxdb-stack) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores an architecture for metrics and alerting as a service (MaaS) built on the InfluxDB stack. Highlights utilizing multi-tenancy, dynamic bucket allocations, and custom push metric pipelines.
   - **(2021)** [thenewstack.io: Make a GitOps Workflow Using InfluxDB Templates](https://thenewstack.io/make-a-gitops-workflow-using-influxdb-templates) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Demonstrates how to manage InfluxDB templates inside a GitOps continuous deployment pipeline. Highlights automated testing, version control, and validation of monitoring components via declarative mechanisms.
@@ -196,7 +214,7 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2021)** [github.com/ruanbekker: Thanos Cluster Setup](https://github.com/ruanbekker/thanos-cluster-setup) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Developer guide outlining the architectural deployment of a highly available Thanos cluster with Docker Compose. Demonstrates configuring Thanos Sidecar, Querier, Store Gateway, and S3 object storage targets.
 ### Load Testing
 
-#### k6 Integrations
+#### K6 Integrations
 
   - **(2022)** [youtube: Monitoring your k6 load test: how to install Grafana and Prometheus on a Kubernetes cluster](https://www.youtube.com/watch?v=GL2v81xYuAQ&ab_channel=k6) [GO CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial on integrating k6 load tests with Prometheus and Grafana on Kubernetes. Explains configuring the k6 operator, exposing metrics, and visualising request rate and response distribution dashboards.
 ### Metrics
@@ -206,13 +224,10 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2026)** [==Telegraf Prometheus Output Plugin==](https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client) ⭐ 17615  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Source code and implementation guide for Telegraf's Prometheus output integration. Allows standard push-based collection architectures to export telemetry data via a pull-based scraping API.
 ### Monitoring
 
-#### Metrics Collection
-
-  - **(2024)** [Prometheus](https://nubenetes.com/prometheus/#aws-managed-services-for-prometheus-and-grafana) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.
 #### Prometheus Getting Started
 
   - **(2023)** [grafana.com: Get started with Prometheus with these three easy projects](https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects)  [COMMUNITY-TOOL] β€” A hands-on, multi-project tutorial designed to build core competencies with Prometheus metrics collections, PromQL search syntax, and standard Node Exporter integrations.
-#### Prometheus Meta-Monitoring
+#### Prometheus Meta-monitoring
 
   - **(2023)** [grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs](https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” A high-performance monitoring case study from Grafana Labs. Illustrates the architectural pattern of metamonitoring, utilizing dedicated Prometheus servers to watch, query, and alert on larger global telemetry networks.
 ### Monitoring Integrations
@@ -223,7 +238,7 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Ingress and Proxy
 
   - **(2021)** [dev.to: How to monitor nginx in Kubernetes with Prometheus](https://dev.to/eckelon/how-to-monitor-nginx-in-kubernetes-with-prometheus-j5f) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Covers setting up Prometheus metrics for Nginx in Kubernetes clusters. Discusses configuring sidecars using Nginx VTS or official stub status metrics to trace payload rates and latency distribution.
-### OpenTelemetry
+### Opentelemetry
 
 #### Collector Infrastructure
 
@@ -243,7 +258,7 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 #### SDK Bootstraps
 
   - **(2021)** [OpenTelemetry Launchers 🌟](https://github.com/search?q=org%3Alightstep+launcher) [GO CONTENT]  [COMMUNITY-TOOL] β€” Repository group containing Lightstep’s multi-language configuration wrappers. Designed to assist telemetry setup, though developers in 2026 have transitioned to upstream OTel SDK extensions for long-term support.
-#### Zero-Code Instrumentation
+#### Zero-code Instrumentation
 
   - **(2021)** [thenewstack.io: Lightstep’s OpenTelemetry Launchers Simplify Integration to Line of Code](https://thenewstack.io/lightsteps-opentelemetry-launchers-simplify-integration-to-line-of-code) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Historical analysis of Lightstep’s OTel Launchers, designed to streamline SDK initialization down to a single configuration command. Curator Insight: Provides simplified bootstrappers. Live Grounding: Modern architectures have shifted fully to official upstream OpenTelemetry auto-instrumentation packages.
 ### Prometheus (2)
@@ -296,18 +311,6 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Releases and Governance
 
   - **(2022)** [sysdig.com: Prometheus 2.37 – The first long-term supported release! 🌟](https://www.sysdig.com/blog) [GO CONTENT]  [COMMUNITY-TOOL] β€” Details the architecture and long-term support (LTS) lifecycle of the Prometheus 2.37 release. Addresses enterprise-level security backports, stability matrices, and long-term patch guarantees.
-### SLAs and SLOs
-
-#### Generators
-
-  - **(2023)** [==Sloth 🌟==](https://github.com/slok/sloth) ⭐ 2501  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Sloth is an automated, developer-friendly generator for SLO alerting. Evaluates declarative YAML templates and outputs production-grade PromQL rules representing complex multi-window, multi-burn-rate algorithms.
-  - **(2023)** [==SLO Generator==](https://github.com/google/slo-generator) ⭐ 562  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive open-source tool built to parse SLO specifications and compute service level indicators, supporting data extraction from both Prometheus and diverse multi-cloud storage backends.
-#### Jsonnet Libraries
-
-  - **(2022)** [==slo-libsonnet==](https://github.com/metalmatze/slo-libsonnet) ⭐ 118  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A modular Jsonnet library designed for defining and generating Prometheus-based SLOs, multi-window burn rates, and dashboards using a modular configuration-as-code pattern. Highly compatible with kube-prometheus.
-#### Reference Implementation
-
-  - **(2021)** [==opensource.google: Prometheus SLO example==](https://github.com/google/prometheus-slo-burn-example) ⭐ 142  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's open-source templates demonstrating complex multi-window, multi-burn-rate Alerting on Service Level Objectives (SLOs) within Prometheus. Establishes the standard implementation of modern SRE monitoring guidelines.
 ### Scraping and Exporters
 
 #### Blackbox Probing
@@ -330,12 +333,24 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
   - **(2020)** [engineeringblog.yelp.com: Improving the performance of the Prometheus JMX Exporter](https://engineeringblog.yelp.com/2020/10/improving-the-performance-of-the-prometheus-jmx-exporter.html) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study exploring performance bottlenecks in the standard JMX Exporter. Details tuning allocations and scrape intervals to dramatically reduce CPU and garbage collection overhead in heavily metrics-dense Cassandra clusters.
 #### Kubernetes Exporters
 
-  - **(2023)** [==sstarcher/helm-exporter==](https://github.com/sstarcher/helm-exporter) ⭐ 301  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Prometheus exporter designed to surface real-time metrics for deployed Helm releases. It monitors charts metadata, tracking status, revisions, and health states across namespaces to empower advanced alert rules.
   - **(2023)** [==k8s-image-availability-exporter==](https://github.com/deckhouse/k8s-image-availability-exporter) ⭐ 251  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Prometheus exporter that continuously verifies container registry availability for images specified in Kubernetes configurations. Helps catch container start failures (e.g., ErrImagePull) before pods crash.
+  - **(2023)** [==sstarcher/helm-exporter==](https://github.com/sstarcher/helm-exporter) ⭐ 301  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A Prometheus exporter designed to surface real-time metrics for deployed Helm releases. It monitors charts metadata, tracking status, revisions, and health states across namespaces to empower advanced alert rules.
 #### Security Exporters
 
   - **(2024)** [==enix/x509-certificate-exporter==](https://github.com/enix/x509-certificate-exporter) ⭐ 929  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Highly configurable Prometheus exporter focused on scanning and detecting TLS/SSL certificates from filesystems, Kubernetes Secrets, and PEM files. Helps automatically alert on expiring network assets.
   - **(2021)** [==muxinc/certificate-expiry-monitor==](https://github.com/muxinc/certificate-expiry-monitor) ⭐ 169  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Lightweight utility that continuously monitors the expiration of X.509 SSL/TLS certificates. Generates metrics consumable by Prometheus to allow early alerting on certificate renewals.
+### Slas and Slos
+
+#### Generators
+
+  - **(2023)** [==Sloth 🌟==](https://github.com/slok/sloth) ⭐ 2501  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Sloth is an automated, developer-friendly generator for SLO alerting. Evaluates declarative YAML templates and outputs production-grade PromQL rules representing complex multi-window, multi-burn-rate algorithms.
+  - **(2023)** [==SLO Generator==](https://github.com/google/slo-generator) ⭐ 562  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive open-source tool built to parse SLO specifications and compute service level indicators, supporting data extraction from both Prometheus and diverse multi-cloud storage backends.
+#### Jsonnet Libraries
+
+  - **(2022)** [==slo-libsonnet==](https://github.com/metalmatze/slo-libsonnet) ⭐ 118  [JSONNET CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A modular Jsonnet library designed for defining and generating Prometheus-based SLOs, multi-window burn rates, and dashboards using a modular configuration-as-code pattern. Highly compatible with kube-prometheus.
+#### Reference Implementation
+
+  - **(2021)** [==opensource.google: Prometheus SLO example==](https://github.com/google/prometheus-slo-burn-example) ⭐ 142  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Google's open-source templates demonstrating complex multi-window, multi-burn-rate Alerting on Service Level Objectives (SLOs) within Prometheus. Establishes the standard implementation of modern SRE monitoring guidelines.
 ### System Monitoring
 
 #### Linux
@@ -346,23 +361,14 @@ description: "Top Prometheus resources for 2026, AI-ranked: OpenTelemetry Collec
 #### Cardinality Management
 
   - **(2020)** [influxdata.com: Three Ways to Keep Cardinality Under Control When Using Telegraf](https://www.influxdata.com/blog/three-ways-to-keep-cardinality-under-control-when-using-telegraf) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Addresses strategies to control high-cardinality metadata tag explosions inside InfluxDB and other time-series databases. Outlines data lifecycle controls and tag-filtering options inside Telegraf.
-### Visualization
+### Visualization (1)
 
 #### Grafana Dashboards
 
   - **(2026)** [Grafana Dashboards with Telegraf Collectors](https://grafana.com/grafana/dashboards/?collector=Telegraf) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curated dashboard collection optimized for displaying metrics gathered via Telegraf. Provides visual paradigms for memory, system operations, disk throughput, and CPU scaling.
-## Systems Design
-
-### Observability (2)
-
-#### Infrastructure Design
-
-##### Telemetry Pipelines
-
-  - **(2022)** [learnsteps.com: Monitoring Infrastructure System Design](https://www.learnsteps.com/monitoring-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown of designing an end-to-end monitoring infrastructure from scratch. Examines the selection of pull vs. push telemetry models, buffer queues (like Kafka), and time-series databases (TSDBs). Curator Insight: High-level overview of system design for monitoring platforms. Live Grounding: Serves as a great architectural primer for platform engineering teams building internal metrics systems.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/public-cloud-solutions.md b/v2-docs/public-cloud-solutions.md
index 8bb5cc24..2e63146f 100644
--- a/v2-docs/public-cloud-solutions.md
+++ b/v2-docs/public-cloud-solutions.md
@@ -54,7 +54,7 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
   - **(2026)** [faddom.com: Cloud Computing Costs & Pricing Comparisons for 2023](https://faddom.com/cloud-computing-costs-and-pricing-comparison)  [COMMUNITY-TOOL] [GUIDE] β€” A detailed 2023 summary of public cloud pricing trends and total cost of ownership (TCO) calculators. It focuses on under-provisioned resources and hidden storage costs. Live grounding highlights its value as a foundational reference for optimization algorithms in cloud management platforms.
 ## Cloud Learning
 
-### Multi-Cloud Strategy
+### Multi-cloud Strategy
 
 #### Business Case
 
@@ -75,10 +75,10 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
 
 ### Architecture
 
-#### Multi-Cloud Assessment
+#### Multi-cloud Assessment
 
   - **(2026)** [digitalisationworld.com: Multicloud: Two truths and a lie](https://digitalisationworld.com/blogs/57435/multicloud-two-truths-and-a-lie)  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical exploration of the strategic myths versus realities of adopting a multi-cloud architecture. It warns against unnecessary engineering overhead and complex network topology while admitting its value in high-availability designs. Live grounding supports its status as a valuable corporate reality check.
-### Blockchain as a Service
+### Blockchain As A Service
 
 #### Distributed Ledgers
 
@@ -90,12 +90,12 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
   - **(2026)** [acloudguru.com: Cloud developer tooling compared: AWS vs. Azure vs. GCP](https://www.pluralsight.com/resources/blog/cloud/cloud-developer-tooling-compared-aws-vs-azure-vs-gcp)  [COMMUNITY-TOOL] [GUIDE] β€” A detailed technical review comparing native CLI tools, IDE plugins, CI/CD runtimes, and Infrastructure as Code integrations across AWS, Azure, and GCP. It provides architects with insights into developer velocity. Live grounding demonstrates its ongoing relevance as cloud-native toolchains continue to converge.
 ### Hyperscalers (2)
 
-#### AWS-Azure-GCP comparison
+#### Aws-azure-gcp Comparison
 
   - **(2026)** [intellipaat.com: AWS vs Azure vs Google – Detailed Cloud Comparison](https://intellipaat.com/blog/aws-vs-azure-vs-google-cloud)  [COMMUNITY-TOOL] [GUIDE] β€” A side-by-side technical comparison of services across AWS, Azure, and Google Cloud Platform. It charts corresponding compute, networking, database, and IAM paradigms. Live grounding proves its value as a rapid reference for architects translating infrastructure footprints between cloud providers.
-### Internet of Things
+### Internet Of Things
 
-#### IoT Cloud Platforms
+#### Iot Cloud Platforms
 
   - **(2026)** [iot-analytics.com: The IoT cloud: Microsoft Azure vs. AWS vs. Google Cloud](https://iot-analytics.com/iot-cloud) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” An in-depth IoT Analytics report mapping the differences in IoT architectures, ingestion protocols, and message-broker setups across AWS, Azure, and Google Cloud. Live grounding highlights the strategic exit of GCP IoT Core, which shifted the enterprise IoT landscape heavily toward Azure IoT Hub and AWS IoT.
 ### Kubernetes Management
@@ -120,7 +120,7 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
   - **(2026)** [acloudguru.com: Cloud security comparison: AWS vs. Azure vs. GCP](https://www.pluralsight.com/resources/blog/cloud/cloud-security-comparison-aws-vs-azure-vs-gcp)  [COMMUNITY-TOOL] [GUIDE] β€” An analytical breakdown evaluating the native security architectures of AWS, Azure, and Google Cloud. It details default encryption mechanisms, fine-grained access management (IAM), and compliance frameworks. Live grounding validates its position as a highly targeted study guide for multi-cloud security certifications.
 ### Service Mapping (1)
 
-#### AWS-Azure Mapping
+#### Aws-azure Mapping
 
   - **(2026)** [cloudtechtwitter.com: Let's check about AWS v/s Azure Service](https://www.cloudtechtwitter.com/2022/05/lets-check-about-aws-vs-azure-services.html)  [COMMUNITY-TOOL] β€” A direct comparison table matching corresponding AWS and Azure services for infrastructure architects translating environments. Includes virtualization, identity governance, and container orchestration layers. Live grounding demonstrates its high value as a quick-lookup cheatsheet during design sprints.
 ### Storage Architectures
@@ -137,15 +137,15 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
 
 ### Regulatory Ecosystems
 
-#### Gaia-X Core
+#### Gaia-x Core
 
   - **(2026)** [Gaia-X.eu](https://gaia-x.eu) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official portal for Gaia-X, a European initiative seeking to establish unified requirements for an open, secure, and federated data architecture. Curated as a data sovereignty system; live grounding reflects its transition from theoretical architectural documents to real-world deployment of Gaia-X Compliance Engines.
-#### Gaia-X Dossier
+#### Gaia-x Dossier
 
   - **(2026)** [GAIA-X: A Federated Data Infrastructure for Europe](https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html) [ADVANCED LEVEL]  [EMERGING] β€” German Federal Ministry dossier presenting Gaia-X's vision for data sovereignty, interoperability, and reducing hyperscaler lock-in across the EU. Live grounding demonstrates its influence on emerging EU legislation (Data Act) and federated cloud-computing structures in highly regulated sectors.
 ## Infrastructure Resilience
 
-### Outage Post-Mortem
+### Outage Post-mortem
 
 #### AWS Failure Analysis
 
@@ -166,7 +166,7 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
 #### Google GKE Costs
 
   - **(2026)** [Google cloud kubernetes pricing](https://cloud.google.com/kubernetes-engine/pricing)  [COMMUNITY-TOOL] β€” Google Kubernetes Engine (GKE) pricing details, introducing Autopilot vs Standard modes. Analyzes cluster management fees, dynamic provisioning costs, and spot instance discounts. Live grounding confirms GKE Autopilot as the industry standard for highly optimized serverless container architectures.
-### Red Hat OpenShift
+### Red Hat Openshift
 
 #### Azure Integration
 
@@ -174,14 +174,14 @@ description: "Top Public Cloud Solutions resources for 2026, AI-ranked: OpenShif
 #### Enterprise Costs
 
   - **(2026)** [Openshift.com pricing](https://www.redhat.com/en/technologies/cloud-computing/openshift/pricing) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat's official licensing, pricing, and deployment cost matrix for its enterprise-grade OpenShift container platform. It outlines bare-metal setups, hybrid pricing, and cloud integrations. Live grounding validates OpenShift as the premier choice for highly regulated, security-critical multi-cloud microservices.
-### VMware Tanzu
+### Vmware Tanzu
 
 #### Platform Operations
 
   - **(2026)** [Pivotal.io: Pivotal Container Service (PKS), owned by VMware](https://pivotal.io/platform/pivotal-container-service) [ADVANCED LEVEL]  [LEGACY] β€” Originally Pivotal Container Service (PKS), this enterprise-ready Kubernetes runtime has been integrated directly into the VMware Tanzu Portfolio. It features multi-cluster management, declarative deployment, and deep integration with NSX-T networking. Live grounding labels the PKS brand as legacy, now superseded by Tanzu Kubernetes Grid.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md)
+πŸ’‘ **Explore Related:** [AWS](./aws.md) | [Azure](./azure.md) | [AWS Security](./aws-security.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/pulumi.md b/v2-docs/pulumi.md
index fd68c812..01098b44 100644
--- a/v2-docs/pulumi.md
+++ b/v2-docs/pulumi.md
@@ -9,21 +9,21 @@ description: "Top Pulumi resources for 2026, AI-ranked: Pulumi, Pulumi VS Terraf
 !!! info "Architectural Context"
     Detailed reference for Pulumi - Modern Infrastructure as Code in the context of Hardened Infrastructure.
 
-## Cloud-Native Provisioning
+## Cloud-native Provisioning
 
 ### Serverless Containers
 
 #### AWS Fargate
 
   - **(2026)** [pulumi.com: Running Containers on ECS Fargate](https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate) [TYPESCRIPT CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Architecture guide detailing how to use Pulumi to configure AWS ECS Fargate environments. Covers programmatic configuration of subnets, target groups, auto-scaling thresholds, and secure IAM policies.
-## Infrastructure as Code
+## Infrastructure As Code
 
 ### API Integration
 
 #### Pulumi
 
   - **(2021)** [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api) [JSON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical briefing on the Pulumi REST API, enabling software engineering organizations to programmatically trigger, query, and govern cloud deployments directly from custom developer platforms.
-### CICD Integration
+### CICD
 
 #### Pulumi (1)
 
@@ -52,12 +52,12 @@ description: "Top Pulumi resources for 2026, AI-ranked: Pulumi, Pulumi VS Terraf
 #### Pulumi (3)
 
   - **(2022)** [travis.media: Pulumi Tutorial: Automate Kubernetes Deployments and Operations with this Complete Guide](https://travis.media/blog/pulumi-tutorial-automate-kubernetes-operations) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” End-to-end tutorial detailing the programmatic definition of namespaces, ingress controllers, replicas, and pod affinity rules inside target Kubernetes environments using Pulumi's type-safe bindings.
-### Multi-Cloud
+### Multi-cloud
 
 #### Pulumi Registry
 
   - **(2024)** [Pulumi Cloud Providers](https://www.pulumi.com/registry/packages) [MULTI-LANGUAGE CONTENT]  [COMMUNITY-TOOL] β€” The central registry portal hosting official Pulumi cloud infrastructure providers. Enables multi-cloud platform declaration (AWS, Kubernetes, Azure, GCP) using modern programming languages, supporting highly parameterized microservice deployments.
-### Multi-Cloud Provisioning
+### Multi-cloud Provisioning
 
 #### Comparisons
 
@@ -81,16 +81,9 @@ description: "Top Pulumi resources for 2026, AI-ranked: Pulumi, Pulumi VS Terraf
 #### Pulumi Registry (1)
 
   - **(2021)** [siliconangle.com: Pulumi’s new registry aims to ease sharing and reusing cloud infrastructure building blocks](https://siliconangle.com/2021/10/18/pulumis-new-registry-makes-easy-share-reuse-cloud-infrastructure-building-blocks)  [COMMUNITY-TOOL] β€” Detailed insight into the launch of the Pulumi Registry, a public marketplace supporting modular package sharing and reusability of multi-cloud components across diverse language boundaries.
-## Kubernetes Developer Experience
-
-### Graph-Based Dev and Test
-
-#### Garden Documentation
-
-  - **(2021)** [garden.io: cloud native devops platform](https://docs.garden.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural specifications for the Garden orchestration tool. Details graph configurations, Helm-based packaging models, pipeline test automation patterns, and enterprise testing setups inside remote clusters.
 
 ---
-πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Crossplane](./crossplane.md)
+πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [IaC](./iac.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/python.md b/v2-docs/python.md
index 3ea4eeab..78c737b8 100644
--- a/v2-docs/python.md
+++ b/v2-docs/python.md
@@ -54,7 +54,7 @@ description: "Top Python resources for 2026, AI-ranked: PyGithub, Click and more
   - **(2015)** [How To Deadlock Your Python With getaddrinfo()](https://emptysqua.re/blog/getaddrinfo-deadlock) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical analysis explaining threading blockages and deadlocks caused by concurrent calls to glibc DNS resolution. Crucial for engineering reliable microservices on POSIX environments.
 ### Protocols and API Design
 
-#### E-Mail Services
+#### E-mail Services
 
   - **(2015)** [==Yagmail: Python e-mail library==](https://github.com/kootenpv/yagmail) ⭐ 2726  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A simplified, robust Gmail and SMTP automation client for Python. Simplifies the boilerplate needed for multi-part messages, inline attachment encoding, and HTML structures.
 ### Python Ecosystem
@@ -66,7 +66,7 @@ description: "Top Python resources for 2026, AI-ranked: PyGithub, Click and more
 #### Enterprise Integration
 
   - **(2019)** [Microsoft: Python Engineering](https://devblogs.microsoft.com/python) [MARKDOWN CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official Microsoft blog detailing corporate tooling improvements, PyCharm and VSCode engineering collaborations, Windows system level optimizations, and CPython interpreter speed investments.
-#### Full-Stack Development
+#### Full-stack Development
 
   - **(2012)** [Full Stack Python is an open book that explains each Python web application stack layer and provides the best web resources for those topics](https://www.fullstackpython.com) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive open-access roadmap classifying the entire Python web stack. Details deployments, databases, security configurations, and web servers, bridging the gap between basic code and production scaling.
 #### Interactive Learning
@@ -174,7 +174,7 @@ Live Grounding: Details search implementations, algorithmic sorting complexities
   - **(2023)** [anaconda.com: Why Data Scientists Should Be Excited About Python in Excel](https://www.anaconda.com/blog/why-data-scientists-should-be-excited-about-python-in-excel) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Details Anaconda's direct integration of the Python runtime inside Microsoft Excel. Analyzes how this architecture enables enterprise data analysts to execute pandas, statsmodels, and visualization routines locally inside spreadsheets without complex external environments.
 ### Databases and Storage
 
-#### ORMs
+#### Orms
 
   - **(2021)** [towardsdatascience.com: Work with SQL in Python Using SQLAlchemy and Pandas](https://towardsdatascience.com/work-with-sql-in-python-using-sqlalchemy-and-pandas-cd7693def708) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Constructs high-performance database extraction architectures by binding SQLAlchemy configurations directly to Pandas workflows.
 Live Grounding: Explains object-relational abstraction mechanisms, parameterized SQL queries, memory management during dataframe ingestion, and database engine parameters.
@@ -222,6 +222,9 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
   - **(2025)** [**WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows**](https://sourceforge.net/projects/winpython) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents WinPython as a portable, isolated scientific Python distribution for Windows environments. Live Grounding confirms its value for locked-down systems, giving data scientists complete offline capabilities without requiring administrator installation permissions.
 ### Tooling
 
+#### Data Wrangling
+
+  - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight outlines VS Code's visual data preparation extension. Live Grounding shows that Data Wrangler bridges the visual gap in exploratory data analysis (EDA), generating reproducible Python code in Pandas and Polars dialects directly inside Jupyter environments.
 #### Excel Integration
 
   - **(2024)** [pyxll-jupyter: Integration for Jupyter notebooks and Microsoft Excel](https://github.com/pyxll/pyxll-jupyter) ⭐ 162  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight showcases PyXLL-Jupyter as an extension that runs Jupyter notebooks directly inside Excel sheets. Live Grounding confirms it serves as a critical bridge in corporate financial modeling, allowing analysts to enrich spreadsheet data using high-powered Python libraries.
@@ -284,7 +287,7 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
   - **(2021)** [dashbird.io: 8 Must-Know Tricks to Use S3 More Effectively in Python](https://dashbird.io/blog/aws-s3-python-tricks) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight outlines S3 optimization patterns in Python, including multipart transfers and concurrency tuning. Live Grounding emphasizes these optimizations are critical in high-throughput pipelines, directly impacting network resource management and costs in production cloud architectures.
 ### Data Engineering (2)
 
-#### MLOps Architecture
+#### Mlops Architecture
 
   - **(2021)** [**huyenchip.com: Why data scientists shouldn’t need to know Kubernetes**](https://huyenchip.com/2021/09/13/data-science-infrastructure.html) [NOT APPLICABLE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents an argument for abstracting infrastructure layer complexities away from data science personas. Live Grounding confirms that modern MLOps architectures emphasize platform engineering teams, deploying orchestration platforms that expose abstract pipelines while silently managing underlying Kubernetes workloads.
 ### DevOps (1)
@@ -292,6 +295,9 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
 #### Cloud Automation
 
   - **(2014)** [Managing the Cloud with a Few Lines of Python (EuroPython 2014)](https://pyvideo.org/video/2987/managing-the-cloud-with-a-few-lines-of-python) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight indexes a EuroPython presentation on utilizing Python to script cloud systems. Live Grounding positions this as a major historical milestone, showcasing the fundamental paradigms that enabled modern declarative and programmatic Infrastructure-as-Code (IaC) architectures.
+#### Command Line Utilities
+
+  - **(2016)** [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as β€˜Name’)](https://pypi.org/project/ec2-ssh-yplan) [PYTHON CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents a set of CLI wrappers for resolving AWS EC2 instance metadata to facilitate fast SSH access. Live Grounding indicates that modern secure architectures prioritize AWS Systems Manager Session Manager (SSM) and private endpoint setups over direct, port-22 SSH routing models.
 ### Kubernetes (1)
 
 #### Data Science Platform
@@ -314,7 +320,7 @@ Live Grounding: Synthesizes programmatic data mining, parsing web crawler paths
   - **(2021)** [mherman.org: Scaling Flask with Kubernetes 🌟](https://mherman.org/presentations/flask-kubernetes) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural case study detailing horizontal scaling of Python Flask APIs inside Kubernetes clusters. Reviews setup of ingress layers, resource requests/limits, Horizontal Pod Autoscalers, and persistent data layers.
 ### Dependency Management
 
-#### AI-Driven Operations
+#### Ai-driven Operations
 
   - **(2023)** [Project Thoth](https://thoth-station.ninja) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Project Thoth is Red Hat's AI-driven build engine providing automated recommendations on Python packaging setups. Recommends target-optimized, secure package versions by tracking execution metrics, compatibility bugs, and vulnerability profiles in container runtimes.
 #### Package Security
@@ -431,7 +437,7 @@ Live Grounding: Explores system-level database hooks, mock execution paradigms,
 #### Migration
 
   - **(2016)** [Python FAQ: Why should I use Python 3? 🌟](https://eev.ee/blog/2016/07/31/python-faq-why-should-i-use-python-3)  [COMMUNITY-TOOL] β€” Thorough technical justification for upgrading from Python 2 to Python 3, covering unicode string representation, syntax improvements, core engine optimizations, and ecosystem support. Represents a vital historical milestone in the migration timeline.
-#### Object-Oriented Programming
+#### Object-oriented Programming
 
   - **(2021)** [analyticsindiamag.com: Object-Oriented Programming with Python](https://analyticsindiamag.com/object-oriented-programming-python)  [COMMUNITY-TOOL] β€” Deeply explores core OOP principles within Python, covering classes, method resolution order (MRO), inheritance, abstract classes, encapsulation, and magic/dunder methods to ensure high architectural modularity.
   - **(2021)** [blog.teclado.com: Python Methods: Instance, Static and Class](https://blog.teclado.com/python-methods-instance-static-class)  [COMMUNITY-TOOL] β€” Technical dissection of method boundaries in Python objects. Contrasts instance methods (`self`) with dynamic factory capabilities of classmethods (`cls`) and namespace-isolated staticmethods.
@@ -440,7 +446,7 @@ Live Grounding: Explores system-level database hooks, mock execution paradigms,
   - **(2021)** [freecodecamp.org: Python String split() and join() Methods – Explained with Examples](https://www.freecodecamp.org/news/python-string-split-and-join-methods-explained-with-examples)  [COMMUNITY-TOOL] [GUIDE] β€” Outlines basic usage of Python's string manipulation methods `split()` and `join()`. Shows how these helper functions parse tokens and clean unstructured user payloads efficiently.
 ### Python Database
 
-#### SQLite
+#### Sqlite
 
   - **(2021)** [kdnuggets.com: How To Build A Database Using Python](https://www.kdnuggets.com/2021/09/build-database-using-python.html)  [COMMUNITY-TOOL] [GUIDE] β€” Guides backend engineers on instantiating relational databases using standard library `sqlite3`. Covers schema definitions, transactional execution loops, mapping queries, and processing raw record payloads securely.
 ### Python Ecosystem (1)
@@ -453,12 +459,12 @@ Live Grounding: Explores system-level database hooks, mock execution paradigms,
   - **(2021)** [genbeta.com: Python se convierte en el lenguaje de programaciΓ³n mΓ‘s popular segΓΊn el Γ­ndice TIOBE: adiΓ³s al largo reinado de C](https://www.genbeta.com/actualidad/python-se-convierte-lista-tiobe-lenguaje-popular-red-superando-incluso-a-c) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Article in Spanish covering Python's rise to the number one spot on the TIOBE Index. Discusses trends across data science, web development, and educational adoption driving Python's ecosystem dominance.
 ### Python GUI
 
-#### PyQt
+#### Pyqt
 
   - **(2016)** [Create a GUI Application Using Qt and Python in Minutes: Example Web Browser](https://www.digitalpeer.com/blog/create-a-gui-application-using-qt-and-python-in-minutes-example-web-browser)  [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step tutorial on building desktop graphical user interfaces using PyQt and QtWebEngine. Explains MVC architecture in Python GUI frameworks and quickly instantiates a minimal web browser interface, detailing event loop integrations.
 ### Python Microservices
 
-#### gRPC
+#### Grpc
 
   - **(2021)** [realpython.com: Python Microservices With gRPC 🌟](https://realpython.com/python-microservices-grpc) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Architectural tutorial demonstrating how to build robust, high-performance microservices in Python using gRPC and Protocol Buffers. Explores synchronous and asynchronous streaming mechanisms over HTTP/2, facilitating rapid inter-service communication.
 ### Python Observability
@@ -492,7 +498,7 @@ Live Grounding: Explores system-level database hooks, mock execution paradigms,
   - **(2021)** [opensource.com: Make your API better with this positional trick from Python 3.8](https://opensource.com/article/21/5/python-38-features) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Explains how to use Python 3.8's positional-only argument separator ('/') to construct secure and declarative APIs. Analyzes parameters isolation, namespace safety, and backwards compatibility advantages for package developers.
 ### API Integration
 
-#### GitHub Automation
+#### Github Automation
 
   - **(2026)** [==PyGithub 🌟==](https://github.com/PyGithub/PyGithub) ⭐ 7724  [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A fully featured, object-oriented Python library designed to interact with the complete GitHub REST API v3 and GitHub Enterprise instances. Simplifies execution of automated repository operations, pull request management, security vulnerability reviews, and release deployment pipelines directly via Python applications.
 #### HTTP Clients
@@ -517,7 +523,7 @@ Live Grounding: Evaluates web stream automation, messaging integrations, graphic
 #### Automated Billing
 
   - **(2024)** [==github.com: Django app + RESTful API for automatic billing==](https://github.com/silverapp/silver) ⭐ 309  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Silver is an open-source invoicing and automated billing engine built on Django, offering declarative RESTful structures for subscription management. Enables seamless mapping of custom invoice workflows and state machines. Excellent enterprise baseline for custom financial systems.
-### CI-CD
+### CICD
 
 #### Code Quality
 
@@ -597,7 +603,7 @@ Live Grounding: Identifies trends in cloud automation, microservice scripting, d
 
   - **(2022)** [javarevisited.blogspot.com: Java vs Python - Which Programming Language beginners should learn in 2022?](https://javarevisited.blogspot.com/2018/06/java-vs-python-which-programming-language-to-learn-first.html) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A technical comparison of static type execution in Java versus dynamic runtimes in Python.
 Live Grounding: Reviews execution overhead profiles, virtual machine performance, learning paths, and application design parameters across enterprise development landscapes.
-### IDEs and Editors
+### Ides and Editors
 
 #### Eclipse Integration
 
@@ -613,7 +619,7 @@ Live Grounding: Walks through scaling paths, rotational modifications, dynamic c
 #### Feature Management
 
   - **(2021)** [Python Feature Flag Resources/Solutions](https://featureflags.io/python-feature-flags) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight aggregates feature flagging solutions for Python-based stacks. Live Grounding emphasizes that modern distributed microservices rely on dynamic flag management platforms (such as Unleash or LaunchDarkly) to execute runtime decoupling, safe continuous delivery, and progressive rollout protocols without service disruption.
-### Object-Oriented Programming (1)
+### Object-oriented Programming (1)
 
 #### Attributes
 
@@ -633,7 +639,7 @@ Live Grounding: Deep-dives into subclassing mechanics, resolving method chains v
 #### Functional Programming (1)
 
   - **(2021)** [realpython.com: Functional Programming in Python](https://realpython.com/courses/functional-programming-python) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Investigates functional paradigms within Python, detailing immutability, side-effect isolation, and first-class functions. Provides tactical advice on leveraging the standard libraries 'functools' and 'itertools' to generate declarative and highly unit-testable application code.
-#### Object-Oriented Programming (2)
+#### Object-oriented Programming (2)
 
   - **(2023)** [freecodecamp.org: How to Build an Online Banking System – Python Object-Oriented Programming Tutorial](https://www.freecodecamp.org/news/how-to-build-an-online-banking-system-python-oop-tutorial) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Hands-on tutorial building a simulated online banking API to explore OOP design patterns. Walks through practical use cases of structural encapsulation, class-based inheritance, and custom exception handling within a financial business domain.
 ### Python (3)
@@ -682,7 +688,7 @@ Live Grounding: Deep-dives into subclassing mechanics, resolving method chains v
   - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) ⭐ 2096  [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight highlights Pydeps as a visual engine designed to diagram python import structures. Live Grounding validates its status as an excellent tool for architectural decomposition, enabling teams to trace cyclic dependencies and plan clean decoupling pathways.
 ### Python Development
 
-#### Command-Line Utilities
+#### Command-line Utilities
 
   - **(2026)** [==Click 🌟==](https://click.palletsprojects.com/en/stable) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Python's premier command-line interface creation kit, designed to make writing composable CLI tools quick and fun with minimal boilerplate. Leverages Python decorators to declare options, arguments, and validation logic, offering a highly structured runtime environment with native support for nested commands and automated help page generation.
 ### Python Fundamentals
@@ -825,7 +831,7 @@ Live Grounding: Assesses PyScript's interface layer, detailing direct DOM manipu
   - **(2015)** [TDD with Django, from scratch: a beginner's intro to testing and web development](https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Historical tutorial introducing Test-Driven Development (TDD) concepts in Django. Evaluates assertion workflows, testing isolated model components, and unit test integrations within early Python CI environments.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/qa.md b/v2-docs/qa.md
index b2c130af..93900f4b 100644
--- a/v2-docs/qa.md
+++ b/v2-docs/qa.md
@@ -46,7 +46,7 @@ description: "Top QA resources for 2026, AI-ranked: Awesome Test Automation, JUn
 #### Quality Management
 
   - **(2019)** [infoq.com: Maintaining Software Quality with Microservices](https://www.infoq.com/presentations/microservices-software-quality) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An InfoQ presentation focused on maintaining system quality across highly decentralized architectures. Recommends contract-validation paradigms, automated dependency monitors, and distributed tracing configurations.
-### Multi-Cloud Strategies
+### Multi-cloud Strategies
 
 #### Performance Engineering
 
@@ -84,16 +84,23 @@ description: "Top QA resources for 2026, AI-ranked: Awesome Test Automation, JUn
 #### Tracing
 
   - **(2021)** [SystemTap](https://sourceware.org/systemtap) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep diagnostic software for Linux kernels allowing engineers to trace system calls and profile execution pathways in black-box binaries dynamically without recompilation.
+## Kubernetes Developer Experience
+
+### Inner-loop Automation
+
+#### Guides
+
+  - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Comprehensive multi-part review of critical Kubernetes development tools. Examines deployment mechanisms (Helm, Kustomize), real-time sync engines (Skaffold, Tilt, Garden), IDE extensions, and container building alternatives.
 ## Security
 
-### CICD Integration
+### CICD
 
 #### Jenkins
 
   - **(2021)** [meetup.com: A single open-source security scanner for most languages on Jenkins](https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789)  [COMMUNITY-TOOL] β€” Detailed talk recording and presentation outline exploring the integration of unified open-source security static analysis tools within classic Jenkins automation pipelines.
 ### Static Analysis
 
-#### AI-assisted
+#### Ai-assisted
 
   - **(2023)** [Metabob](https://metabob.com) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” AI-assisted static code analysis platform designed to detect complex logical anomalies and security vulnerabilities in repositories using graph-based neural representations of code syntax.
 #### Fuzzing
@@ -180,7 +187,7 @@ description: "Top QA resources for 2026, AI-ranked: Awesome Test Automation, JUn
   - **(2022)** [thenewstack.io: 7 Benefits of Testing in Isolation](https://thenewstack.io/7-benefits-of-testing-in-isolation) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Outlines seven architectural advantages of isolated component testing. Details why using service mocks, localized databases, and sandboxed test environments accelerates regression tracking and simplifies dependency configurations.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [Test Automation Frameworks](./test-automation-frameworks.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md) | [SRE](./sre.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/rancher.md b/v2-docs/rancher.md
index 68242901..64792303 100644
--- a/v2-docs/rancher.md
+++ b/v2-docs/rancher.md
@@ -29,7 +29,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
   - **(None)** [](https://www.suse.com/c/rancher_blog/deploy-kubernetes-clusters-on-microsoft-azure-with-rancher)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.suse.com/c/rancher_blog/stateful-kubernetes-workloads-on-vsphere-with-rke)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
   - **(None)** [](https://www.suse.com/c/rancher_blog/fleet-management-for-kubernetes-is-here)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
-## CI-CD
+## CICD
 
 ### Infrastructure
 
@@ -50,7 +50,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Archived Projects
 
   - **(2021)** [K3C](https://github.com/rancher/k3c) ⭐ 564  [GO CONTENT] 🌟🌟 [LEGACY] β€” Curator Insight features K3C as a classic lightweight container engine. Live grounding in 2026 confirms that K3C is an archived repository, serving primarily as an intellectual precursor to container daemon simplification and modular containerd patterns.
-## Edge and IoT
+## Edge and Iot
 
 ### Application Lifecycle
 
@@ -72,9 +72,9 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Infrastructure (1)
 
   - **(2020)** [blog.alexellis.io: Bare-metal Kubernetes with K3s](https://blog.alexellis.io/bare-metal-kubernetes-with-k3s) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A foundational tutorial by Alex Ellis on provisioning fully compliant bare-metal Kubernetes nodes on physical hardware using K3s, metalLB, and generic local network environments.
-### CICD Integration
+### CICD (1)
 
-#### GitLab Runners
+#### Gitlab Runners
 
   - **(2021)** [k3s-gitlab](https://github.com/apk8s/k3s-gitlab) [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” An automation repository dedicated to bootstrapping a local K3s runtime optimized for orchestrating GitLab CI runners, streamlining testing of containerized microservices.
 ### Cluster Provisioning
@@ -101,7 +101,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Database Options
 
   - **(2021)** [gabrieltanner.org: Setting up a HA Kubernetes cluster using K3S](https://gabrieltanner.org/blog/ha-kubernetes-cluster-using-k3s) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” A technical tutorial demonstrating how to install high-availability K3s clusters by leveraging external SQL databases (like PostgreSQL) to store states as an alternative to etcd.
-### Infrastructure as Code
+### Infrastructure As Code
 
 #### AWS CDK
 
@@ -133,7 +133,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
   - **(2024)** [**techno-tim/k3s-ansible**](https://github.com/timothystewart6/k3s-ansible) ⭐ 2986  [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight highlights k3s-ansible as a widely adopted playbook for HA K3s deployments. Live grounding in 2026 shows that while still highly useful for bare-metal home labs and edge clusters, active maintainer shifts require users to cross-verify configuration options against newer Ansible collections. It remains a reliable solution for provisioning multi-master etcd setups and edge nodes.
 ### Kubernetes Provisioning
 
-#### AutoK3s
+#### Autok3s
 
   - **(2023)** [cnrancher/autok3s](https://github.com/cnrancher/autok3s) ⭐ 938  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight defines autok3s as a lightweight tool to provision and manage K3s clusters across various cloud providers. Live engineering truth in 2026 notes that its development has stabilized, functioning well for localized multi-cloud rapid prototyping. It provides an API and a CLI wrapper to simplify provisioning on AWS, Alibaba, and Tencent Cloud.
 ### Operating Systems
@@ -144,18 +144,13 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
   - **(2020)** [**K3OS Value Add**](https://www.youtube.com/watch?v=2LNxGVS81mE)  [COMMUNITY-TOOL] β€” Curator Insight details the conceptual value add of k3OS. Live grounding in 2026 reviews this video for historical context on single-purpose OS design, emphasizing immutable infrastructure patterns that have now matured into modern OS initiatives.
 ## Enterprise Infrastructure
 
-### GitOps
+### Gitops
 
 #### Fleet Management
 
   - **(2025)** [**github.com/rancher/fleet**](https://github.com/rancher/fleet) ⭐ 1708  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents Fleet as Rancher's GitOps engine for massive scale. Live grounding in 2026 verifies Fleet remains highly enterprise-stable, powering large-scale multi-cluster deployments across thousands of distributed edge devices by optimizing resource footprints compared to traditional GitOps operators.
 ## Infrastructure (2)
 
-### Cluster Management
-
-#### RKE2
-
-  - **(2024)** [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.
 ### Hyperconverged Infrastructure
 
 #### Bare Metal (1)
@@ -195,7 +190,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Funding
 
   - **(2020)** [zdnet.com: Rancher Labs closes $40M funding round to "run Kubernetes everywhere"](https://www.zdnet.com/article/rancher-labs-closes-40m-funding-round-to-run-kubernetes-everywhere) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” Historical coverage of Rancher Labs' $40 million Series D funding round in 2020. This pivotal event accelerated global enterprise Kubernetes adoption and set the stage for its acquisition by SUSE.
-### Infrastructure as Code (1)
+### Infrastructure As Code (1)
 
 #### Government RKE2
 
@@ -213,15 +208,12 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Alerting
 
   - **(2023)** [rancher.com: Custom alerts using Prometheus queries](https://www.suse.com/c/rancher_blog/custom-alerts-using-prometheus-queries) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational guide focusing on formulating custom alert conditions using PromQL queries in Rancher. Shows how to integrate metrics with alert systems and route notifications to modern receivers like Slack or PagerDuty.
-#### etcd Monitoring
-
-  - **(2023)** [Monitor Etcd with Prometheus and Grafana using Rancher](https://www.suse.com/c/rancher_blog/monitor-etcd-with-prometheus-and-grafana-using-rancher) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An operational runbook explaining how to configure Prometheus and Grafana within SUSE Rancher to audit and visualize etcd status. Evaluates critical etcd parameters including database size, disk synchronization latency, and peer communication health.
-### Multi-Cluster Orchestration
+### Multi-cluster Orchestration
 
 #### Enterprise Management
 
   - **(2026)** [==rancher.com==](https://www.rancher.com) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A leading enterprise Kubernetes platform facilitating multi-cluster operations across bare-metal, private, and public clouds. It centralizes cluster provisioning, authentication policies, access control (RBAC), and observability under a unified interface.
-### Multi-Tenancy
+### Multi-tenancy
 
 #### Projects
 
@@ -233,7 +225,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
   - **(2025)** [Rancher CNI Providers 🌟](https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Centralized reference for configuring Container Network Interface (CNI) providers within Rancher clusters. Details the networking benefits, security policies, and eBPF routing properties of Canal, Calico, Flannel, and Cilium.
 ### Product Updates
 
-#### GitOps (1)
+#### Gitops (1)
 
   - **(2020)** [thenewstack.io: Rancher 2.5 Sets out to Be the Stock Kubernetes Build for GitOps](https://thenewstack.io/rancher-2-5-sets-out-to-be-the-stock-kubernetes-build-for-gitops) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” An editorial evaluating Rancher 2.5's ambition to serve as the unified standard platform for GitOps continuous deployment, scaling from local systems up to millions of edge computing clusters.
 #### Rancher 2.5
@@ -250,19 +242,19 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
 #### Kubernetes Local
 
   - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source desktop application bringing Kubernetes and container management to macOS, Windows, and Linux. Built on K3s and nerdctl, it serves as a robust local developer alternative to commercial virtualization solutions.
-### GitOps (2)
+### Gitops (2)
 
 #### Local Sandboxes
 
   - **(2021)** [github.com/gruberdev/local-gitops: Local Gitops 🌟](https://github.com/gruberdev/local-gitops) [SHELL CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight developer tool simulating local GitOps loops inside isolated testing frameworks. Ideal for testing Kubernetes state declarations on personal development hardware.
 ### Kubernetes Environments
 
+#### K3d
+
+  - **(2025)** [==**k3d**==](https://github.com/k3d-io/k3d) ⭐ 6458  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-node Kubernetes orchestration, integration testing, and local CI/CD pipelines due to its rapid spin-up speeds and minimal resource footprint.
 #### Tutorials
 
   - **(2021)** [dev.to/iamunnip: Building a local Kubernetes cluster using k3d](https://dev.to/iamunnip/building-a-local-kubernetes-cluster-using-k3d-2p3d)  [COMMUNITY-TOOL] β€” Curator Insight provides a basic building block tutorial for local k3d clusters. Live grounding in 2026 confirms this guide is an excellent entry-level resource for developer onboarding, offering step-by-step instructions on setting up multi-node environments and local load balancers.
-#### k3d
-
-  - **(2025)** [==**k3d**==](https://github.com/k3d-io/k3d) ⭐ 6458  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-node Kubernetes orchestration, integration testing, and local CI/CD pipelines due to its rapid spin-up speeds and minimal resource footprint.
 ### Product Updates (1)
 
 #### Rancher Desktop
@@ -282,7 +274,7 @@ description: "Top Rancher resources for 2026, AI-ranked: **k3s**, **k3d** and mo
   - **(2025)** [==Harvester==](https://github.com/harvester/harvester) ⭐ 5054  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMware ESXi, enabling seamless co-habitation of VM and container environments under unified Kubernetes control planes.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/recruitment.md b/v2-docs/recruitment.md
index c297ed48..78ef48db 100644
--- a/v2-docs/recruitment.md
+++ b/v2-docs/recruitment.md
@@ -36,13 +36,6 @@ description: "Top Recruitment resources for 2026, AI-ranked: relocate.me, recrui
 #### Git Manipulation
 
   - **(2015)** [github.com/rakyll/fake-it-til-you-make-it](https://github.com/rakyll/fake-it-til-you-make-it) [SHELL CONTENT]  [LEGACY] β€” A shell-based contribution graphic simulation script. Evaluated as a legacy tool under Minimum Viable Quality metrics due to lack of active commits since 2015. Retained only to showcase historical Git metadata manipulation patterns.
-## Engineering Leadership
-
-### Remote Work
-
-#### Team Management
-
-  - **(2021)** [entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?](https://spanish.entrepreneur.com) [ES CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Offers tactical guidelines for managing distributed engineering teams working in remote environments. Recommends implementing asynchronous collaboration tools, defining objective performance milestones, and promoting active virtual team meetings to ensure software project alignment and mitigate remote developer isolation.
 ## Industry Analysis
 
 ### Automation Impact
@@ -130,9 +123,9 @@ description: "Top Recruitment resources for 2026, AI-ranked: relocate.me, recrui
 #### Generational Dynamics
 
   - **(2021)** [forbes.com: β€˜The Great Resignation’: Why Gen Z Is Leaving The Workforce In Droves…And What To Do About It](https://www.forbes.com/sites/jasonwingard/2021/09/02/the-great-resignation-why-gen-z-is-leaving-the-workforce-in-drovesand-what-to-do-about-it)  [COMMUNITY-TOOL] β€” An analysis of generational workplace transitions, detailing why entry-level cohorts demand greater cultural alignment and transparent organizational pipelines. It guides engineering managers in refining talent onboarding strategies and organizational goal architectures.
-### Remote Work (1)
+### Remote Work
 
-#### Future of Work
+#### Future Of Work
 
   - **(2022)** [bbc.com: Is finding a 'new normal' in the workplace impossible?](https://www.bbc.com/worklife/article/20220104-future-of-work-2022)  [COMMUNITY-TOOL] β€” An evaluation of return-to-office frictions versus developer demands for fully remote options. It explores remote-first, hybrid, and sync-async patterns necessary to balance organizational cohesion with team member productivity.
 #### Industry Reports
@@ -220,7 +213,7 @@ description: "Top Recruitment resources for 2026, AI-ranked: relocate.me, recrui
 #### Contract Analysis
 
   - **(2020)** [mikzuit/fair-job-offer](https://github.com/mikzuit/fair-job-offer) ⭐ 19  [EN CONTENT] 🌟 [LEGACY] β€” Curator Insight: A direct calculator tool created to evaluate contract offers and compensation fairness. Live Grounding: This repository is now archived and categorized as legacy due to complete commit inactivity since 2020, yet still acts as an architectural blueprint for programmatic contract parser apps.
-#### Remote Work (2)
+#### Remote Work (1)
 
   - **(2022)** [codigonuevo.com: ΒΏDeberΓ­a adaptarse el sueldo del teletrabajo al lugar en el que vivas?](https://www.codigonuevo.com/yo/deberia-adaptarse-sueldo-teletrabajo-lugar-vivas-AOCN305757) [ES CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Explores the debate surrounding salary adjustment based on geographic location for teleworkers. Live Grounding: Discusses the socioeconomic and architectural impact of localized vs. flat salary structures in a remote-first tech ecosystem, emphasizing how cost-of-living adjustments affect developer retention and organizational design.
 ### Education
@@ -250,7 +243,7 @@ description: "Top Recruitment resources for 2026, AI-ranked: relocate.me, recrui
 #### Resource Guides
 
   - **(2026)** [==International Tech Job Search Handbook==](https://github.com/andrewstetsenko/tech-jobs-with-relocation) ⭐ 4427  [EN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight: An open-source global job search manual providing metadata on visa processes and relocation budgets. Live Grounding: Continues to be a vital community asset for tech professionals traversing global borders, offering real-time data on corporate immigration compliance and tax architectures.
-#### SaaS Systems
+#### Saas Systems
 
   - **(2026)** [recruit crm](https://recruitcrm.io) [EN CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A specialized SaaS solution engineered for recruitment firms and staffing lifecycle management. Live Grounding: Serves as a vital integration hub for modern staffing firms, leveraging cloud architectures to optimize sourcing pipelines, interview scheduling, and global talent placement.
 ### Security
@@ -265,7 +258,7 @@ description: "Top Recruitment resources for 2026, AI-ranked: relocate.me, recrui
   - **(2022)** [businessinsider.es: Los 9 factores que mΓ‘s repercuten en la felicidad en el trabajo, segΓΊn los trabajadores](https://www.businessinsider.es/desarrollo-profesional/9-factores-repercuten-felicidad-trabajador-352445) [ES CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Examines nine primary factors contributing to happiness and stability in modern workplaces. Live Grounding: Pinpoints flexibility, operational autonomy, psychological safety, and meaningful work as key drivers to minimize technical debt and turnover within engineering groups.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/registries.md b/v2-docs/registries.md
index d6b0f81a..556788e0 100644
--- a/v2-docs/registries.md
+++ b/v2-docs/registries.md
@@ -21,12 +21,12 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
 
 ### Package Repositories
 
-#### JFrog Artifactory
+#### Jfrog Artifactory
 
   - **(2026)** [JFrog Container Registry](https://jfrog.com/container-registry) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Focuses on the dedicated, free-tier edition of JFrog Container Registry built specifically for Docker, Helm, and OCI image curation. Powered by Artifactory engine mechanics, it delivers high performance and local caching. It offers a solid starting registry for developers transitioning to robust artifact tracking.
   - **(2021)** [JFrog Artifactory: Your Kubernetes Registry](https://jfrog.com/blog/jfrog-artifactory-kubernetes-registry) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Detailed platform landing page showing how JFrog Artifactory serves as an enterprise-grade Kubernetes container registry. It highlights native support for helm charts, secure repository proxies, and geographical cluster mirroring. This product is a leading commercial solution for robust software artifact management.
   - **(2021)** [jfrog.com: What Artifactory as your kubernetes docker registry means to you](https://jfrog.com/integrations/kubernetes-docker-registry) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Explores technical benefits of leveraging JFrog Artifactory as a Kubernetes-native registry, detailing how its universal binary repository engine supports multiple environments simultaneously. It covers secure image scanning, remote repository proxy configuration, and integration with Kubernetes cluster pull secrets. This guide assists architects in scaling their application runtimes securely.
-#### JFrog Best Practices
+#### Jfrog Best Practices
 
   - **(2021)** [The JFrog journey to kubernetes: best practices for taking your containers all the way to production](https://jfrog.com/whitepaper/the-jfrog-journey-to-kubernetes-best-practices-for-taking-your-containers-all-the-way-to-production) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An architectural whitepaper addressing modern methodologies and challenges when transitioning containerized systems from development to Kubernetes production. It explores concepts such as immutable builds, metadata tagging, and geo-replication of artifact registries. An essential document for platform architects planning large-scale rollouts.
 #### Nexus
@@ -56,7 +56,7 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
 #### Nexus Tutorials
 
   - **(2021)** [Devopscube.com: Setup Nexus Kubernetes 🌟](https://devopscube.com/setup-nexus-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A detailed walk-through detailing how to install and configure Sonatype Nexus Repository Manager on a Kubernetes cluster. It breaks down persistent volume claims (PVCs), service exposes, and deployment manifest constructs. The guide simplifies the process of establishing a self-managed, centralized artifact cache on top of cloud-native infrastructure.
-## CICD Pipeline
+## CICD
 
 ### Integration Tutorials
 
@@ -64,7 +64,7 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
 
   - **(2020)** [youtube: Jenkins Integration with Nexus](https://www.youtube.com/watch?v=qbO4MTESiJQ) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Video tutorial focusing on the integration of Jenkins CI servers with Sonatype Nexus Repository Manager. It explains plugin configurations, build step triggers, and authentication variables needed to securely push builds to repository hosts. This resource offers a visual walk-through of pipeline configurations.
   - **(2020)** [youtube: uploading artifacts from jenkins to nexus](https://www.youtube.com/watch?v=7NmGSnqLd58) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Video tutorial demonstrating standard techniques for configuring Maven, Gradle, or shell scripts inside Jenkins pipelines to automate artifact delivery to Nexus targets. It details credential management and pipeline syntax. Perfect for developers transitioning from manual delivery configurations to pipeline-managed deliveries.
-### OpenShift and JFrog
+### Openshift and Jfrog
 
 #### DevOps Integrations
 
@@ -86,10 +86,10 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
 
 ### DevOps Comparison
 
-#### GitHub vs JFrog
+#### Github Vs Jfrog
 
   - **(2022)** [jfrog.com: GitHub vs JFrog: Who Can do the Job for DevOps?](https://jfrog.com/blog/github-vs-jfrog-who-can-do-the-job-for-devops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A comparative analysis evaluating the technical capabilities, package registry performance, and CI/CD tools of GitHub (Actions and Packages) versus JFrog's dedicated artifact management ecosystem. It highlights differences in granular access, performance scalability, and enterprise regulatory support. The article advises when to rely on a hybrid model or dedicated artifact platform.
-## DevSecOps and Registry
+## Devsecops and Registry
 
 ### Artifact Management (1)
 
@@ -124,19 +124,19 @@ description: "Top Registries resources for 2026, AI-ranked: GitHub: Nexus-CLI, H
 
 ### DevOps Platforms
 
-#### JFrog Strategy
+#### Jfrog Strategy
 
   - **(2021)** [seekingalpha.com: JFrog Reminds Me Of MongoDB](https://seekingalpha.com/article/4427517-jfrog-reminds-me-of-mongodb) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An external market analysis tracing JFrog's economic trajectory and product adoption patterns, comparing its position in the DevOps ecosystem to MongoDB's disruptive influence in databases. It discusses developer adoption, platform consolidation, and commercial growth. The article presents a non-technical overview of JFrog's platform viability.
 ## Orchestration and Packaging
 
-### Helm and GitOps
+### Helm and Gitops
 
 #### Artifactory
 
   - **(2025)** [==jfrog.com: Kubernetes Helm Chart Repositories 🌟==](https://docs.jfrog.com) [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kubernetes container execution steps.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/remote-tech-jobs.md b/v2-docs/remote-tech-jobs.md
index fd70d0b0..1cfbdc4d 100644
--- a/v2-docs/remote-tech-jobs.md
+++ b/v2-docs/remote-tech-jobs.md
@@ -16,13 +16,6 @@ description: "Curated, AI-ranked Remote Tech Jobs resources for the 2026 Cloud N
 #### General Reference
 
   - [landing.jobs: How does remote work affect your salary?](https://landing.jobs/blog/how-does-remote-work-affect-your-salary)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering landing.jobs: How does remote work affect your salary? in the Kubernetes Tools ecosystem.
-## Career Development
-
-### Market Trends
-
-#### Salary Analytics
-
-  - **(2022)** [kube.careers: Kubernetes jobs market trends for 2022 Q4](https://kube.careers)  [CASE STUDY] [COMMUNITY-TOOL] β€” Provides end-of-year 2022 hiring telemetry. Synthesizes standard prerequisites for engineering levels, emphasizing the transformation of Kubernetes knowledge from a specialized 'plus' to a fundamental baseline requirement across software engineering roles.
 ## Organizational Culture
 
 ### Remote Work
@@ -49,7 +42,7 @@ description: "Curated, AI-ranked Remote Tech Jobs resources for the 2026 Cloud N
   - **(2021)** [esquire.com: ΒΏPor quΓ© tu empresa no quiere que teletrabajes?](https://www.esquire.com/es/trabajo/a37314227/teletrabajo-volver-oficina) [SPANISH CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight outlines corporate motivations driving return-to-office (RTO) mandates. Live Grounding shows that post-2024, many enterprises instituted hybrid policies, but high-tier engineering talent continues to strongly favor asynchronous, geographically distributed operational environments.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/scaffolding.md b/v2-docs/scaffolding.md
index 9d4b492d..2ff110dc 100644
--- a/v2-docs/scaffolding.md
+++ b/v2-docs/scaffolding.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Scaffolding resources for 2026, AI-ranked: Maven, jhipster and more β€” curated Cloud Native tools, guides and references."
+description: "Top Scaffolding resources for 2026, AI-ranked: Skaffold, Maven and more β€” curated Cloud Native tools, guides and references."
 ---
 # Scaffolding Tools
 
@@ -16,6 +16,18 @@ description: "Top Scaffolding resources for 2026, AI-ranked: Maven, jhipster and
 #### Local Tooling
 
   - **(2023)** [cloud.google.com: configuring_with_snippets 🌟](https://docs.cloud.google.com/code/docs/vscode/yaml-editing) [YAML CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Reference manual for configuring IDE tooling with specialized cloud code snippets. Demonstrates how Cloud Code streamlines the creation of valid Kubernetes YAML definitions directly inside IDE environments like VS Code.
+## Kubernetes Developer Experience
+
+### Graph-based Dev and Test
+
+#### Garden Documentation
+
+  - **(2021)** [garden.io: cloud native devops platform](https://docs.garden.io) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Architectural specifications for the Garden orchestration tool. Details graph configurations, Helm-based packaging models, pipeline test automation patterns, and enterprise testing setups inside remote clusters.
+### Inner-loop Automation
+
+#### Skaffold
+
+  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's Skaffold remains an industry-leading workflow engine that orchestrates code building, artifact pushing, and target deployment steps. It features smart caching, file sync capability, and multi-profile handling configurations.
 ## Software Engineering
 
 ### Application Scaffolding
@@ -23,6 +35,7 @@ description: "Top Scaffolding resources for 2026, AI-ranked: Maven, jhipster and
 #### Boilerplate Tools
 
   - **(2024)** [jhipster](https://www.jhipster.tech) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A prominent development platform used to generate, develop, and deploy full-stack web applications and microservice architectures. Combines Spring Boot with modern front-end frameworks (Angular/React/Vue) and features built-in support for Kubernetes deployment manifests.
+  - **(2021)** [Ambassador Edge Stack. K8S Initializer  (scaffolding tool) 🌟](https://blackbird.a8r.io) [GO CONTENT]  [COMMUNITY-TOOL] β€” The Ambassador K8s Initializer helps engineers bootstrap cloud-native applications with ready-made Kubernetes configurations. It simplifies ingress setup, routing rules, and observability hooks by generating tailored declarative manifests.
   - **(2018)** [callicoder.com: Scaffolding your Spring Boot Application with Yeoman](https://www.callicoder.com/scaffolding-your-spring-boot-application) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Guide to scaffolding custom Spring Boot microservice structures using Yeoman templates. Demonstrates automated directory and build-file generation, promoting unified architecture standards across early development teams.
 ### Build Systems
 
@@ -31,7 +44,7 @@ description: "Top Scaffolding resources for 2026, AI-ranked: Maven, jhipster and
   - **(2025)** [Maven](https://nubenetes.com/maven-gradle/) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Comparative architectural overview of Maven and Gradle. Outlines declarative XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing cache efficiency, parallel build runtimes, and enterprise dependency-resolution policies.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/scaleway.md b/v2-docs/scaleway.md
index b96d5117..0fcf19eb 100644
--- a/v2-docs/scaleway.md
+++ b/v2-docs/scaleway.md
@@ -16,7 +16,7 @@ description: "Curated, AI-ranked Scaleway resources for the 2026 Cloud Native ar
   - **(None)** [](https://www.scaleway.com/en/en)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.scaleway.com in the Kubernetes Tools ecosystem.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/securityascode.md b/v2-docs/securityascode.md
index 1887470b..2370b15b 100644
--- a/v2-docs/securityascode.md
+++ b/v2-docs/securityascode.md
@@ -16,6 +16,13 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### General Reference
 
   - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.
+## Cloud Infrastructure
+
+### Azure Networking
+
+#### Security
+
+  - **(2025)** [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An official conceptual reference for Azure Network Security Perimeters (NSP). This architecture allows enterprises to group PaaS resourcesβ€”such as Azure Key Vault and Storageβ€”and enforce access boundaries based on network identity, preventing data exfiltration and streamlining complex subnet-based network isolation policies.
 ## Cloud Native Security
 
 ### Infrastructure Security
@@ -29,7 +36,7 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Runtime Analysis
 
   - **(2024)** [Fugue: Container and Kubernetes. Runtime infrastructure security](https://snyk.io/product/container-vulnerability-management) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Fugue (now integrated under Snyk Container security suite) delivers continuous compliance and automated infrastructure monitoring for AWS, Azure, and Google Cloud alongside Kubernetes runtime configurations, mapping live states to CIS Benchmarks and SOC 2 frameworks.
-### Policy-as-Code
+### Policy-as-code
 
 #### Educational Video
 
@@ -53,9 +60,9 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Rego
 
   - **(2021)** [fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)](https://snyk.io/blog) [REGO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An additional collection of advanced Rego development practices, focusing on unit-testing frameworks, mock injections, and playground emulator tools to ensure policy robustness and security governance.
-## Cloud-Native Platforms
+## Cloud-native Platforms
 
-### Infrastructure-as-Code
+### Infrastructure-as-code
 
 #### Tagging and Auditing
 
@@ -66,7 +73,7 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### EKS
 
   - **(2021)** [dev.to: Using Kyverno To Enforce EKS Best Practices](https://dev.to/rinkiyakedad/using-kyverno-to-enforce-eks-best-practices-cad) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Guided tutorial showing how platform engineers can utilize Kyverno to systematically lock down Amazon EKS clusters. Illustrates policy enforcement setups to enforce multi-tenant isolation, require standard resource limits, and disable host networking, using declarative Kubernetes manifests.
-#### GitOps
+#### Gitops
 
   - **(2021)** [thenewstack.io: Weaveworks Adds Policy as Code to Secure Kubernetes Apps' (Magalix)](https://thenewstack.io/weaveworks-adds-policy-as-code-to-secure-kubernetes-apps) [GO CONTENT]  [COMMUNITY-TOOL] β€” Reports on Weaveworks' acquisition and integration of Magalix to embed Policy-as-Code directly into GitOps pipelines. Details how declarative governance policies can be evaluated in continuous-delivery cycles prior to deployment, preventing misconfigured resources from ever entering a live cluster.
 #### Governance (1)
@@ -80,7 +87,7 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Kyverno Releases
 
   - **(2021)** [nirmata.com: Introducing Kyverno 1.4.2: Trusted And More Efficient!](https://nirmata.com/2021/08/18/introducing-kyverno-1-4-2-trusted-and-more-efficient) [GO CONTENT]  [COMMUNITY-TOOL] β€” Reviews release-specific improvements introduced in Kyverno v1.4.2, highlighting optimizations in validation speeds, improved caching models, and expanded schema support. Provides performance benchmarks of Kyverno when subjected to scale workloads across massive enterprise orchestrators.
-#### Policy-as-Code (1)
+#### Policy-as-code (1)
 
   - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) ⭐ 177  [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A repository hosting robust and ready-to-use security configurations for Kubernetes clusters, heavily focused on replacing deprecated PodSecurityPolicies with Kyverno and OPA alternatives. It is a highly practical compliance baseline library for platform teams seeking rapid deployment of security controls.
   - **(2021)** [amazon.com: Policy-based countermeasures for Kubernetes – Part 1](https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed architectural guide on implementing declarative guardrails in EKS clusters to reduce attack surfaces. Focuses on the synergy between Kubernetes admission controllers and modern policy engines, illustrating how to validate and mutate payloads to block insecure configuration drift.
@@ -88,17 +95,17 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
   - **(2021)** [sesin.at: Securing Kubernetes with Kyverno: How to Protect Your Users From' Themselves by Ritesh Patel](https://www.sesin.at/2021/08/28/securing-kubernetes-with-kyverno-how-to-protect-your-users-from-themselves-by-ritesh-patel) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Explores security policy implementation using Kyverno to proactively safeguard users against unsafe configuration actions. Discusses deployment of best-practice guardrails, preventing privilege escalation, insecure mount paths, and other critical risks without impeding agile deployment workflows.
 ### Kubernetes Storage
 
-#### Policy-as-Code (2)
+#### Policy-as-code (2)
 
   - **(2021)** [dev.to: Default Kyverno Policies for OpenEBS](https://dev.to/niveditacoder/default-kyverno-policies-for-openebs-4abf) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Walks through establishing Kyverno policies optimized for workloads using OpenEBS as their persistent storage driver. Demonstrates how to automatically enforce volume attachment limits, dynamic volume provisioning policies, and validate container mount points for improved system stability.
-### Multi-Cloud Governance
+### Multi-cloud Governance
 
 #### Compliance Engine
 
   - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) ⭐ 6007  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving resource deletions, tag compliance, and real-time security remediation.
-### Multi-Cluster Management
+### Multi-cluster Management
 
-#### Policy-as-Code (3)
+#### Policy-as-code (3)
 
   - **(2021)** [kubermatic.com: Using Open Policy Agent With Kubermatic Kubernetes Platform](https://www.kubermatic.com/blog/using-open-policy-agent-with-kubermatic) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the implementation of OPA Gatekeeper within Kubermatic Kubernetes Platform (KKP) for programmatic multi-cluster fleet management. Illustrates how operators can centrally define, distribute, and enforce admission controller policies across dozens of hybrid and multi-cloud Kubernetes deployments.
 ### Security and Compliance
@@ -115,7 +122,7 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Policy Library
 
   - **(2021)** [==github.com/instrumenta/policies: A set of shared policies for use with Conftest' and other Open Policy Agent tools==](https://github.com/instrumenta/policies) ⭐ 66  [REGO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured directory of modular policy files for linting infrastructure-as-code deployments (Terraform, Kubernetes YAML, Helm charts). Designed to enforce standards like non-root container runs, memory limit boundaries, and forbidden network ingress setups early in CI/CD cycles.
-#### Policy-as-Code (4)
+#### Policy-as-code (4)
 
   - **(2026)** [==OPA Open Policy Agent 🌟==](https://www.openpolicyagent.org) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” General-purpose policy engine designed to unify and enforce fine-grained authorization across microservices, Kubernetes, CI/CD, and API gateways. Uses the declarative query language Rego to decouple policy decisions from execution, serving as a critical cornerstone in modern Zero-Trust architectures.
   - **(2022)** [blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy' Agent](https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent) [REGO CONTENT]  [COMMUNITY-TOOL] β€” Comprehensive introduction to Open Policy Agent (OPA) and its application of declarative, domain-agnostic policy enforcement using the Rego language. Evaluates the architectural shift of separating policy logic from application code, making security policies testable and auditable in Git repos.
@@ -141,17 +148,11 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
 #### Cloud Governance
 
   - **(2026)** [**Azure Policy**](https://nubenetes.com/azure/) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Specialized gateway and reference documentation for enforcing structural compliance, resource auditing, and governance across Azure resource environments. Explains custom definition policies, policy initiatives, and automated remediation workflows. Critical reference for maintaining operational guardrails in enterprise cloud architectures.
-## Security
+## Security (1)
 
-### IAM
-
-#### Protocols
-
-  - **(2022)** [curity.io: OAuth 2.0 Overview](https://curity.io/resources/learn/oauth-overview)  [COMMUNITY-TOOL] β€” An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. Underlines secure handling of access, refresh, and id tokens.
-  - **(2022)** [curity.io: OpenID Connect Overview](https://curity.io/resources/learn/openid-connect-overview)  [COMMUNITY-TOOL] β€” Provides a comprehensive architecture overview of OpenID Connect (OIDC) acting as the authentication layer on top of OAuth 2.0. Analyzes ID token syntax, discovery endpoints, and flows for multi-tenant systems. Essential background knowledge for implementing cloud-native federated identities.
 ### Identity and Access
 
-#### OAuth2
+#### Oauth2
 
   - **(2022)** [rapidapi.com:What is OAuth2.0?](https://rapidapi.com/guides/oath2-0)  [COMMUNITY-TOOL] β€” A comprehensive foundational guide breaking down the OAuth 2.0 authorization framework. It delineates core concepts including authentication flows, grant types, token lifecycles, and security delegation mechanics.
 #### Spring Security
@@ -164,7 +165,7 @@ description: "Top Securityascode resources for 2026, AI-ranked: OPA Open Policy
   - **(2022)** [MagTape](https://github.com/tmobile/magtape) ⭐ 152  [JAVASCRIPT CONTENT] 🌟🌟 [LEGACY] β€” An admission controller developed by T-Mobile that evaluates resources against organizational policy constraints during creation. Written in Node.js, it offered a lightweight alternative to OPA for specific JSON schema validations. By 2026, it has been largely archived, with developers migrating to Gatekeeper or Kyverno.
 
 ---
-πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [Crossplane](./crossplane.md) | [Devsecops](./devsecops.md)
+πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [IaC](./iac.md) | [Ansible](./ansible.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/serverless.md b/v2-docs/serverless.md
index 2860ff53..33d4d6a1 100644
--- a/v2-docs/serverless.md
+++ b/v2-docs/serverless.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and more β€” curated Cloud Native tools, guides and references."
+description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, OpenShift Serverless and more β€” curated Cloud Native tools, guides and references."
 ---
 # Serverless Architectures and Frameworks
 
@@ -23,15 +23,15 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
 
 ### Comparisons
 
-#### Containers vs Serverless
+#### Containers Vs Serverless
 
   - **(2022)** [**acloudguru.com: Containers vs serverless: Which is right for you?**](https://www.pluralsight.com/resources/blog/cloud/containers-vs-serverless-which-is-right-for-you) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A structured comparative guide weighing the execution predictability and regional portability of container-based microservices against the elastic scaling of FaaS models.
-#### Kubernetes vs Serverless
+#### Kubernetes Vs Serverless
 
   - **(2022)** [**thenewstack.io: Serverless vs. Kubernetes: The People’s Vote**](https://thenewstack.io/serverless-vs-kubernetes-the-peoples-vote) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents developer survey feedback and architectural trade-offs between hosting standard containers in Kubernetes versus deploying logic within serverless frameworks.
   - **(2021)** [**cloudnowtech.com: Kubernetes vs Serverless – How do you choose? 🌟**](https://www.cloudnowtech.com/blog/kubernetes-vs-serverless-how-do-you-choose) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Helps organizations balance infrastructural control against speed-to-market. Outlines key criteria for deciding when to self-manage Kubernetes or offload to fully managed serverless platforms.
   - **(2022)** [economictimes.indiatimes.com: Thoughtworks XConf Tech Talk Series: Serverless vs. Kubernetes when deploying microservices](https://economictimes.indiatimes.com/tech/technology/thoughtworks-xconf-tech-talk-series-serverless-vs-kubernetes-when-deploying-microservices/articleshow/89085544.cms) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Synthesizes thought leadership from Thoughtworks on microservice execution options. Covers structural overhead, execution latency, and regional portability issues.
-#### Microservices vs Serverless
+#### Microservices Vs Serverless
 
   - **(2021)** [fathomtech.io: Microservices vs. Serverless](https://fathomtech.io/blog/microservices-vs-serverless) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Evaluates operational tradeoffs, deployment mechanics, and cost models between traditional containerized microservices and pure event-driven serverless architectures.
 ## Cloud Architecture
@@ -51,7 +51,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
   - **(2020)** [theregister.com: Microservices guru says think serverless, not Kubernetes: You don't want to manage 'a towering edifice of stuff'](https://www.theregister.com/software/2020/09/22/microservices-guru-says-think-serverless-not-kubernetes-you-dont-want-to-manage-a-towering-edifice-of-stuff/353334)  [COMMUNITY-TOOL] β€” Analyzes the perspective that modern development teams should choose serverless configurations over Kubernetes to prevent managing complex platforms. Evaluates operational trade-offs and explains when to utilize FaaS to optimize business logic focus.
 ### Serverless
 
-#### Event-Driven Systems
+#### Event-driven Systems
 
   - **(2020)** [developers.redhat.com: Orchestrate event-driven, distributed services with Serverless Workflow and Kubernetes](https://developers.redhat.com/blog/2020/11/26/event-driven-distributed-service-orchestration-with-serverless-workflow) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to build event-driven microservices workflows using the CNCF Serverless Workflow specification on Kubernetes. Explains configuring orchestration engines to coordinate stateful, multi-step actions across decoupled, serverless microservices.
 #### Migration Patterns
@@ -69,7 +69,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
   - **(2021)** [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A catalog documenting real-world runtime failures, billing anomalies, database connection exhaustion, cold start latency bottlenecks, and unexpected vendor configurations within modern serverless cloud setups.
 ## Cloud Native
 
-### FaaS Basics
+### Faas Basics
 
 #### Definitions
 
@@ -77,7 +77,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
   - **(2021)** [stackify.com: What Is Function-as-a-Service? Serverless Architectures Are Here!](https://stackify.com/function-as-a-service-serverless-architecture) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analysis of Function-as-a-Service, reviewing ephemeral runtimes, stateless code execution requirements, trigger events, and fundamental observability paradigms.
 ### Kubernetes Serverless
 
-#### Apache OpenWhisk
+#### Apache Openwhisk
 
   - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) [SCALA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source distributed event-driven platform capable of executing discrete serverless logic. Utilizes container runtimes to isolate and invoke handlers in millisecond timelines.
 #### Framework Comparisons
@@ -88,25 +88,26 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
 #### Knative
 
   - **(2026)** [==knative.dev==](https://knative.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models.
+  - **(2021)** [**redhat.com: What is knative?**](https://www.redhat.com/en/topics/microservices/what-is-knative) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Red Hat's baseline structural review of Knative, mapping its internal serving controllers, ingress routes, and cluster event models for enterprise operators.
+  - **(2020)** [**datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants**](https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines Knative's industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.
+#### Knative And API Gateways
+
+  - **(2021)** [**dev.to: FaaS on Kubernetes: From AWS Lambda & API Gateway To Knative & Kong API Gateway**](https://dev.to/pmbanugo/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-kong-api-gateway-4n84) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Practical technical demonstration outlining how to replicate proprietary cloud FaaS configurations by using open components like Knative and Kong API Gateway inside a Kubernetes cluster.
 #### Knative Tooling
 
   - **(2026)** [**kn: knative client**](https://github.com/knative/client) ⭐ 385  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official CLI client ('kn') for interacting with Knative installations, enabling rapid deployment of serving entities and management of decoupled event bindings.
-#### Knative and API Gateways
-
-  - **(2021)** [**dev.to: FaaS on Kubernetes: From AWS Lambda & API Gateway To Knative & Kong API Gateway**](https://dev.to/pmbanugo/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-kong-api-gateway-4n84) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Practical technical demonstration outlining how to replicate proprietary cloud FaaS configurations by using open components like Knative and Kong API Gateway inside a Kubernetes cluster.
-#### OpenFaaS
+#### Openfaas
 
   - **(2026)** [==OpenFaaS==](https://www.openfaas.com) [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular, developer-friendly FaaS engine on Kubernetes. Features built-in auto-scaling, Prometheus metrics integration, and allows running any code in standard containers.
   - **(2021)** [**openfaas.com: Learn how to build functions faster using Rancher's kim and K3s**](https://www.openfaas.com/blog/kim) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Shows how to accelerate development loops by leveraging Rancher's kim builder along with K3s to compile, load, and deploy OpenFaaS functions without external registries.
   - **(2021)** [xenonstack.com: Serverless Architecture with OpenFaaS and Java](https://www.xenonstack.com/blog/serverless-open-faas-java) [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Evaluates using JVM workloads within OpenFaaS, detailing compilation strategies, framework footprint reduction, and optimizing startup latency for container pods.
-#### OpenFunction
+#### Openfunction
 
   - **(2026)** [**OpenFunction: Cloud Native Function-as-a-Service Platform (CNCF Sandbox' Project)**](https://github.com/OpenFunction/OpenFunction) ⭐ 1655  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A CNCF Sandbox project delivering an enterprise-grade cloud-native FaaS runtime. Integrates Knative, Shipwright, Dapr, and KEDA components to simplify polyglot development pipelines.
 ### Microservice Runtimes
 
 #### Dapr
 
-  - **(2026)** [==Dapr==](https://dapr.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The Distributed Application Runtime. Employs a highly modular sidecar design to deliver developer-focused APIs for pub/sub messaging, state management, and actor models.
   - **(2022)** [**Building microservices? Give Dapr a try**](https://www.infoworld.com/article/2261795/building-microservices-give-dapr-a-try.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep analysis of Dapr's capabilities, detailing how its service abstraction layer accelerates microservice software delivery while avoiding tight coupling to infrastructure providers.
 ### Serverless (1)
 
@@ -116,7 +117,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
 #### Anti-patterns
 
   - **(2020)** [**serverlesshorrors.com 🌟**](https://serverlesshorrors.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open community catalog detailing critical serverless horror stories, execution loops, cold-start bottlenecks, and configuration mistakes to help engineers avoid similar traps.
-#### CI-CD
+#### CICD
 
   - **(2019)** [**theburningmonk.com: Why you should use ephemeral environments when you do serverless**](https://theburningmonk.com/2019/09/why-you-should-use-temporary-stacks-when-you-do-serverless) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Recommends utilizing ephemeral stack deployments per developer or pull request. Highlights how to leverage zero-marginal-cost resource provisioning characteristics of cloud serverless.
 #### Case Studies (1)
@@ -149,7 +150,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
 #### Frameworks
 
   - **(2026)** [==serverless.com: Serverless Framework==](https://www.serverless.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier multi-provider IaC wrapper for packaging and deploying serverless applications. Standardizes function definitions, network triggers, and permission models.
-## Cloud-Native
+## Cloud-native
 
 ### Application Runtime
 
@@ -170,17 +171,18 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
 #### AWS Integration
 
   - **(2020)** [thenewstack.io: Build a Serverless API with AWS Gateway and Lambda](https://thenewstack.io/build-a-serverless-api-with-aws-gateway-and-lambda) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Architectural breakdown of building serverless APIs using AWS API Gateway and Lambda functions. It addresses routing, API security, and AWS integrations. While the foundational principles remain sound in 2026, modern enterprise patterns have heavily adopted container-packaged Lambdas (OCI) over raw zip deployments for complex API backends.
-#### Event-Driven
+#### Event-driven
 
   - **(2020)** [thenewstack.io: TriggerMesh: Open Sourcing Event-Driven Applications](https://thenewstack.io/triggermesh-open-sourcing-event-driven-applications) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Strategic overview of TriggerMesh's transition to open-source event-driven application integration utilizing Knative. Curator insights focus on its multi-cloud connectivity. Live 2026 grounding shows that although TriggerMesh underwent corporate restructuring and licensing shifts, its codebase remains a key reference for cloud-native integration paradigms.
 ## Enterprise Kubernetes
 
-### OpenShift
+### Openshift
 
-#### OpenShift Serverless
+#### Openshift Serverless
 
+  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's production-hardened Knative integration. Provides out-of-the-box scale-to-zero capabilities, event routing, and secure cluster integration under the OpenShift console.
   - **(2021)** [**openshift.com: Why and When you need to consider OpenShift Serverless**](https://www.redhat.com/en/blog/why-and-when-you-need-to-consider-openshift-serverless) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analytically presents key decision variables for deploying OpenShift Serverless, highlighting resource cost reductions, pod auto-scaling, and cluster efficiency.
-#### OpenShift Serverless Integration
+#### Openshift Serverless Integration
 
   - **(2020)** [developers.redhat.com: Build and deploy a serverless app with Camel K and Red Hat OpenShift Serverless 1.5.0 Tech Preview](https://developers.redhat.com/blog/2020/04/24/build-and-deploy-a-serverless-app-with-camel-k-and-red-hat-openshift-serverless-1-5-0-tech-preview) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates building low-overhead integrations by running Apache Camel K integrations natively over the OpenShift Serverless platform engine.
 #### Serverless Workflows
@@ -190,7 +192,7 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
 
 ### Data Processing
 
-#### Batch vs Streaming
+#### Batch Vs Streaming
 
   - **(2023)** [**serverlessland.com: BATCH PROCESSING VS EVENT STREAMING**](https://serverlessland.com/event-driven-architecture/visuals/batching-vs-event-streams) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A clear comparative analysis detailing when to leverage high-throughput batching against real-time low-latency event streaming patterns. Crucial for designing data pipeline boundaries.
 ### Design Patterns (1)
@@ -206,23 +208,16 @@ description: "Top Serverless resources for 2026, AI-ranked: OpenFaaS, Dapr and m
 #### Visuals
 
   - **(2023)** [==serverlessland.com: EDA VISUALS 🌟🌟🌟==](https://serverlessland.com/event-driven-architecture/visuals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A curated collection of visual explanations covering event-driven mechanics. Helps developers visually digest routing, choreographies, and filtering topologies.
-## FinOps and Cloud Cost
+## Finops and Cloud Cost
 
 ### Azure Optimization
 
 #### Serverless (3)
 
   - **(2024)** [**Azure Functions Cost Considerations and Optimization**](https://build5nines.com/azure-functions-cost-considerations-and-optimization) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines cost structures and billing patterns in serverless environments, focusing on Azure Functions. Compares Consumption, Premium, and Dedicated App Service plans, outlining how to minimize cold starts and optimize execution runtimes.
-## Infrastructure as Code
-
-### Serverless Integration
-
-#### Hybrid Automation
-
-  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Container Managers](./container-managers.md) | [Openshift](./openshift.md)
+πŸ’‘ **Explore Related:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md)
 
diff --git a/v2-docs/servicemesh.md b/v2-docs/servicemesh.md
index 77e65a63..c5c3c8a7 100644
--- a/v2-docs/servicemesh.md
+++ b/v2-docs/servicemesh.md
@@ -20,6 +20,13 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
   - **(None)** [](https://developer.hashicorp.com/consul/docs/connect)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.hashicorp.com in the Kubernetes Tools ecosystem.
   - [cncf.io: Protocol detection and opaque ports in Linkerd](https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linkerd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Protocol detection and opaque ports in Linkerd in the Kubernetes Tools ecosystem.
   - [cncf.io: Why Linkerd doesn’t use Envoy](https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Why Linkerd doesn’t use Envoy in the Kubernetes Tools ecosystem.
+## Architecture
+
+### System Design
+
+#### Microservices Patterns
+
+  - **(2018)** [**blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?**](https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A seminal article detailing the functional boundary differences between API Gateways and Service Meshes. Christian Posta demonstrates how gateways excel at managing south-north public consumer interfaces (security, transformations, rate limiting), while service meshes optimize complex east-west backend telemetry.
 ## Cloud Infrastructure
 
 ### Traffic Management
@@ -45,11 +52,6 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 #### Service Mesh Integration
 
   - **(2021)** [**devops.com: When to Use API Management and Service Mesh Together**](https://devops.com/when-to-use-api-management-and-service-mesh-together) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores patterns for integrating API gateways with service meshes. Highlights how to pass identity contexts, orchestrate global traffic routes, and enforce layered perimeter and transport-level security policies.
-### Data Plane
-
-#### Proxy
-
-  - **(2022)** [envoyproxy.io](https://www.envoyproxy.io) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Homepage for Envoy Proxy, the C++ cloud-native L7 edge and service proxy. Serving as the primary data plane for Istio and modern gateway tools, it offers unmatched extensibility, advanced load balancing, and dynamic runtime configuration.
 ### Load Balancing (1)
 
 #### Legacy Tooling
@@ -78,6 +80,11 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 #### Decision Matrix
 
   - **(2022)** [**containerjournal.com: When Is Service Mesh Worth It?**](https://cloudnativenow.com/features/when-is-service-mesh-worth-it) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides a rigorous decision framework outlining when to adopt a service mesh. Examines the operational thresholds of system scale, regulatory security standards, and telemetry depth where mesh benefits outweigh the inherent memory and latency overhead.
+#### Ebpf
+
+##### Future Trends
+
+  - **(2022)** [==infoq.com: Sidecars, eBPF and the Future of Service Mesh==](https://www.infoq.com/presentations/service-mesh-ebpf) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains the architectural shift from traditional sidecar proxies to sidecarless kernel-level service routing powered by eBPF. Analyzes how moving L4 networking logic directly into the kernel drastically reduces RAM usage and network latency.
 #### Evaluation
 
   - **(2021)** [**cloudops.com: Comparing Service Meshes: Istio, Linkerd, Consul Connect, and Citrix ADC**](https://www.cloudops.com/blog/comparing-service-meshes-istio-linkerd-and-consul-connect-citrix-adc) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive architectural comparison assessing Istio, Linkerd, Consul Connect, and Citrix ADC. Contrast analyses target data plane performance, control plane complexity, and integration profiles with external multi-cloud boundaries.
@@ -89,7 +96,7 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
   - **(2025)** [==layer5.io: The Service Mesh Landscape 🌟🌟==](https://layer5.io/service-mesh-landscape) [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive tracker mapping out the diverse, evolving service mesh landscape. Managed by Layer5, it catalogues API compatibility, conformance standards, and architecture changes (e.g., sidecarless eBPF vs. sidecars) across all industry meshes.
 #### Linkerd
 
-##### GitOps
+##### Gitops
 
   - **(2021)** [dev.to: Linkerd and GitOps](https://dev.to/thenjdevopsguy/linkerd-and-gitops-115a) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Practical workflow for managing Linkerd configurations via GitOps pipelines. Covers automating mTLS trust setups and updating control planes with continuous reconciliation tools.
 ##### High Availability
@@ -102,10 +109,10 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 
   - **(2021)** [**linkerd.io: Announcing Linkerd's Graduation**](https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html) [RUST CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces Linkerd's formal graduation in the CNCF. This milestone verified the project's production maturity, broad commercial adoption, and strict open-source governance processes.
   - **(2021)** [containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity](https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplicity) [RUST CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Analyzes Linkerd's graduation from CNCF incubation. Spotlights how the project's deliberate architectural focus on simplicity, ease of use, and Rust performance drove massive real-world adoption.
-##### Multi-Cluster
+##### Multi-cluster
 
   - **(2021)** [**linkerd.io: Multi-cluster communication**](https://linkerd.io/2.10/tasks/multicluster/index.html) [RUST CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Operational documentation outlining multi-cluster connection procedures with Linkerd. Explains the use of gateway pods, service mirroring, and cross-cluster trust configuration using unified cert credentials.
-##### Multi-Region
+##### Multi-region
 
   - **(2022)** [**buoyant.io: Multi-Cluster, Multi-Region Setup using Linkerd Service Mesh**](https://www.buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-mesh) [RUST CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An in-depth guide to multi-region architectures with Linkerd. Focuses on setting up secure communication boundaries across regions, setting up multi-region failovers, and keeping latency low.
 ##### Releases
@@ -121,15 +128,15 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 ##### Google Cloud
 
   - **(2024)** [Traffic Director overview](https://docs.cloud.google.com/service-mesh/docs) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Google's Traffic Director offered a managed service mesh control plane. Modern GCP architectures have integrated Traffic Director directly into Cloud Service Mesh (Anthos Service Mesh) to unify managed networks.
+##### Grpc
+
+  - **(2020)** [**Traffic Director and gRPCβ€”proxyless services for your service mesh**](https://cloud.google.com/blog/products/networking/traffic-director-supports-proxyless-grpc) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores sidecarless service meshes using Google Traffic Director and gRPC. Integrating gRPC libraries directly with the xDS v3 API eliminates sidecar resource and latency overhead while keeping full routing and security features.
 ##### History (2)
 
   - **(2019)** [infoq.com: Introducing Traffic Director: Google's Service Mesh Control Plane](https://www.infoq.com/news/2019/04/google-traffic-director) [NONE CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Historical analysis of Google Traffic Director's debut. Examines its use of open xDS APIs to configure Envoy sidecars at scale, removing the operational burden of self-managing control planes.
 ##### Integration
 
   - **(2020)** [**Google Traffic Director** and the **L7 Internal Load Balancer** Intermingles **Cloud Native** and **Legacy Workloads**](https://thenewstack.io/google-traffic-director-and-the-l7-internal-load-balancer-intermingles-cloud-native-and-legacy-workloads) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [LEGACY] β€” Details how Traffic Director and L7 internal load balancers connect Kubernetes workloads with legacy VM clusters. Enables smooth migration paths and consistent service discovery across hybrid networks.
-##### gRPC
-
-  - **(2020)** [**Traffic Director and gRPCβ€”proxyless services for your service mesh**](https://cloud.google.com/blog/products/networking/traffic-director-supports-proxyless-grpc) [GO CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores sidecarless service meshes using Google Traffic Director and gRPC. Integrating gRPC libraries directly with the xDS v3 API eliminates sidecar resource and latency overhead while keeping full routing and security features.
 #### Market Trends
 
   - **(2022)** [**thenewstack.io: Is Linkerd Winning the Service Mesh Race?**](https://thenewstack.io/is-linkerd-winning-the-service-mesh-race) [RUST CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes market competition in the service mesh space. Highlights how Linkerd's streamlined developer-first experience and low-overhead Rust proxies challenge Istio's market position.
@@ -150,13 +157,13 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
   - **(2020)** [**infoq.com: Deploying Service Mesh in Production**](https://www.infoq.com/presentations/adopting-service-mesh) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Production playbook for maintaining service mesh health. Covers tuning sidecar proxy footprints, isolating faulty nodes, setting up telemetry fallbacks, and handling real-world network partition scenarios.
 #### Security (1)
 
-##### AuthN and AuthZ
+##### Authn and Authz
 
   - **(2021)** [**thenewstack.io: Offloading Authentication and Authorization from Application Code to a Service Mesh**](https://thenewstack.io/offloading-authentication-and-authorization-from-application-code-to-a-service-mesh) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical analysis of how to offload authentication and authorization out of application code to sidecar proxies. Moving cryptographical verification and fine-grained RBAC to a uniform mesh layer enhances compliance and cuts polyglot application code drift.
 ##### Best Practices
 
   - **(2022)** [**thenewstack.io: Secure Your Service Mesh: A 13-Item Checklist**](https://thenewstack.io/secure-your-service-mesh-a-13-item-checklist) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A 13-item security checklist aimed at securing the mesh control and data planes. Covers limiting external exposure of APIs, dynamic mutual authentication, runtime auditing, and restricting sidecar execution permissions.
-##### mTLS
+##### Mtls
 
   - **(2021)** [**thenewstack.io: Mutual TLS: Securing Microservices in Service Mesh**](https://thenewstack.io/mutual-tls-microservices-encryption-for-service-mesh) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A deep dive into the cryptographic architecture of Mutual TLS (mTLS) within service meshes. Details how automatic certificate issuance, rotation, and cryptographic trust boundaries secure east-west microservices traffic against intercept attacks.
 #### Tooling
@@ -164,11 +171,6 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 ##### Meshery
 
   - **(2026)** [**Meshery.io:**](https://meshery.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The CNCF multi-mesh manager Meshery. Enables performance benchmarking, conformance checks, and dynamic designing across meshes like Istio, Linkerd, and Consul, using the Service Mesh Performance (SMP) standard.
-#### eBPF
-
-##### Future Trends
-
-  - **(2022)** [==infoq.com: Sidecars, eBPF and the Future of Service Mesh==](https://www.infoq.com/presentations/service-mesh-ebpf) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains the architectural shift from traditional sidecar proxies to sidecarless kernel-level service routing powered by eBPF. Analyzes how moving L4 networking logic directly into the kernel drastically reduces RAM usage and network latency.
 ## Cloud Native Networking
 
 ### Control Plane
@@ -176,9 +178,9 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 #### Service Mesh Architecture (1)
 
   - **(2022)** [solo.io: Why the control plane matters. Control planes are different than data planes. Separating the control plane from data plane 🌟](https://www.solo.io/blog/why-the-control-plane-matters) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural exploration contrasting the duties of the data plane (e.g., raw proxy packet forwarding via Envoy) against the control plane (e.g., Istio, Solo.io Gloo Mesh). It demonstrates how a centralized control plane acts as the brain, translating operator-defined policies into dynamic xDS configuration streams. This separation ensures scalability, administrative decoupling, and resilient policy distribution.
-### Data Plane (1)
+### Data Plane
 
-#### APIs and Protocols
+#### Apis and Protocols
 
   - **(2025)** [xDS REST and gRPC protocol](https://www.envoyproxy.io/docs/envoy/latest/api-docs/xds_protocol) [PROTOBUF CONTENT]  [COMMUNITY-TOOL] β€” The formal specification detailing Envoy's suite of discovery services (xDS), utilizing gRPC and REST for dynamic resource configuration. It outlines the core mechanics of Listener (LDS), Route (RDS), Cluster (CDS), and Endpoint (EDS) discovery APIs. This protocol defines how modern cloud-native proxies continuously pull real-time configuration updates from centralized control planes without data plane interruption.
 #### Load Balancing Algorithms
@@ -196,13 +198,6 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
   - **(2020)** [ekglue - Envoy/Kubernetes glue](https://github.com/jrockway/ekglue) ⭐ 29  [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A lightweight utility developed to bridge Envoy configuration directly with Kubernetes API endpoints. It parses Kubernetes services and endpoints to dynamically construct Envoy-compatible bootstrap configurations. While highly illustrative of early custom control plane mechanics, it has largely been superseded by native Kubernetes Gateway API and modern Envoy-based ingress controllers.
 ## Infrastructure
 
-### Networking
-
-#### Ingress
-
-##### Azure Application Gateway
-
-  - **(2025)** [==Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs==](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep-dive technical investigation of Azure's next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture.
 ### Service Mesh (4)
 
 #### Architecture Guides
@@ -217,26 +212,16 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 #### Security (2)
 
   - **(2021)** [**thenewstack.io: Zero-Trust Security with Service Mesh**](https://thenewstack.io/zero-trust-security-with-service-mesh) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This article explores how a service mesh constructs a zero-trust network topology within Kubernetes. By utilizing cryptographic service identity certificates, active namespace isolation, and strict SPIFFE/SPIRE integrations, it implements seamless mutual TLS authentication (mTLS) across the cluster.
-#### System Design
+#### System Design (1)
 
   - **(2020)** [lucperkins.dev: Service mesh use cases](https://lucperkins.dev/blog/service-mesh-use-cases) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive breakdown of architectural scenarios where introducing a service mesh becomes mathematically and operationally viable. It contrasts simple setups with distributed, high-security, and multi-cloud enterprise topologies requiring advanced traffic management.
-## Networking (1)
+## Networking
 
 ### Ingress and Gateway
 
 #### Gateway API
 
   - **(2023)** [**Kubernetes Gateway API**](https://github.com/kubernetes-sigs/gateway-api) ⭐ 2885  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gateway, GatewayClass, and Route resources).
-#### Traefik
-
-  - **(2022)** [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  [COMMUNITY-TOOL] β€” A migration blueprint walking developers through transitioning from ingress-nginx to Traefik. Details how Traefik's native middleware, dynamic routing, and CRDs simplify TLS management and traffic splitting in dynamic environments.
-## Networking and Security
-
-### Load Balancing (2)
-
-#### Performance and Tuning
-
-  - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional, highly-detailed exploration of how Kubernetes handles long-lived connections such as gRPC, HTTP/2, and WebSockets. Analyzes why standard iptables-based kube-proxy L4 load balancing fails to distribute traffic evenly, causing backend starvation. Live Grounding highlights that resolving these issues requires client-side load balancing, proxy-assisted gRPC routing, or active connection-termination intervals.
 ## Serverless and Ingress
 
 ### Knative
@@ -244,9 +229,16 @@ description: "Top Servicemesh resources for 2026, AI-ranked: Linkerd, Kubernetes
 #### Ingress Controllers
 
   - **(2023)** [Kourier: A lightweight Knative Serving ingress](https://developers.redhat.com/blog/2020/06/30/kourier-a-lightweight-knative-serving-ingress) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Kourier is a lightweight Ingress implementation specifically designed for Knative Serving, utilizing Envoy as the underlying data plane. It serves as an alternative to large service mesh deployments, providing fast route configurations, cold start mitigation, and scale-to-zero capabilities for serverless containers inside Kubernetes. It is heavily utilized in simplified enterprise serverless setups.
+## Traffic Management (1)
+
+### Kubernetes Ingress Controllers
+
+#### Traefik Ingress
+
+  - **(2026)** [Traefik](https://traefik.io) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The canonical repository and site for Traefik, a modern cloud-native reverse proxy and ingress controller designed for dynamic service discovery. It automatically listens to platform API registries (such as Kubernetes and Consul) to dynamically update routing tables without manual reloads.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Web Servers](./web-servers.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/sonarqube.md b/v2-docs/sonarqube.md
index 3faec581..1f0570ed 100644
--- a/v2-docs/sonarqube.md
+++ b/v2-docs/sonarqube.md
@@ -42,7 +42,7 @@ description: "Top Sonarqube resources for 2026, AI-ranked: SonarQube Scanner Ove
   - **(2022)** [**thenewstack.io: How to Analyze Code and Find Vulnerabilities with SonarQube**](https://thenewstack.io/how-to-analyze-code-and-find-vulnerabilities-with-sonarqube) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Teaches developers how to interpret SonarQube dashboards to discover common security vulnerabilities and code smells. Demonstrates optimization rules and quality profiles adjustment methods.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/sre.md b/v2-docs/sre.md
index 326c57e4..cfc13dff 100644
--- a/v2-docs/sre.md
+++ b/v2-docs/sre.md
@@ -33,13 +33,6 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
 #### Site Reliability Engineering
 
   - **(2021)** [openshift.com: From Ops to SRE - Evolution of the OpenShift Dedicated Team](https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team)  [COMMUNITY-TOOL] β€” Analyses the operational and structural evolution of Red Hat's OpenShift Dedicated SRE team. Documents the shift from classic system administration to an automation-first SRE model to govern fleet-scale, multi-tenant Kubernetes platforms at high availability.
-## Cloud Native
-
-### Kubernetes
-
-#### Progressive Delivery
-
-  - **(2024)** [**Iter8**](https://iter8.tools) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A Kubernetes-native release validation and progressive delivery tool. Iter8 enables automated canary testing, A/B testing, and SLO evaluation. It coordinates traffic shifting using Service Meshes or Gateways, evaluating metrics from Prometheus and metrics-server to automate rollbacks or promote stable microservice builds.
 ## Continuous Delivery
 
 ### Feature Management
@@ -49,10 +42,10 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
   - **(2021)** [devops.com: How SREs Benefit From Feature Flags](https://devops.com/how-sres-benefit-from-feature-flags)  [COMMUNITY-TOOL] β€” Investigates the role of feature flags in risk mitigation. Demonstrates how isolating application deployment from runtime feature activation enables SREs to instantly disable buggy paths without executing a full application rollback.
 ### SLO Validation
 
-#### REST APIs
+#### REST Apis
 
   - **(2022)** [thenewstack.io: Validate Service-Level Objectives of REST APIs Using Iter8](https://thenewstack.io/validate-service-level-objectives-of-rest-apis-using-iter8) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates utilizing Iter8 to execute programmatic SLO assertions on REST endpoints. Ideal for modern CI/CD patterns validating performance bounds before traffic transitions to production.
-## Infrastructure  Bare Metal  UEFI Firmware and PXE Boot Optimization
+## Infrastructure  Bare Metal  UEFI Firmware And PXE Boot Optimization
 
   - **(2026)** [**How we reduced core unit boot time from hours to minutes**](https://blog.cloudflare.com/optimizing-core-unit-boot-time) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” This technical post explores how Cloudflare diagnosed and optimized a critical UEFI-stage boot bottleneck affecting their Gen12 bare-metal fleet of nearly 2,000 servers. Engineers traced the multi-hour reboot delays to an unoptimized linear search through empty network boot interfaces triggered after routine firmware updates. The resolution involved explicit PXE network boot sequence declarations, custom UEFI configuration validation steps using a stateful `uefi-same-hex` boolean flag, and iPXE automation that brought reboots down from hours to minutes.
 ## Observability
@@ -70,7 +63,7 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
 #### Declarative Standards
 
   - **(2021)** [==OpenSLO specification 🌟==](https://github.com/OpenSLO/OpenSLO) ⭐ 1496  [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The vendor-agnostic OpenSLO specification defines standard YAML schemas for declaring SLOs, SLIs, and error budgets. In 2026, it remains the standard for orchestrating declarative system health models inside GitOps automation.
-#### GitOps
+#### Gitops
 
   - **(2022)** [thenewstack.io: Automate User Satisfaction with This GitOps-Friendly Spec for Service Level Objectives](https://thenewstack.io/automate-user-satisfaction-with-this-gitops-friendly-spec-for-service-level-objectives) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores using GitOps mechanics to track reliability definitions. Outlines managing SLO declarations as declarative code in Git repository workflows to programmatically configure observability tools.
 #### Google Best Practices
@@ -96,7 +89,7 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
 #### Strategic Alignment
 
   - **(2022)** [thenewstack.io: SRE vs. DevOps? Successful Platform Engineering Needs Both](https://thenewstack.io/sre-vs-devops-successful-platform-engineering-needs-both)  [COMMUNITY-TOOL] β€” Argues that successful modern Platform Engineering requires marrying DevOps velocity patterns with SRE reliability practices inside the developer platform tooling layer.
-### SRE vs DevOps
+### SRE Vs DevOps
 
 #### Conceptual Frameworks
 
@@ -146,13 +139,6 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
   - **(2022)** [getcortexapp.com: A guide to the best SRE tools](https://www.cortex.io/post/a-guide-to-the-best-sre-tools)  [COMMUNITY-TOOL] β€” Cortex's architectural guide evaluating modern SRE tooling stacks. Highlights service catalogs, central tracking, alert deduplication, automated runbooks, and performance benchmarking.
   - **(2021)** [thenewstack.io: The Site Reliability Engineering Tool Stack](https://thenewstack.io/the-site-reliability-engineering-tool-stack)  [COMMUNITY-TOOL] β€” Explores the fundamental tooling categories necessary for robust SRE practices, spanning declarative Infrastructure as Code (IaC), performance profiling, on-call management, and automated monitoring integrations.
   - **(2021)** [thenewstack.io: The Best Site Reliability Engineering Tools in 2021](https://thenewstack.io/the-best-site-reliability-engineering-tools-in-2021)  [COMMUNITY-TOOL] β€” An evaluative overview of top-tier reliability platforms. Focuses on tools addressing continuous anomaly detection, SLO dashboards, chaos engineering, and incident management pipelines.
-## Platform Engineering (1)
-
-### Design Methodology
-
-#### Platform Democracy
-
-  - **(2023)** [Platform Democracy: Rethinking Who Builds and Consumes Your Internal Platform](https://www.syntasso.io/post/platform-democracy-rethinking-who-builds-and-consumes-your-internal-platform) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the shift from top-down platform imposition to a collaborative platform democracy model where users actively influence platform features. Focuses on Kratix-style platform design that co-creates platform capabilities to better align with actual developer workflows and organizational requirements.
 ## Reliability Engineering (1)
 
 ### Cloud Native Paradigms
@@ -163,7 +149,7 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
 #### Best Practices (1)
 
   - **(2016)** [Google: What is Site Reliability Engineering (SRE)?](https://sre.google) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Google's central hub for SRE methodologies, offering deep documentation on managing risk, service level objectives, monitoring, alerting, and elimination of toil. Essential reading for system architects establishing production-readiness checklists.
-### SRE vs DevOps (1)
+### SRE Vs DevOps (1)
 
 #### Industry Analysis
 
@@ -183,15 +169,6 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
 #### Synergies
 
   - **(2020)** [thenewstack.io: Where Site Reliability Engineering Overlaps with DevOps](https://thenewstack.io/where-the-site-reliability-engineer-role-overlaps-with-devops)  [COMMUNITY-TOOL] β€” Examines the functional overlaps between SREs and DevOps professionals. Highlights how monitoring, CI/CD automation, and shared configuration management unify these roles into a cohesive system reliability and deployment delivery vehicle.
-## Site Reliability Engineering (3)
-
-### Observability (1)
-
-#### Monitoring Theory
-
-##### Distributed Systems
-
-  - **(2016)** [==Monitoring Distributed Systems - Google SRE Book==](https://sre.google/sre-book/monitoring-distributed-systems) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The foundational text establishing distributed systems monitoring fundamentals. Introduces the 'four golden signals' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.
 ## Software Engineering
 
 ### Professional Development
@@ -199,14 +176,9 @@ description: "Top SRE resources for 2026, AI-ranked: Skills for Real Engineers,
 #### Core Architectures
 
   - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) ⭐ 128202  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptionally popular repository detailing the foundational principles, design philosophies, and architectural protocols required for master-level software delivery. While the curator focuses on career advancement, live engineering practice indicates that mastering these fundamentals is vital to surviving rapid AI development shifts. It represents an elite reference for engineering standardizations.
-### Version Control Systems
-
-#### Git Workflows
-
-  - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An evaluation of GitFlow versus Trunk-Based Development, analyzing how branching strategies affect MTTR, deployment frequency, and software quality. It details the operational changes and tooling adjustments required to adopt trunk-based methodologies.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/stackstorm.md b/v2-docs/stackstorm.md
index 1e87720d..e3eb5e00 100644
--- a/v2-docs/stackstorm.md
+++ b/v2-docs/stackstorm.md
@@ -11,14 +11,14 @@ description: "Curated, AI-ranked Stackstorm resources for the 2026 Cloud Native
 
 ## DevOps
 
-### Event-Driven Automation
+### Event-driven Automation
 
-#### StackStorm (1)
+#### Stackstorm
 
   - **(2025)** [github.com/StackStorm](https://github.com/StackStorm) [PYTHON CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Central repositories for the StackStorm platform containing internal event loops, action runners, rules-engine components, pack loaders, and comprehensive infrastructure orchestration drivers.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/swagger-code-generator-for-rest-apis.md b/v2-docs/swagger-code-generator-for-rest-apis.md
index c20cd588..508bab8b 100644
--- a/v2-docs/swagger-code-generator-for-rest-apis.md
+++ b/v2-docs/swagger-code-generator-for-rest-apis.md
@@ -13,12 +13,12 @@ description: "Curated, AI-ranked Swagger Code Generator For Rest APIs resources
 
 ### API Design
 
-#### Tutorial
+#### Tutorials
 
   - **(2019)** [youtube.com: Building an API with Swagger](https://www.youtube.com/watch?v=PbwQWw7xSOM)  [COMMUNITY-TOOL] β€” A practical hands-on video demonstration illustrating how to draft, test, and render interactive REST APIs using Swagger Editor and Swagger UI interfaces.
 ### API Design Collaboration
 
-#### SwaggerHub
+#### Swaggerhub
 
   - **(2020)** [youtube.com: SwaggerHub 101 An Introduction to Getting Started with SwaggerHub](https://www.youtube.com/watch?v=CoUl9_NWdqQ)  [COMMUNITY-TOOL] β€” A fast-track video guide introducing SwaggerHub, focusing on collaborative design structures, style guide validation, unified organization workspaces, and automatic mock testing for enterprise API platforms.
 ### API Specification
@@ -40,7 +40,7 @@ description: "Curated, AI-ranked Swagger Code Generator For Rest APIs resources
   - **(2015)** [**Swagger Codegen**](https://github.com/swagger-api/swagger-codegen) ⭐ 17758  [JAVA CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automatic generation of API client libraries and server stubs from OpenAPI/Swagger specifications.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/tags.md b/v2-docs/tags.md
index 821a1c0e..da1d726c 100644
--- a/v2-docs/tags.md
+++ b/v2-docs/tags.md
@@ -51,7 +51,7 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
 German1
 Go / Javascript2
 Go / Yaml2
-Go1046
+Go1050
 Go/Bash1
 Go/Markdown1
 Go/Rego1
@@ -82,10 +82,10 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
 Jsonnet5
 Kotlin4
 Kql5
-Legacy553
+Legacy554
 Lua2
 Makefile1
-Markdown348
+Markdown346
 Markdown/Images1
 Markdown/Shell1
 Multi2
@@ -169,14 +169,14 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
 1. [Guide](#guide) (1082 resources)
 1. [Case Study](#case-study) (117 resources)
 1. [Community-Tool](#community-tool) (7513 resources)
-1. [Legacy](#legacy) (553 resources)
+1. [Legacy](#legacy) (554 resources)
 1. [Spanish Content](#spanish-content) (208 resources)
 
 ### Language and Format
 
 Resources indexed by their primary source language or document format.
 
-[Go](#go-content) (1046) Β· [Java](#java-content) (452) Β· [Yaml](#yaml-content) (417) Β· [Python](#python-content) (385) Β· [Markdown](#markdown-content) (348) Β· [Hcl](#hcl-content) (228) Β· [Typescript](#typescript-content) (195) Β· [Shell](#shell-content) (182) Β· [Javascript](#javascript-content) (138) Β· [Bash](#bash-content) (110) Β· [Powershell](#powershell-content) (67) Β· [Agnostic](#agnostic-content) (61) Β· [Groovy](#groovy-content) (59) Β· [Sql](#sql-content) (43) Β· [Rust](#rust-content) (39) Β· [Html](#html-content) (36) Β· [C#](#c-sharp-content) (30) Β· [C](#c-content) (29) Β· [C++](#c-plus-plus-content) (22) Β· [Json](#json-content) (22) Β· [Dockerfile](#dockerfile-content) (21) Β· [Ruby](#ruby-content) (20) Β· [Bicep](#bicep-content) (18) Β· [Conceptual](#conceptual-content) (13) Β· [Pdf](#pdf-content) (11) Β· [Rego](#rego-content) (10) Β· [Terraform](#terraform-content) (8) Β· [Jsonnet](#jsonnet-content) (5) Β· [Kql](#kql-content) (5) Β· [Xml](#xml-content) (5) Β· [Haskell](#haskell-content) (4) Β· [Hcl/Yaml](#hcl-yaml-content) (4) Β· [Kotlin](#kotlin-content) (4) Β· [Php](#php-content) (4) Β· [Scala](#scala-content) (4) Β· [Yml](#yml-content) (4) Β· [Ansible](#ansible-content) (3) Β· [Awk](#awk-content) (3) Β· [French](#french-content) (3) Β· [Go/Yaml](#go-yaml-content-2) (3) Β· [Node.Js](#node-js-content) (3) Β· [Powershell/Cli](#powershell-cli-content) (3) Β· [Promql](#promql-content) (3) Β· [Python/Yaml](#python-yaml-content) (3) Β· [Bash/Yaml](#bash-yaml-content) (2) Β· [Go / Javascript](#go-javascript-content) (2) Β· [Go / Yaml](#go-yaml-content) (2) Β· [Java / Yaml](#java-yaml-content) (2) Β· [Javascript/Typescript](#javascript-typescript-content) (2) Β· [Lua](#lua-content) (2) Β· [Multi](#multi-content) (2) Β· [Nix](#nix-content) (2) Β· [Perl](#perl-content) (2) Β· [Python/Shell](#python-shell-content) (2) Β· [Shell/Dockerfile](#shell-dockerfile-content) (2) Β· [Smarty](#smarty-content) (2) Β· [Yaml/Bash](#yaml-bash-content) (2) Β· [Yaml/Go](#yaml-go-content-2) (2) Β· [Yaml/Hcl](#yaml-hcl-content) (2) Β· [Yaml/Helm](#yaml-helm-content) (2) Β· [Any](#any-content) (1) Β· [Apacheconf](#apacheconf-content) (1) Β· [Asciidoc](#asciidoc-content) (1) Β· [Ballerina](#ballerina-content) (1) Β· [Bash/Arm](#bash-arm-content) (1) Β· [Bash/Python](#bash-python-content) (1) Β· [C# / Python / Js](#c-sharp-python-js-content) (1) Β· [C++ / Go / Python](#c-plus-plus-go-python-content) (1) Β· [C++ / Go](#c-plus-plus-go-content) (1) Β· [C/Bash](#c-bash-content) (1) Β· [C/C++](#c-c-plus-plus-content) (1) Β· [Chinese](#chinese-content) (1) Β· [Clojure](#clojure-content) (1) Β· [Dart](#dart-content) (1) Β· [Docker](#docker-content) (1) Β· [Docker/Shell](#docker-shell-content) (1) Β· [Dockerfile/Shell](#dockerfile-shell-content) (1) Β· [Elixir](#elixir-content) (1) Β· [Erlang](#erlang-content) (1) Β· [Flux](#flux-content) (1) Β· [German](#german-content) (1) Β· [Go/Bash](#go-bash-content) (1) Β· [Go/Markdown](#go-markdown-content) (1) Β· [Go/Rego](#go-rego-content) (1) Β· [Go/Typescript](#go-typescript-content) (1) Β· [Groovy/Hcl](#groovy-hcl-content) (1) Β· [Groovy/Yaml](#groovy-yaml-content) (1) Β· [Hcl/Packer](#hcl-packer-content) (1) Β· [Helm](#helm-content) (1) Β· [Image/Pdf](#image-pdf-content) (1) Β· [Ini](#ini-content) (1) Β· [Ini/Yaml](#ini-yaml-content) (1) Β· [Java / English](#java-english-content) (1) Β· [Java / Go / Node.Js](#java-go-node-js-content) (1) Β· [Java/C++](#java-c-plus-plus-content) (1) Β· [Javascript/Shell](#javascript-shell-content) (1) Β· [Makefile](#makefile-content) (1) Β· [Markdown/Images](#markdown-images-content) (1) Β· [Markdown/Shell](#markdown-shell-content) (1) Β· [Nginx Conf](#nginx-conf-content) (1) Β· [Norwegian](#norwegian-content) (1) Β· [Objective-C](#objective-c-content) (1) Β· [Ocaml](#ocaml-content) (1) Β· [Powershell / Sql](#powershell-sql-content) (1) Β· [Powershell/Bash](#powershell-bash-content) (1) Β· [Proprietary](#proprietary-content) (1) Β· [Protobuf](#protobuf-content) (1) Β· [Python / C++](#python-c-plus-plus-content) (1) Β· [Python / Go](#python-go-content) (1) Β· [Python/Ansible](#python-ansible-content) (1) Β· [Python/Go](#python-go-content-2) (1) Β· [Python/Terraform](#python-terraform-content) (1) Β· [R](#r-content) (1) Β· [Regex](#regex-content) (1) Β· [Robot](#robot-content) (1) Β· [Sed](#sed-content) (1) Β· [Sentinel](#sentinel-content) (1) Β· [Shell/Ansible](#shell-ansible-content) (1) Β· [Shell/Yaml](#shell-yaml-content) (1) Β· [Sql/Typescript](#sql-typescript-content) (1) Β· [Sql/Yaml](#sql-yaml-content) (1) Β· [Typescript / Go](#typescript-go-content) (1) Β· [Typescript / Rust](#typescript-rust-content) (1) Β· [Typescript/Elixir](#typescript-elixir-content) (1) Β· [Typescript/Rego](#typescript-rego-content) (1) Β· [Vim Script](#vim-script-content) (1) Β· [Viml](#viml-content) (1) Β· [Webassembly](#webassembly-content) (1) Β· [Yaml / C#](#yaml-c-sharp-content) (1) Β· [Yaml / Go](#yaml-go-content) (1) Β· [Yaml / Rego](#yaml-rego-content) (1) Β· [Yaml / Shell](#yaml-shell-content) (1) Β· [Yaml/Jinja2](#yaml-jinja2-content) (1) Β· [Yaml/Markdown](#yaml-markdown-content) (1) Β· [Yaml/Python](#yaml-python-content) (1) Β· [Yaml/Shell](#yaml-shell-content-2) (1) Β· [Yaml/Terraform](#yaml-terraform-content) (1) Β· [Yaml/Vagrantfile](#yaml-vagrantfile-content) (1)
+[Go](#go-content) (1050) Β· [Java](#java-content) (452) Β· [Yaml](#yaml-content) (417) Β· [Python](#python-content) (385) Β· [Markdown](#markdown-content) (346) Β· [Hcl](#hcl-content) (228) Β· [Typescript](#typescript-content) (195) Β· [Shell](#shell-content) (182) Β· [Javascript](#javascript-content) (138) Β· [Bash](#bash-content) (110) Β· [Powershell](#powershell-content) (67) Β· [Agnostic](#agnostic-content) (61) Β· [Groovy](#groovy-content) (59) Β· [Sql](#sql-content) (43) Β· [Rust](#rust-content) (39) Β· [Html](#html-content) (36) Β· [C#](#c-sharp-content) (30) Β· [C](#c-content) (29) Β· [C++](#c-plus-plus-content) (22) Β· [Json](#json-content) (22) Β· [Dockerfile](#dockerfile-content) (21) Β· [Ruby](#ruby-content) (20) Β· [Bicep](#bicep-content) (18) Β· [Conceptual](#conceptual-content) (13) Β· [Pdf](#pdf-content) (11) Β· [Rego](#rego-content) (10) Β· [Terraform](#terraform-content) (8) Β· [Jsonnet](#jsonnet-content) (5) Β· [Kql](#kql-content) (5) Β· [Xml](#xml-content) (5) Β· [Haskell](#haskell-content) (4) Β· [Hcl/Yaml](#hcl-yaml-content) (4) Β· [Kotlin](#kotlin-content) (4) Β· [Php](#php-content) (4) Β· [Scala](#scala-content) (4) Β· [Yml](#yml-content) (4) Β· [Ansible](#ansible-content) (3) Β· [Awk](#awk-content) (3) Β· [French](#french-content) (3) Β· [Go/Yaml](#go-yaml-content-2) (3) Β· [Node.Js](#node-js-content) (3) Β· [Powershell/Cli](#powershell-cli-content) (3) Β· [Promql](#promql-content) (3) Β· [Python/Yaml](#python-yaml-content) (3) Β· [Bash/Yaml](#bash-yaml-content) (2) Β· [Go / Javascript](#go-javascript-content) (2) Β· [Go / Yaml](#go-yaml-content) (2) Β· [Java / Yaml](#java-yaml-content) (2) Β· [Javascript/Typescript](#javascript-typescript-content) (2) Β· [Lua](#lua-content) (2) Β· [Multi](#multi-content) (2) Β· [Nix](#nix-content) (2) Β· [Perl](#perl-content) (2) Β· [Python/Shell](#python-shell-content) (2) Β· [Shell/Dockerfile](#shell-dockerfile-content) (2) Β· [Smarty](#smarty-content) (2) Β· [Yaml/Bash](#yaml-bash-content) (2) Β· [Yaml/Go](#yaml-go-content-2) (2) Β· [Yaml/Hcl](#yaml-hcl-content) (2) Β· [Yaml/Helm](#yaml-helm-content) (2) Β· [Any](#any-content) (1) Β· [Apacheconf](#apacheconf-content) (1) Β· [Asciidoc](#asciidoc-content) (1) Β· [Ballerina](#ballerina-content) (1) Β· [Bash/Arm](#bash-arm-content) (1) Β· [Bash/Python](#bash-python-content) (1) Β· [C# / Python / Js](#c-sharp-python-js-content) (1) Β· [C++ / Go / Python](#c-plus-plus-go-python-content) (1) Β· [C++ / Go](#c-plus-plus-go-content) (1) Β· [C/Bash](#c-bash-content) (1) Β· [C/C++](#c-c-plus-plus-content) (1) Β· [Chinese](#chinese-content) (1) Β· [Clojure](#clojure-content) (1) Β· [Dart](#dart-content) (1) Β· [Docker](#docker-content) (1) Β· [Docker/Shell](#docker-shell-content) (1) Β· [Dockerfile/Shell](#dockerfile-shell-content) (1) Β· [Elixir](#elixir-content) (1) Β· [Erlang](#erlang-content) (1) Β· [Flux](#flux-content) (1) Β· [German](#german-content) (1) Β· [Go/Bash](#go-bash-content) (1) Β· [Go/Markdown](#go-markdown-content) (1) Β· [Go/Rego](#go-rego-content) (1) Β· [Go/Typescript](#go-typescript-content) (1) Β· [Groovy/Hcl](#groovy-hcl-content) (1) Β· [Groovy/Yaml](#groovy-yaml-content) (1) Β· [Hcl/Packer](#hcl-packer-content) (1) Β· [Helm](#helm-content) (1) Β· [Image/Pdf](#image-pdf-content) (1) Β· [Ini](#ini-content) (1) Β· [Ini/Yaml](#ini-yaml-content) (1) Β· [Java / English](#java-english-content) (1) Β· [Java / Go / Node.Js](#java-go-node-js-content) (1) Β· [Java/C++](#java-c-plus-plus-content) (1) Β· [Javascript/Shell](#javascript-shell-content) (1) Β· [Makefile](#makefile-content) (1) Β· [Markdown/Images](#markdown-images-content) (1) Β· [Markdown/Shell](#markdown-shell-content) (1) Β· [Nginx Conf](#nginx-conf-content) (1) Β· [Norwegian](#norwegian-content) (1) Β· [Objective-C](#objective-c-content) (1) Β· [Ocaml](#ocaml-content) (1) Β· [Powershell / Sql](#powershell-sql-content) (1) Β· [Powershell/Bash](#powershell-bash-content) (1) Β· [Proprietary](#proprietary-content) (1) Β· [Protobuf](#protobuf-content) (1) Β· [Python / C++](#python-c-plus-plus-content) (1) Β· [Python / Go](#python-go-content) (1) Β· [Python/Ansible](#python-ansible-content) (1) Β· [Python/Go](#python-go-content-2) (1) Β· [Python/Terraform](#python-terraform-content) (1) Β· [R](#r-content) (1) Β· [Regex](#regex-content) (1) Β· [Robot](#robot-content) (1) Β· [Sed](#sed-content) (1) Β· [Sentinel](#sentinel-content) (1) Β· [Shell/Ansible](#shell-ansible-content) (1) Β· [Shell/Yaml](#shell-yaml-content) (1) Β· [Sql/Typescript](#sql-typescript-content) (1) Β· [Sql/Yaml](#sql-yaml-content) (1) Β· [Typescript / Go](#typescript-go-content) (1) Β· [Typescript / Rust](#typescript-rust-content) (1) Β· [Typescript/Elixir](#typescript-elixir-content) (1) Β· [Typescript/Rego](#typescript-rego-content) (1) Β· [Vim Script](#vim-script-content) (1) Β· [Viml](#viml-content) (1) Β· [Webassembly](#webassembly-content) (1) Β· [Yaml / C#](#yaml-c-sharp-content) (1) Β· [Yaml / Go](#yaml-go-content) (1) Β· [Yaml / Rego](#yaml-rego-content) (1) Β· [Yaml / Shell](#yaml-shell-content) (1) Β· [Yaml/Jinja2](#yaml-jinja2-content) (1) Β· [Yaml/Markdown](#yaml-markdown-content) (1) Β· [Yaml/Python](#yaml-python-content) (1) Β· [Yaml/Shell](#yaml-shell-content-2) (1) Β· [Yaml/Terraform](#yaml-terraform-content) (1) Β· [Yaml/Vagrantfile](#yaml-vagrantfile-content) (1)
 
 

 
@@ -185,106 +185,106 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 1139 resources under De Facto Standard
 
-  - **(2026)** [==Postman==](https://www.postman.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./postman.md)*
-  - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==Argo CD==](https://argoproj.github.io/argo-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==Helm==](https://github.com/helm/helm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==Newman==](https://github.com/postmanlabs/newman) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
-  - **(2026)** [==SdkMan==](https://sdkman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)*
-  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubernetes.io: Kubernetes API==](https://kubernetes.io/docs/reference/kubernetes-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==davidB/kubectl-view-allocations==](https://github.com/davidB/kubectl-view-allocations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==Machine API==](https://github.com/openshift/machine-api-operator/tree/main) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2026)** [==github.com/vmware-tanzu/velero==](https://github.com/velero-io/velero) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2026)** [==Developer Sandbox==](https://developers.redhat.com/developer-sandbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==OLM Arquitecture==](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==Rook==](https://rook.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2026)** [==github.com/redhat-cop/gitops-catalog==](https://github.com/redhat-cop/gitops-catalog) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2026)** [==GitHub: OKD4==](https://github.com/okd-project/okd/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==podman==](https://podman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==buildah==](https://buildah.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==developers.redhat.com 🌟==](https://developers.redhat.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==Amazon Red Hat OpenShift==](https://www.redhat.com/en/technologies/cloud-computing/openshift/aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==ARO==](https://www.redhat.com/en/technologies/cloud-computing/openshift/azure) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==Red Hat's approach to Kubernetes 🌟==](https://www.redhat.com/en/solutions/kubernetes-approach) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [==OPA Open Policy Agent 🌟==](https://www.openpolicyagent.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==checkov.io==](https://www.checkov.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Selefra: Selefra is an open-source policy-as-code software that provides' analytics for multi-cloud and SaaS.==](https://github.com/selefra/selefra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==yor.io==](https://yor.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Policy Reporter 🌟==](https://github.com/kyverno/policy-reporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Jenkins Prometheus Metrics Plugin 🌟==](https://github.com/jenkinsci/prometheus-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Pipeline: SCM Step (workflow-scm-step)==](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==git-plugin 🌟==](https://github.com/jenkinsci/git-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Warnings Next Generation 🌟==](https://plugins.jenkins.io/warnings-ng) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Credentials Binding==](https://plugins.jenkins.io/credentials-binding) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==HashiCorp Vault 🌟==](https://plugins.jenkins.io/hashicorp-vault-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Matrix Authorization Strategy 🌟==](https://plugins.jenkins.io/matrix-auth) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Role-based Authorization Strategy 🌟==](https://plugins.jenkins.io/role-strategy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==SonarQube Scanner 🌟==](https://plugins.jenkins.io/sonar) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==kubernetes-plugin: Kubernetes plugin for Jenkins 🌟==](https://github.com/jenkinsci/kubernetes-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Parent POM for Jenkins Plugins. Plugin POM 4.0==](https://github.com/jenkinsci/plugin-pom) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [XML CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==kubernetes/client-go: Go client for Kubernetes 🌟==](https://github.com/kubernetes/client-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==Awesome AWS 🌟==](https://github.com/donnemartin/awesome-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==wikipedia.org: .NET==](https://en.wikipedia.org/wiki/.NET) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./dotnet.md)*
+  - **(2026)** [==App-vNext/Polly==](https://github.com/App-vNext/Polly) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
+  - **(2026)** [==Awesome Test Automation==](https://github.com/atinfo/awesome-test-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [==Tech Interview Handbook==](https://github.com/yangshun/tech-interview-handbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==onurakpolat/awesome-bigdata==](https://github.com/oxnr/awesome-bigdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome AWS 🌟==](https://github.com/donnemartin/awesome-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./aws.md)*
   - **(2026)** [==github.com/GoogleCloudPlatform/awesome-google-cloud: Awesome GCP==](https://github.com/GoogleCloudPlatform/awesome-google-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==github.com/lukemurraynz/awesome-azure-architecture 🌟==](https://github.com/lukemurraynz/awesome-azure-architecture) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course==](https://github.com/iam-veeramalla/Azure-zero-to-hero) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON/SHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==github.com/jonleibowitz/awesome-digitalocean: Awesome Digital Ocean==](https://github.com/jonleibowitz/awesome-digitalocean) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Tech Interview Handbook==](https://github.com/yangshun/tech-interview-handbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Awesome Test Automation==](https://github.com/atinfo/awesome-test-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==onurakpolat/awesome-bigdata==](https://github.com/oxnr/awesome-bigdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome Compose 🌟==](https://github.com/docker/awesome-compose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==dawitnida/Awesome Packer==](https://github.com/dchonch/awesome-packer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep==](https://github.com/ElYusubov/AWESOME-Azure-Bicep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome Angular==](https://github.com/PatrickJS/awesome-angular) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome Visual Studio Code==](https://github.com/viatsko/awesome-vscode) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [==github.com/charlax/professional-programming: A collection of full-stack' resources for programmers 🌟==](https://github.com/charlax/professional-programming) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==janikvonrotz/awesome-powershell==](https://github.com/janikvonrotz/awesome-powershell) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==realvz/awesome-eks: A curated list of awesome tools for Amazon EKS 🌟==](https://github.com/realvz/awesome-eks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==globalbao/awesome-azure-policy: AWESOME-Azure-Policy==](https://github.com/globalbao/awesome-azure-policy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==github.com/toniblyx/my-arsenal-of-aws-security-tools==](https://github.com/toniblyx/my-arsenal-of-aws-security-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Awesome Compose 🌟==](https://github.com/docker/awesome-compose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==dawitnida/Awesome Packer==](https://github.com/dchonch/awesome-packer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==ElYusubov/AWESOME-Azure-Bicep: AWESOME Azure Bicep==](https://github.com/ElYusubov/AWESOME-Azure-Bicep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==sbilly/awesome-security: Awesome Security==](https://github.com/sbilly/awesome-security) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==myugan/awesome-docker-security: Awesome Docker Security==](https://github.com/myugan/awesome-docker-security) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==anderseknert/awesome-opa 🌟==](https://github.com/open-policy-agent/awesome-opa) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO/REGO CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==Awesome Testing==](https://github.com/TheJambo/awesome-testing) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==Awesome API Management Tools==](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Awesome Visual Studio Code==](https://github.com/viatsko/awesome-vscode) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==ekramasif/Basic-Machine-Learning==](https://github.com/ekramasif/Basic-Machine-Learning) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==JUnit==](https://junit.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
+  - **(2026)** [==Postman==](https://www.postman.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [==Helm==](https://github.com/helm/helm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2026)** [==Argo CD==](https://argoproj.github.io/argo-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./argo.md)*
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [==Ray==](https://docs.ray.io/en/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [==The Open Guide to Amazon Web Services==](https://github.com/open-guides/og-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==aws/containers-roadmap: AWS Containers Roadmap==](https://github.com/aws/containers-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==github.com/one2nc/cloudlens 🌟==](https://github.com/one2nc/cloudlens) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux-dev-env.md)*
+  - **(2026)** [==github.com/microsoft/finops-toolkit==](https://github.com/microsoft/finops-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical' Online Reference Implementation==](https://github.com/azure/mission-critical-online) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==Microsoft REST API Guidelines 🌟🌟🌟==](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==Microsoft/azure-pipelines-tasks==](https://github.com/Microsoft/azure-pipelines-tasks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==azurearcjumpstart.io==](https://jumpstart.azure.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==learn.microsoft.com: Environment variables and app settings in Azure App Service==](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==learn.microsoft.com: Configure a custom container for Azure App Service==](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [DOCKER CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==learn.microsoft.com: AZ-204: Implement Azure Functions 🌟==](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# / PYTHON / JS CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==PowerShell==](https://learn.microsoft.com/en-us/powershell) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==PowerShell Gallery 🌟==](https://www.powershellgallery.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==dahlbyk/posh-git==](https://github.com/dahlbyk/posh-git) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==dbatools.io==](https://dbatools.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL / SQL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==Bicep==](https://github.com/Azure/bicep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==pre-commit==](https://pre-commit.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [==Odoo Mergebot==](https://github.com/odoo/odoo/wiki/Mergebot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [==International Tech Job Search Handbook==](https://github.com/andrewstetsenko/tech-jobs-with-relocation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EN CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==K9s - Kubernetes CLI To Manage Your Clusters In Style!==](https://github.com/derailed/k9s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==fubectl==](https://github.com/kubermatic/fubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Authelia 🌟==](https://github.com/authelia/authelia) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Kompose (Kubernetes + Compose) 🌟==](https://github.com/kubernetes/kompose) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Nebula==](https://github.com/slackhq/nebula) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
 
 *... and 1039 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -299,105 +299,105 @@ Resources indexed by their primary source language or document format.
 Click to view top 100 of 1106 resources under Enterprise-Stable
 
   - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [**blog.getpostman.com**](https://blog.postman.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./postman.md)*
-  - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2026)** [**Take our I/O 2026 quiz, vibe coded in Google AI Studio**](https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**Catch up on 12 major I/O 2026 moments**](https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [**OpenShift blog 🌟**](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift Commons**](https://commons.openshift.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift.tv**](https://www.redhat.com/en/livestreaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**OpenShift on Google Cloud**](https://docs.cloud.google.com/compute/docs/containers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**Red Hat OpenShift on IBM Cloud**](https://www.ibm.com/products/openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [**Azure Policy**](https://nubenetes.com/azure/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [**Awesome Software Quality**](https://github.com/ligurio/sqa-wiki) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [**developer.hashicorp.com 🌟**](https://developer.hashicorp.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Awesome Software Quality**](https://github.com/ligurio/sqa-wiki) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Ansible Role: Docker 🌟**](https://github.com/geerlingguy/ansible-role-docker) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [**AWX Operator**](https://github.com/ansible/awx-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [**Helm Diff Plugin 🌟**](https://github.com/databus23/helm-diff) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2026)** [**tanka**](https://github.com/grafana/tanka) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**werf/werf**](https://github.com/werf/werf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes**](https://github.com/bank-vaults/bank-vaults) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Shell-operator**](https://github.com/flant/shell-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Kubermatic Kubernetes Platform 🌟**](https://github.com/Kubermatic/Kubermatic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Gardener**](https://github.com/gardener/gardener) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**odigos**](https://github.com/odigos-io/odigos) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**kubectl-neat 🌟**](https://github.com/itaysk/kubectl-neat) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Building self-improving tax agents with Codex**](https://openai.com/index/building-self-improving-tax-agents-with-codex) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How Braintrust turns customer requests into code with Codex**](https://openai.com/index/braintrust) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Warp's big bet on building open source with GPT-5.5**](https://openai.com/index/warp) 🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**A new personal finance experience in ChatGPT**](https://openai.com/index/personal-finance-chatgpt) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**A shared playbook for trustworthy third party evaluations**](https://openai.com/index/trustworthy-third-party-evaluations-foundations) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**OpenAI Frontier Governance Framework**](https://openai.com/index/openai-frontier-governance-framework) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Boston Children's Hospital uses AI to unlock new diagnoses**](https://openai.com/index/boston-childrens-hospital) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Strengthening Societal Resilience with Rosalind Biodefense**](https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Our Views on AI Policy and Political Advocacy**](https://openai.com/index/our-views-on-ai-policy-and-political-advocacy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Election information and safeguards in 2026**](https://openai.com/index/election-safeguards-2026) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**The next phase of OpenAI's Education for Countries**](https://openai.com/index/the-next-phase-of-education-for-countries) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**OpenAI and Malta partner to bring ChatGPT Plus to all citizens**](https://openai.com/index/malta-chatgpt-plus-partnership) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Codex is Becoming a Productivity Tool for Everyone**](https://openai.com/index/codex-for-knowledge-work) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**OpenAI, Grupo Folha, and Grupo UOL announce strategic content partnership**](https://openai.com/index/grupo-folha-grupo-uol-partnership) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How Virgin Atlantic ships faster with Codex**](https://openai.com/index/virgin-atlantic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**OpenAI named a Leader in enterprise coding agents by Gartner**](https://openai.com/index/gartner-2026-agentic-coding-leader) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How Ramp engineers accelerate code review with Codex**](https://openai.com/index/ramp) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**AdventHealth advances whole-person care with OpenAI**](https://openai.com/index/adventhealth) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments**](https://openai.com/index/dell-codex-enterprise-partnership) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Introducing OpenAI for Singapore**](https://openai.com/index/introducing-openai-for-singapore) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Advancing Content Provenance for a Safer, More Transparent AI Ecosystem**](https://openai.com/index/advancing-content-provenance) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Google I/O 2026: Highlights from the Dialogues stage**](https://blog.google/innovation-and-ai/technology/ai/io-2026-dialogues-recap) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**100 things we announced at Google I/O 2026**](https://blog.google/innovation-and-ai/technology/ai/google-io-2026-all-our-announcements) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**A new experiment brings better group meetings to Google Beam**](https://blog.google/innovation-and-ai/models-and-research/google-research/google-beam-group-meetings) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How AI Mode is changing and expanding the way people search**](https://blog.google/products-and-platforms/products/search/ai-mode-us-insights) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Google I/O 2026: Sundar Pichai's opening keynote**](https://blog.google/innovation-and-ai/sundar-pichai-io-2026) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**New ways to create and get stuff done in Google Workspace**](https://blog.google/products-and-platforms/products/workspace/workspace-updates) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**MUFG aims to become AI native with OpenAI**](https://openai.com/index/mufg) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Cisco and OpenAI redefine enterprise engineering with Codex**](https://openai.com/index/cisco) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Databricks brings GPT-5.5 to enterprise agent workflows - OpenAI**](https://openai.com/index/databricks) 🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How business operations teams use Codex**](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How sales teams use Codex**](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How we used Gemini to build Google I/O 2026**](https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**OpenAI Model Disproves Central Conjecture in Discrete Geometry**](https://openai.com/index/model-disproves-discrete-geometry-conjecture) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [**jertel/elastalert2**](https://github.com/jertel/elastalert2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [**Meshery.io:**](https://meshery.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2026)** [**consul.io**](https://developer.hashicorp.com/consul) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**Dash for MacOS**](https://kapeli.com/dash) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [**Zeal**](https://zealdocs.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [**TestNG**](https://testng.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [**Spock Framework**](https://spockframework.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [**SilverTorch: Index as Model β€” A New Retrieval Paradigm for Recommendation Systems**](https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model-new-retrieval-paradigm-recommendation-systems) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [**github.com/containerscrew/aws-sso-auth**](https://github.com/containerscrew/aws-sso-rs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**Bulldozer: GitHub Pull Request Auto-Merge Bot**](https://github.com/palantir/bulldozer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**Plastic SCM**](https://www.plasticscm.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
   - **(2026)** [**education.github.com**](https://github.com/education) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2026)** [**Nelm: A Helm Alternative for Kubernetes Deployments**](https://github.com/werf/nelm) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
+  - **(2026)** [**Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes**](https://github.com/bank-vaults/bank-vaults) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**odigos**](https://github.com/odigos-io/odigos) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**tanka**](https://github.com/grafana/tanka) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**werf/werf**](https://github.com/werf/werf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**Shell-operator**](https://github.com/flant/shell-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**Kubermatic Kubernetes Platform 🌟**](https://github.com/Kubermatic/Kubermatic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**Gardener**](https://github.com/gardener/gardener) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**kubectl-neat 🌟**](https://github.com/itaysk/kubectl-neat) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [**youtube: Thetips4you 🌟**](https://www.youtube.com/channel/UCoOq-DtESvayx5yJE5H6-qQ/playlists) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./devops-tools.md)*
   - **(2026)** [**GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp: Google Secret' Manager Provider for Secret Store CSI Driver**](https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [**aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config' Provider for Secret Store CSI Driver**](https://github.com/aws/secrets-store-csi-driver-provider-aws) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [**hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store' CSI Driver**](https://github.com/hashicorp/vault-csi-provider) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [**oauth2-proxy/oauth2-proxy: OAuth2 Proxy 🌟**](https://github.com/oauth2-proxy/oauth2-proxy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [**commjoen/wrongsecrets: OWASP WrongSecrets**](https://github.com/commjoen/wrongsecrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [**Microsoft Security Copilot**](https://www.microsoft.com/en-us/security/business/ai-machine-learning/microsoft-security-copilot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [****Rancher 2****](https://www.rancher.com/docs/rancher/v2.x/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2026)** [****k3sup (said 'ketchup')****](https://github.com/alexellis/k3sup) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2026)** [**Dash for MacOS**](https://kapeli.com/dash) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [**Zeal**](https://zealdocs.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [**OpenFunction: Cloud Native Function-as-a-Service Platform (CNCF Sandbox' Project)**](https://github.com/OpenFunction/OpenFunction) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [**kn: knative client**](https://github.com/knative/client) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [**Azure Policy**](https://nubenetes.com/azure/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [**youtube: Thetips4you 🌟**](https://www.youtube.com/channel/UCoOq-DtESvayx5yJE5H6-qQ/playlists) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./devops-tools.md)*
+  - **(2026)** [**Couchdb.apache.org**](https://couchdb.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ERLANG CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**rethinkdb.com**](https://rethinkdb.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**Hive.apache.org**](https://hive.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**Apache Drill**](https://drill.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2026)** [**github.com/techiescamp/kubernetes-learning-path 🌟🌟**](https://github.com/techiescamp/kubernetes-learning-path) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [**redhat.com: Vim: Basic and intermediate commands**](https://www.redhat.com/en/blog/vim-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [****watchman command**: A File and Directory Watching Tool for Changes**](https://www.tecmint.com/watchman-monitor-file-changes-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**redhat.com: How to record your Linux terminal using asciinema**](https://www.redhat.com/en/blog/using-asciinema) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**nikhilism.com: Mystery Knowledge and Useful Tools**](https://nikhilism.com/post/2020/mystery-knowledge-useful-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**Timezone Bullshit**](https://blog.wesleyac.com/posts/timezone-bullshit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**opensource.com 🌟**](https://opensource.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**abarrak.gitbook.io: Linux SysOps Handbook 🌟**](https://abarrak.gitbook.io/linux-sysops-handbook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Control Systemd Services on Remote Linux Server**](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**developers.redhat.com: Linux commands for developers**](https://developers.redhat.com/cheat-sheets/linux-commands-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**CLImagic**](https://www.youtube.com/user/climagic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux**](https://www.tecmint.com/pipe-command-output-to-other-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**opensource.com: How to use the Linux grep command**](https://opensource.com/article/21/3/grep-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Install htop on CentOS 8**](https://www.tecmint.com/install-htop-on-centos-8) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**tecmint.com: How to Install and Configure β€˜Collectd’ and β€˜Collectd-Web’ to Monitor Server Resources in Linux**](https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**freecodecamp.org: RSync Examples – Rsync Options and How to Copy Files Over SSH**](https://www.freecodecamp.org/news/rsync-examples-rsync-options-and-how-to-copy-files-over-ssh) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**igoroseledko.com: Parallel Rsync**](https://www.igoroseledko.com/parallel-rsync) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**redhat.com: 5 advanced rsync tips for Linux sysadmins**](https://www.redhat.com/en/blog/5-rsync-tips) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**redhat.com: Using ssh-keygen and sharing for key-based authentication in Linux**](https://www.redhat.com/en/blog/configure-ssh-keygen) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**redhat.com: Save time at the command line with HTTPie instead of curl**](https://www.redhat.com/en/blog/curl-hack-httpie) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**linuxteck.com: 15 basic curl command in Linux with practical examples**](https://www.linuxteck.com/curl-command-in-linux-with-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format**](https://kalilinuxtutorials.com/ldsview) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**Ansible Role: Docker 🌟**](https://github.com/geerlingguy/ansible-role-docker) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [**AWX Operator**](https://github.com/ansible/awx-operator) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [**How we reduced core unit boot time from hours to minutes**](https://blog.cloudflare.com/optimizing-core-unit-boot-time) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./sre.md)*
+  - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**MongoDB for VS Code**](https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**dev.to: Thunder Client - Http Client Extension for VS Code**](https://dev.to/ranga_vadhineni/thunder-client-http-client-extension-for-vs-code-30i9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Live Server:**](https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**developers.redhat.com: Devfiles and Kubernetes cluster support in OpenShift' Connector 0.2.0 extension for VS Code 🌟**](https://developers.redhat.com/blog/2020/11/16/devfiles-and-kubernetes-cluster-support-in-openshift-connector-0-2-0-extension-for-vs-code) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**marketplace.visualstudio.com: GitOps Tools for Flux 🌟**](https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**marketplace.visualstudio.com: Kubernetes Reference Highlighter 🌟**](https://marketplace.visualstudio.com/items?itemName=dag-andersen.kubernetes-reference-highlighter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**marketplace.visualstudio.com: Kubernetes YAML Formatter 🌟**](https://marketplace.visualstudio.com/items?itemName=kennylong.kubernetes-yaml-formatter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Kubernetes Kind (by Microsoft)**](https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.kind-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**DotENV**](https://marketplace.visualstudio.com/items?itemName=mikestead.dotenv) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Path Intellisense**](https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**freecodecamp.org: VS Code Extensions That'll Boost Your Development Productivity' 🌟**](https://www.freecodecamp.org/news/vs-code-extensions-to-boost-your-development-productivity) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Local History**](https://marketplace.visualstudio.com/items?itemName=xyz.local-history) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**marketplace.visualstudio.com: autoDocstring - Python Docstring Generator**](https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Material Icon Theme**](https://marketplace.visualstudio.com/items?itemName=PKief.material-icon-theme) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Monokai Pro Theme**](https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Dracula Pro Theme 🌟**](https://draculatheme.com/pro) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**Jira and Bitbucket (Official)**](https://marketplace.visualstudio.com/items?itemName=Atlassian.atlascode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
 
 *... and 1006 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 
@@ -436,56 +436,56 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [helmwave/helmwave](https://github.com/helmwave/helmwave) 🌟🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2024)** [rootless-containers/usernetes](https://github.com/rootless-containers/usernetes) 🌟🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [Isoflow](https://isoflow.io) 🌟🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2022)** [Kspan - Turning Kubernetes Events into spans 🌟](https://github.com/weaveworks-experiments/kspan) 🌟🌟🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [infoworld.com: 13 open source projects transforming AI and machine learning](https://www.infoworld.com/article/2336757/16-open-source-projects-transforming-ai-and-machine-learning.html) 🌟🌟🌟 [EMERGING] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [Kspan - Turning Kubernetes Events into spans 🌟](https://github.com/weaveworks-experiments/kspan) 🌟🌟🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2020)** [raygun.com: The 10 best DevOps tools for 2020](https://raygun.com/blog/best-devops-tools) 🌟🌟🌟 [EMERGING] β€” *Go to [Section](./devops-tools.md)*
   - **(2026)** [twitter.com/GolangRepos](https://x.com/GolangRepos) 🌟🌟 [EMERGING] β€” *Go to [Section](./golang.md)*
   - **(2023)** [kustomizer](https://kustomizer.dev) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biologΓ­a 🌟](https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865) 🌟🌟 [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2022)** [autodraw.com](https://www.autodraw.com) 🌟🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2021)** [github.com/mumoshu/helm-x: Helm X Plugin](https://github.com/mumoshu/helm-x) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2021)** [moule3053/mck8s](https://github.com/moule3053/mck8s) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [sciuro](https://github.com/cloudflare/sciuro) 🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [kim - The Kubernetes Image Manager](https://github.com/rancher/kim) 🌟🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [azohra/yaml.sh](https://github.com/azohra/yaml.sh) 🌟🌟 [EMERGING] [BASH CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2021)** [github.com/mumoshu/helm-x: Helm X Plugin](https://github.com/mumoshu/helm-x) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2020)** [kris-nova/kaar](https://github.com/krisnova/kaar) 🌟🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [devops.com](https://devops.com) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [twitter.com/AWSreInvent](https://x.com/AWSreInvent) [EMERGING] β€” *Go to [Section](./aws.md)*
   - **(2026)** [AWS Labs GitHub](https://github.com/awslabs) [EMERGING] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [devops.com](https://devops.com) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [github.com/topics/gitops 🌟](https://github.com/topics/gitops) [EMERGING] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [GAIA-X: A Federated Data Infrastructure for Europe](https://www.bundeswirtschaftsministerium.de/Redaktion/EN/Dossier/gaia-x.html) [EMERGING] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2025)** [github.com/krateoplatformops/krateo](https://github.com/krateoplatformops/krateo) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co) [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./iac.md)*
-  - **(2024)** [infoworld.com: Beyond SQL: 8 new languages for data querying](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [EMERGING] [POLYGLOT CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2024)** [techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes Services (AKS)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457) [EMERGING] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2024)** [infoworld.com: Beyond SQL: 8 new languages for data querying](https://www.infoworld.com/article/2334689/beyond-sql-8-new-languages-for-data-querying.html) [EMERGING] [POLYGLOT CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2024)** [twitter.com/ChromeDevTools](https://x.com/ChromeDevTools) [EMERGING] β€” *Go to [Section](./ChromeDevTools.md)*
   - **(2023)** [dev.to: DevOps Trends for Developers in 2023 | Pavan Belagatti](https://dev.to/pavanbelagatti/devops-trends-for-developers-in-2023-345b) [EMERGING] [EN CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops) [EMERGING] β€” *Go to [Section](./ai.md)*
   - **(2023)** [youtube: AWS re:Invent 2023 - From hype to impact: Building a generative AI architecture (ARC217)](https://www.youtube.com/watch?v=1Lat8dP7Eq0) [EMERGING] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)](https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha) [EMERGING] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-releases.md)*
+  - **(2023)** [valohai.com/blog/llmops/](https://valohai.com/blog/llmops) [EMERGING] β€” *Go to [Section](./ai.md)*
   - **(2023)** [community.aws/kubernetes](https://builder.aws.com/learn/topics/kubernetes) [EMERGING] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [Michaelpalacce/SimpleSecrets](https://github.com/Michaelpalacce/SimpleSecrets) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2023)** [kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)](https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha) [EMERGING] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-releases.md)*
+  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [EMERGING] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2022)** [xataka.com: Los programadores ya alucinaban con CoPilot y ChatGPT, pero ahora DeepMind va mΓ‘s allΓ‘ con AplhaCode](https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ahora-deepmind-va-alla-aplhacode) [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [Another Autoscaler](https://github.com/dignajar/another-autoscaler) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [kbrew](https://github.com/kbrew-dev/kbrew) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [xataka.com: Los programadores ya alucinaban con CoPilot y ChatGPT, pero ahora DeepMind va mΓ‘s allΓ‘ con AplhaCode](https://www.xataka.com/robotica-e-ia/programadores-alucinaban-copilot-chatgpt-ahora-deepmind-va-alla-aplhacode) [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2022)** [Michaelpalacce/SimpleSecrets](https://github.com/Michaelpalacce/SimpleSecrets) [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
   - **(2022)** [sysdig.com: Kubernetes 1.25 – What’s new?](https://www.sysdig.com/blog/kubernetes-1-25-whats-new) [EMERGING] β€” *Go to [Section](./kubernetes-releases.md)*
-  - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [EMERGING] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2022)** [blog.bitsrc.io: Google Chrome Hidden Features Every Developer Should Know](https://blog.bitsrc.io/google-chrome-experimental-features-for-developers-a9a7cc9d1b30) [EMERGING] β€” *Go to [Section](./ChromeDevTools.md)*
-  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [github: Kubernetes Deployment Orchestrator](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) 🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2021)** [#FeatureFlags](https://x.com/hashtag/featureflag) [EMERGING] β€” *Go to [Section](./git.md)*
   - **(2021)** [abhirockzz/kubexpose-operator](https://github.com/abhirockzz/kubexpose-operator) [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [Jabos](https://github.com/srfrnk/jabos) 🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [eezhee/eezhee](https://github.com/eezhee/eezhee) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [ContainerSolutions/ImageWolf: ImageWolf - Fast Distribution of Docker Images' on Clusters](https://github.com/ContainerSolutions/ImageWolf) [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [#FeatureFlags](https://x.com/hashtag/featureflag) [EMERGING] β€” *Go to [Section](./git.md)*
-  - **(2021)** [thenewstack.io: The Growth of State in Kubernetes](https://thenewstack.io/the-growth-of-state-in-kubernetes) [EMERGING] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2021)** [github.com/circa10a/terraform-provider-mailform](https://github.com/circa10a/terraform-provider-mailform) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [jvns.ca: New tool: an nginx playground](https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground) [EMERGING] β€” *Go to [Section](./web-servers.md)*
-  - **(2021)** [blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes) [EMERGING] [GO CONTENT] β€” *Go to [Section](./crunchydata.md)*
+  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies](https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies) [EMERGING] β€” *Go to [Section](./gitops.md)*
-  - **(2020)** [todaywasawesome/atomic-cluster: The Atomic Cluster](https://github.com/todaywasawesome/atomic-cluster) [EMERGING] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [5 open source projects that make Kubernetes even better: Prometheus, Operator framework, Knative, Tekton, Kubeflow 🌟](https://enterprisersproject.com/article/2020/5/kubernetes-5-open-source-projects-improve) [EMERGING] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [github.com/circa10a/terraform-provider-mailform](https://github.com/circa10a/terraform-provider-mailform) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2021)** [github: Kubernetes Deployment Orchestrator](https://github.com/SAP-archive/kubernetes-deployment-orchestrator) 🌟 [EMERGING] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2021)** [blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](https://www.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes) [EMERGING] [GO CONTENT] β€” *Go to [Section](./crunchydata.md)*
+  - **(2021)** [thenewstack.io: The Growth of State in Kubernetes](https://thenewstack.io/the-growth-of-state-in-kubernetes) [EMERGING] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2021)** [jvns.ca: New tool: an nginx playground](https://jvns.ca/blog/2021/09/24/new-tool--an-nginx-playground) [EMERGING] β€” *Go to [Section](./web-servers.md)*
   - **(2020)** [techcommunity.microsoft.com: Building a path to success for microservices and .NET Core - Project Tye + GitHub Actions](https://techcommunity.microsoft.com/blog/appsonazureblog/building-a-path-to-success-for-microservices-and-net-core---project-tye--github-/1502270) [EMERGING] [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2020)** [5 open source projects that make Kubernetes even better: Prometheus, Operator framework, Knative, Tekton, Kubeflow 🌟](https://enterprisersproject.com/article/2020/5/kubernetes-5-open-source-projects-improve) [EMERGING] β€” *Go to [Section](./kubernetes.md)*
+  - **(2020)** [todaywasawesome/atomic-cluster: The Atomic Cluster](https://github.com/todaywasawesome/atomic-cluster) [EMERGING] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2019)** [Templating on OpenShift: should I use Helm templates or OpenShift templates? 🌟](https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift) [EMERGING] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./ocp3.md)*
   - **(2018)** [Setec 🌟](https://github.com/anthonysterling/setec) 🌟 [EMERGING] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2018)** [github.com/rothgar/bashScheduler](https://github.com/rothgar/bashScheduler) [EMERGING] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
@@ -505,51 +505,47 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 1082 resources under Guide
 
-  - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==infoq.com: Service Mesh Ultimate Guide:==](https://www.infoq.com/articles/service-mesh-ultimate-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./servicemesh.md)*
-  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2026)** [==vaultproject.io==](https://developer.hashicorp.com/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟==](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [==github: Safe ways to do things in bash==](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [==youtube playlist: Tech World with Nana - Complete Kubernetes Tutorial for Beginners 🌟🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==100 Days Of Kubernetes: 100daysofkubernetes.io==](https://100daysofkubernetes.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==devopscube.com: How to Learn Kubernetes (Complete Roadmap) 🌟🌟🌟==](https://devopscube.com/learn-kubernetes-complete-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [==youtube playlist: Tech World with Nana - Docker and Kubernetes Tutorial for Beginners 🌟🌟==](https://www.youtube.com/playlist?list=PLy7NrYWoggjwPggqtFsI_zMAwvG0SqYCb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==sysadminxpert.com: How to watch real time TCP and UDP ports on Linux (netstat & ss) 🌟==](https://sysadminxpert.com/how-to-watch-real-time-tcp-and-udp-ports-on-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==github: Safe ways to do things in bash==](https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==infoq.com: Service Mesh Ultimate Guide:==](https://www.infoq.com/articles/service-mesh-ultimate-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./servicemesh.md)*
+  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2025)** [==iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟==](https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
   - **(2025)** [==iximiuz.com: Containers vs. Pods - Taking a Deeper Look==](https://labs.iximiuz.com/tutorials/containers-vs-pods) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2024)** [==github.com/Azure/migration: The Migration Execution Guide.==](https://github.com/Azure/migration) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2023)** [==serverlessland.com: EDA VISUALS 🌟🌟🌟==](https://serverlessland.com/event-driven-architecture/visuals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./serverless.md)*
+  - **(2023)** [==bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟==](https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [==automationqahub.com: How to build a Playwright Page Object Model==](https://automationqahub.com/how-to-build-playwright-page-object-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [==automationqahub.com: How to get started with Appium 2.0==](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [==serverlessland.com: EDA VISUALS 🌟🌟🌟==](https://serverlessland.com/event-driven-architecture/visuals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./serverless.md)*
-  - **(2023)** [==bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟==](https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./introduction.md)*
+  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2023)** [==freecodecamp.org: REST API Design Best Practices Handbook – How to Build a REST API with JavaScript, Node.js, and Express.js==](https://www.freecodecamp.org/news/rest-api-design-best-practices-build-a-rest-api) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [==freecodecamp.org: REST API Best Practices – REST Endpoint Design Examples 🌟==](https://www.freecodecamp.org/news/rest-api-best-practices-rest-endpoint-design-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2022)** [==github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)==](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [==home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟==](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2022)** [==learnk8s.io: Tracing the path of network traffic in Kubernetes 🌟==](https://learnkube.com/kubernetes-network-packets) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2022)** [==github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)==](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./git.md)*
+  - **(2021)** [==freecodecamp.org: Git for Professionals – Free Version Control Course 🌟==](https://www.freecodecamp.org/news/git-for-professionals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./git.md)*
   - **(2021)** [==hobby-kube/guide 🌟==](https://github.com/hobby-kube/guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [==iximiuz.com: Working with Kubernetes API - Resources, Kinds, and Objects==](https://iximiuz.com/en/posts/kubernetes-api-structure-and-terminology) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [==iximiuz.com: How To Call Kubernetes API using Simple HTTP Client 🌟🌟🌟==](https://iximiuz.com/en/posts/kubernetes-api-call-simple-http-client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./git.md)*
-  - **(2021)** [==freecodecamp.org: Git for Professionals – Free Version Control Course 🌟==](https://www.freecodecamp.org/news/git-for-professionals) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./git.md)*
   - **(2020)** [==marklodato.github.io: A Visual Git Reference 🌟==](https://marklodato.github.io/visual-git-guide/index-en.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./git.md)*
   - **(2016)** [==youtube: Kubernetes for Sysadmins – Kelsey Hightower at PuppetConf 2016 🌟🌟🌟==](https://www.youtube.com/clip/UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [**A shared playbook for trustworthy third party evaluations**](https://openai.com/index/trustworthy-third-party-evaluations-foundations) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**OpenAI Frontier Governance Framework**](https://openai.com/index/openai-frontier-governance-framework) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How business operations teams use Codex**](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How sales teams use Codex**](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mkdocs.md)*
+  - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
+  - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2026)** [**redhat.com: Vim: Basic and intermediate commands**](https://www.redhat.com/en/blog/vim-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**systemcodegeeks.com**](https://www.systemcodegeeks.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**The Geek Stuff**](https://www.thegeekstuff.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**tecmint.com: How to Control Systemd Services on Remote Linux Server**](https://www.tecmint.com/control-systemd-services-on-remote-linux-server) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**tecmint.com: How to Run Commands from Standard Input Using Tee and Xargs in Linux**](https://www.tecmint.com/pipe-command-output-to-other-commands) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
@@ -561,24 +557,30 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**redhat.com: 5 advanced rsync tips for Linux sysadmins**](https://www.redhat.com/en/blog/5-rsync-tips) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**redhat.com: Using ssh-keygen and sharing for key-based authentication in Linux**](https://www.redhat.com/en/blog/configure-ssh-keygen) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**linuxteck.com: 15 basic curl command in Linux with practical examples**](https://www.linuxteck.com/curl-command-in-linux-with-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [**educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟**](https://www.educative.io/courses/learn-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2026)** [**learnitguide.net 🌟**](https://www.learnitguide.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./elearning.md)*
+  - **(2026)** [**Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2026)** [**A shared playbook for trustworthy third party evaluations**](https://openai.com/index/trustworthy-third-party-evaluations-foundations) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2026)** [**OpenAI Frontier Governance Framework**](https://openai.com/index/openai-frontier-governance-framework) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2026)** [**How business operations teams use Codex**](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2026)** [**How sales teams use Codex**](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2026)** [**How data science teams use Codex**](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) 🌟🌟🌟🌟 [EMERGING] [ENTERPRISE-STABLE] [GUIDE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2025)** [**acloudguru.com: The Ultimate Terraform Cheatsheet**](https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2024)** [**redhat.com: Bring Your Own Knowledge β€” Automation Intelligent Assistant (RAG)**](https://www.redhat.com/en/blog/bring-your-own-knowledge-automation-intelligent-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**Ansible k8s cheat sheet 🌟**](https://opensource.com/downloads/ansible-k8s-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**github.github.com/training-kit: Git cheat sheet**](https://training.github.com/downloads/github-git-cheat-sheet.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**education.github.com: Git cheat sheet 🌟**](https://education.github.com/git-cheat-sheet-education.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PDF CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**redhat.com: Bring Your Own Knowledge β€” Automation Intelligent Assistant (RAG)**](https://www.redhat.com/en/blog/bring-your-own-knowledge-automation-intelligent-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./mlops.md)*
   - **(2024)** [**aws.amazon.com: Serverless or Kubernetes on AWS 🌟**](https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
   - **(2024)** [**youtube playlist: DevNation Lessons: Kubernetes Fundamentals**](https://www.youtube.com/playlist?list=PLf3vm0UK6HKpOqIY2fcu_M0sCSpluyXMW) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [**amazee.io: Master the Fundamentals of K8s: Kubernetes 101 video series with Jeff Geerling**](https://www.amazee.io/blog/post/master-the-fundamentals-of-k8s) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
   - **(2023)** [**piotrminkowski.com: Manage Kubernetes Operators with ArgoCD**](https://piotrminkowski.com/2023/05/05/manage-kubernetes-operators-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
   - **(2023)** [**dev.to/devsatasurion: Deploying Applications with GitHub Actions and ArgoCD to EKS: Best Practices and Techniques**](https://dev.to/devsatasurion/deploying-applications-with-github-actions-and-argocd-to-eks-best-practices-and-techniques-4epc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [**geeksforgeeks.org: Microservice Architecture – Introduction, Challeneges & Best Practices**](https://www.geeksforgeeks.org/blogs/microservice-architecture-introduction-challenges-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [**lambdatest.com: How To Integrate Jenkins & Maven With Selenium?**](https://www.testmuai.com/blog/selenium-maven-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**lambdatest.com: How To Integrate Cucumber With Jenkins?**](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
@@ -589,22 +591,20 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [**automationqahub.com: How to Configure Playwright**](https://automationqahub.com/how-to-install-playwright-tool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**automationqahub.com: How to Configure multiple environments in Playwright**](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**experitest.com: Start Automating your mobile tests with Cucumber and Appium**](https://digital.ai/products/continuous-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**amazee.io: Master the Fundamentals of K8s: Kubernetes 101 video series with Jeff Geerling**](https://www.amazee.io/blog/post/master-the-fundamentals-of-k8s) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2023)** [**geeksforgeeks.org: Microservice Architecture – Introduction, Challeneges & Best Practices**](https://www.geeksforgeeks.org/blogs/microservice-architecture-introduction-challenges-best-practices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./introduction.md)*
+  - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2023)** [**devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟**](https://devopscube.com/kustomize-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kustomize.md)*
   - **(2023)** [**freecodecamp.org: Public APIs Developers Can Use in Their Projects**](https://www.freecodecamp.org/news/public-apis-for-developers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [**vishnuch.tech: Interprocess Communication in Microservices 🌟**](https://blog.flatturtle.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
   - **(2023)** [**snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them 🌟**](https://snipcart.com/blog/microservices-vs-api) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./api.md)*
-  - **(2023)** [**piotrminkowski.com: Microservices with Spring Boot 3 and Spring Cloud 🌟**](https://piotrminkowski.com/2023/03/13/microservices-with-spring-boot-3-and-spring-cloud) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2023)** [**devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟**](https://devopscube.com/kustomize-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kustomize.md)*
+  - **(2022)** [**intellipaat.com: Git Tutorial - Learn Git 🌟**](https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
+  - **(2022)** [**gitkraken.com: Git Tutorials: Instructional Training Videos 🌟**](https://www.gitkraken.com/learn/git/tutorials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./git.md)*
+  - **(2022)** [**confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault**](https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [**redhat-scholars.github.io: Welcome to OpenShift Serverless Logic Tutorial**](https://redhat-scholars.github.io/serverless-workflow/osl/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./serverless.md)*
   - **(2022)** [**blog.kubesimplify.com: DIY: How To Build A Kubernetes Policy Engine**](https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [**JMeter Distributed Testing Step-by-step**](https://venkatmatta.com/wp-content/uploads/2016/03/jmeter_distributed_testing_step_by_step.pdf) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
-  - **(2022)** [**piotrminkowski.com: Manage Kubernetes Cluster with Terraform and Argo CD. Create Kakfa Cluster using GitOps 🌟**](https://piotrminkowski.com/2022/06/28/manage-kubernetes-cluster-with-terraform-and-argo-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**infracloud.io: How to Setup Blue Green Deployments with DNS Routing 🌟**](https://www.infracloud.io/blogs/blue-green-deployments-dns-routing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**piotrminkowski.com: Manage Multiple Kubernetes Clusters with ArgoCD 🌟**](https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**openshift.com: Getting Started with ApplicationSets**](https://www.redhat.com/en/blog/getting-started-with-applicationsets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**infracloud.io: Progressive Delivery with Argo Rollouts: Canary Deployment**](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-canary-deployment) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
-  - **(2022)** [**codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo Rollouts**](https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./argo.md)*
+  - **(2022)** [**cloud.google.com: kubernetes comic**](https://cloud.google.com/kubernetes-engine/kubernetes-comic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./kubernetes-tutorials.md)*
+  - **(2022)** [**realpython.com: Machine Learning With Python 🌟🌟🌟**](https://realpython.com/learning-paths/machine-learning-python) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2022)** [**openshift.com: OpenShift Authentication Integration with ArgoCD**](https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” *Go to [Section](./ocp3.md)*
 
 *... and 982 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -618,13 +618,13 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 117 resources under Case Study
 
-  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [==quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus==](https://quarkus.io/blog/decathlon-user-story) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
   - **(2022)** [==aws.amazon.com: AstraZeneca’s Drug Design Program Built using AWS wins Innovation Award==](https://aws.amazon.com/blogs/industries/astrazenecas-drug-design-program-built-using-aws-wins-innovation-award) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
   - **(2022)** [==falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging==](https://falco.org/about/case-studies/incepto-medical) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./customer.md)*
   - **(2022)** [==nordicapis.com: Using gRPC to Connect a Microservices Ecosystem==](https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [==infoq.com: The Great Lambda Migration to Kubernetes Jobsβ€”a Journey in Three Parts 🌟==](https://www.infoq.com/articles/lambda-migration-k8s-jobs) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes.md)*
-  - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./istio.md)*
+  - **(2019)** [==monzo.com: Controlling outbound traffic from Kubernetes==](https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes) 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2026)** [**Building the Infrastructure for the Intelligence Age in Michigan**](https://openai.com/index/stargate-michigan-data-center) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**Building self-improving tax agents with Codex**](https://openai.com/index/building-self-improving-tax-agents-with-codex) 🌟🌟🌟🌟 [CASE STUDY] [EMERGING] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**How Braintrust turns customer requests into code with Codex**](https://openai.com/index/braintrust) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai-agents-mcp.md)*
@@ -638,8 +638,8 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**Students prototype learning tools with AI at University of Waterloo**](https://blog.google/innovation-and-ai/technology/ai/university-waterloo-labs) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] [EN CONTENT] β€” *Go to [Section](./elearning.md)*
   - **(2024)** [**aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to Accelerate Infrastructure Optimization on AWS**](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ai.md)*
   - **(2023)** [**redhat.com: The Volkswagen Group builds automated testing environment**](https://www.redhat.com/en/success-stories/the-volkswagen-group) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./customer.md)*
-  - **(2022)** [**api7.ai: How Does APISIX Ingress Support Thousands of Pod Replicas?**](https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2022)** [**thenewstack.io: How Daily.Dev Built a Low-Budget Serverless Scraping Pipeline for Online Articles**](https://thenewstack.io/how-daily-dev-built-a-low-budget-serverless-scraping-pipeline-for-online-articles) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./serverless.md)*
+  - **(2022)** [**api7.ai: How Does APISIX Ingress Support Thousands of Pod Replicas?**](https://api7.ai/blog/apisix-ingress-support-thousands-pod-replicas) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**cloud.redhat.com: Global Load Balancer Approaches 🌟**](https://www.redhat.com/en/blog/global-load-balancer-approaches) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2020)** [**dashbird.io: Serverless Case Study – Coca-Cola**](https://dashbird.io/blog/serverless-case-study-coca-cola) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./serverless.md)*
   - **(2019)** [**Whitepaper: Migrating Your Databases to AWS**](https://aws.amazon.com/dms/?audit=2019q1) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./aws.md)*
@@ -659,65 +659,65 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [jamaica-gleaner.com: Amazon outage’s future implications](https://past.jamaica-gleaner.com/article/business/20211224/amazon-outages-future-implications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caΓ­do ya tres veces en el mismo mes y le llueven las crΓ­ticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2025)** [postman.com: Postman State of the API Report 🌟](https://www.postman.com/state-of-api/2025) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./api.md)*
-  - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [CASE STUDY] [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [GigaOm's Radar for Enterprise CI/CD 🌟](https://jfrog.com/pipelines) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2024)** [dev.to: Optimizing SQL Queries by 23x!!!](https://dev.to/navneet7716/optimizing-sql-queries-h9j) [CASE STUDY] [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [Kubernetes Security 101: Risks and 29 Best Practices 🌟](https://www.redhat.com/en/topics/containers/kubernetes-security) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2023)** [grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs](https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./prometheus.md)*
+  - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
   - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
+  - **(2023)** [grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs](https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./prometheus.md)*
   - **(2023)** [primevideotech.com: Scaling up the Prime Video audio/video monitoring service and reducing costs by 90%](https://www.aboutamazon.com/what-we-do/entertainment) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [aws.amazon.com: Best practices for implementing event-driven architectures in your organization](https://aws.amazon.com/blogs/architecture/best-practices-for-implementing-event-driven-architectures-in-your-organization) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [symbiosis.host: Benchmarking cluster creation time for 8 managed Kubernetes providers](https://symbiosis.host) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-autoscaling.md)*
   - **(2023)** [Security Overview of AWS Lambda](https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws-serverless.md)*
+  - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
+  - **(2022)** [thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless' Dev/Prod Integration](https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [fairwinds.medium.com: Kubernetes Maturity Model](https://www.fairwinds.com/kubernetes-maturity-model) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [kube.careers: Kubernetes jobs market trends for 2022 Q4](https://kube.careers) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./edge-computing.md)*
-  - **(2022)** [thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless' Dev/Prod Integration](https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
-  - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [engineering.grab.com: Zero trust with Kafka](https://engineering.grab.com/zero-trust-with-kafka) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic](https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
-  - **(2022)** [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programaciΓ³n: JavaScript, AWS, GitHub y Windows, los mΓ‘s usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2022)** [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python) [CASE STUDY] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2022)** [kube.careers: Kubernetes jobs market trends for 2022 Q4](https://kube.careers) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./remote-tech-jobs.md)*
   - **(2022)** [engineering.salesforce.com: Optimizing EKS networking for scale](https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8f6d) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [thenewstack.io: How We Built Preview Environments on Kubernetes and AWS](https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [Scaling Amazon EKS and Cassandra Beyond 1,000 Nodes](https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes 🌟](https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./edge-computing.md)*
   - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
-  - **(2021)** [blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with' Microservices](https://blog.postman.com/matrix-postman-internal-tool-microservices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./postman.md)*
-  - **(2021)** [thomasthornton.cloud: A DevOps journey using Azure DevOps](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [CASE STUDY] [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [cloud.redhat.com: A Guide to Secrets Management with GitOps and Kubernetes 🌟](https://www.redhat.com/en/blog/a-guide-to-secrets-management-with-gitops-and-kubernetes) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2022)** [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes de programaciΓ³n: JavaScript, AWS, GitHub y Windows, los mΓ‘s usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2022)** [blog.crunchydata.com: Using Kubernetes? Chances Are You Need a Database 🌟](https://www.crunchydata.com/blog/using-kubernetes-chances-are-you-need-a-database) [CASE STUDY] [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic](https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [engineering.grab.com: Zero trust with Kafka](https://engineering.grab.com/zero-trust-with-kafka) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
+  - **(2022)** [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python) [CASE STUDY] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2021)** [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws.md)*
   - **(2021)** [devops.com: Survey Shows Mounting DevOps Frustration and Costs](https://devops.com/survey-shows-mounting-devops-frustration-and-costs) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devops.md)*
-  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [snyk.io: Shipping Kubernetes-native applications with confidence](https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [cloudbees.com: Goodbye Sleepless Nights: De-Risking Deployments with Feature Flags](https://www.cloudbees.com/customers/petdesk) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
   - **(2021)** [github.blog: How we ship code faster and safer with feature flags](https://github.blog/engineering/ship-code-faster-safer-feature-flags) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
   - **(2021)** [github.blog: Improving how we deploy GitHub](https://github.blog/enterprise-software/devops/improving-how-we-deploy-github) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
   - **(2021)** [github.blog: Deployment reliability at GitHub](https://github.blog/developer-skills/github/deployment-reliability-at-github) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./git.md)*
-  - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2021)** [about.gitlab.com: The Remote Work Report 2021](https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
+  - **(2021)** [joshbersin.com: From The Great Resignation To The Great Migration](https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
+  - **(2021)** [codingpotions.com: ΒΏCuΓ‘nto cobra un programador en EspaΓ±a en 2021?](https://codingpotions.com/salarios-programadores-2021) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2021)** [empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2021)** [research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines](https://www.nccgroup.com/research) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [kube.careers: Kubernetes jobs market (Q2 2021)](https://kube.careers/report-2021-q2) [CASE STUDY] [EMERGING] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [snyk.io: Shipping Kubernetes-native applications with confidence](https://snyk.io/blog/shipping-kubernetes-native-applications-with-confidence) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [blog.openshift.com/tag/multi-datacenter](https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521) [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ocp3.md)*
+  - **(2021)** [Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [optisolbusiness.com: Implementing Microservices Architecture in AKS](https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2021)** [thomasthornton.cloud: A DevOps journey using Azure DevOps](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) [CASE STUDY] [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [Why we use Terraform and not Chef, Puppet, Ansible, SaltStack, or CloudFormation](https://www.gruntwork.io/blog/why-we-use-terraform-and-not-chef-puppet-ansible-saltstack-or-cloudformation) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
   - **(2021)** [Bridgecrew: Misconfigured Terraform Modules Are a Security Issue](https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-a-security-issue) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
   - **(2021)** [shipa.io: Terraform meets AppOps 🌟](https://shipa.io/terraform-meets-appops-2) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./terraform.md)*
-  - **(2021)** [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./aws.md)*
+  - **(2021)** [developers.soundcloud.com: Service Architecture at SoundCloud β€” Part 1: Backends for Frontends](https://developers.soundcloud.com/blog/service-architecture-1) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [cockroachlabs.com: How to use Cluster Mesh for Multi-Region Kubernetes Pod Communication](https://www.cockroachlabs.com/blog/cockroachdb-kubernetes-cilium) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2021)** [blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with' Microservices](https://blog.postman.com/matrix-postman-internal-tool-microservices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./postman.md)*
+  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CASE STUDY] [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](https://www.confluent.io/resources/white-paper/event-driven-microservices) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [shopify.engineering: Capturing Every Change From Shopify’s Sharded Monolith](https://shopify.engineering/capturing-every-change-shopify-sharded-monolith) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [analyticsindiamag.com: How Uber is Leveraging Apache Kafka For More Than 300 Micro Services](https://analyticsindiamag.com/how-uber-is-leveraging-apache-kafka-for-more-than-300-micro-services) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [slack.engineering: Building Self-driving Kafka clusters using open source components](https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift) [CASE STUDY] [COMMUNITY-TOOL] [CONCEPTUAL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [about.gitlab.com: The Remote Work Report 2021](https://handbook.gitlab.com/handbook/company/culture/all-remote/remote-work-report) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [joshbersin.com: From The Great Resignation To The Great Migration](https://joshbersin.com/2021/12/from-the-great-resignation-to-the-great-migration) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [codingpotions.com: ΒΏCuΓ‘nto cobra un programador en EspaΓ±a en 2021?](https://codingpotions.com/salarios-programadores-2021) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [developers.soundcloud.com: Service Architecture at SoundCloud β€” Part 1: Backends for Frontends](https://developers.soundcloud.com/blog/service-architecture-1) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture](https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [optisolbusiness.com: Implementing Microservices Architecture in AKS](https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks) [CASE STUDY] [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [blog.openshift.com/tag/multi-datacenter](https://www.redhat.com/en/blog?f[0]=taxonomy_blog_post_category_tid:107161&f[1]=taxonomy_topic_tid:75521) [CASE STUDY] [ENTERPRISE-STABLE] β€” *Go to [Section](./ocp3.md)*
-  - **(2020)** [Cloud-Native Development Survey Details Kubernetes, Serverless Data](https://virtualizationreview.com/articles/2020/05/08/cloud-native-dev-survey.aspx) [CASE STUDY] [COMMUNITY-TOOL] β€” *Go to [Section](./kubernetes.md)*
+  - **(2020)** [github.blog: How we launched docs.github.com](https://github.blog/engineering/how-we-launched-docs-github-com) [CASE STUDY] [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
 
 *... and 17 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -732,31 +732,31 @@ Resources indexed by their primary source language or document format.
 Click to view top 100 of 7513 resources under Community-Tool
 
   - **(2026)** [github.com/openshift/hive](https://github.com/openshift/hive) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [twitch.tv/redhatopenshift](https://www.twitch.tv/redhatopenshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [SquadcastHub/awesome-sre-tools](https://github.com/SquadcastHub/awesome-sre-tools) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [hahwul/DevSecOps](https://github.com/hahwul/DevSecOps) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome Cloud Native](https://awesome.jimmysong.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome-GitOps](https://github.com/weaveworks/awesome-gitops) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [akuity/awesome-argo 🌟](https://github.com/akuity/awesome-argo) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Awesome Agile](https://github.com/lorabv/awesome-agile) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [github.com/k8spacket/k8spacket](https://github.com/k8spacket/k8spacket) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/box/kube-iptables-tailer](https://github.com/box/kube-iptables-tailer) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [syntasso/kratix](https://github.com/syntasso/kratix) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter](https://github.com/sl1pm4t/k2tf) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [github.com/Berops/claudie](https://github.com/Berops/claudie) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [kube-fledged](https://github.com/senthilrch/kube-fledged) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [syntasso/kratix](https://github.com/syntasso/kratix) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [werf/kubedog](https://github.com/werf/kubedog) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [github.com/k8spacket/k8spacket](https://github.com/k8spacket/k8spacket) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [github.com/box/kube-iptables-tailer](https://github.com/box/kube-iptables-tailer) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [kube-fledged](https://github.com/senthilrch/kube-fledged) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [vladimirvivien/ktop](https://github.com/vladimirvivien/ktop) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [kubeinvaders](https://github.com/lucky-sideburn/kubeinvaders) 🌟🌟🌟 [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [Kubeswitch (for operators) 🌟](https://github.com/danielfoehrKn/kubeswitch) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [mlrun](https://github.com/mlrun/mlrun) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [Dash Cheat Sheets](https://kapeli.com/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [cncf/tag-security: CNCF Security Technical Advisory Group 🌟](https://github.com/cncf/tag-security) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [github.com/openappsec/openappsec](https://github.com/openappsec/openappsec) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [Dash Cheat Sheets](https://kapeli.com/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [Checkmarx/kics](https://github.com/Checkmarx/kics) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./iac.md)*
   - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
   - **(2026)** [opensource.com: Don't love diff? Use Meld instead](https://opensource.com/article/20/3/meld) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
   - **(2026)** [LinuxLinks.com](https://www.linuxlinks.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
   - **(2026)** [muylinux.com](https://www.muylinux.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
@@ -785,7 +785,8 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [dev.to: Top 5 Best Git Extensions For VS Code (You must have)](https://dev.to/thenomadevel/top-5-best-git-extensions-for-vs-code-you-must-have-40b6) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [marketplace.visualstudio.com: CodeSnap](https://marketplace.visualstudio.com/items?itemName=adpyke.codesnap) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [Discord Presence Theme](https://marketplace.visualstudio.com/items?itemName=icrawl.discord-vscode) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [pepy.tech/project/strimzi-kafka-cli 🌟](https://pepy.tech/projects/strimzi-kafka-cli) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2026)** [twitch.tv/redhatopenshift](https://www.twitch.tv/redhatopenshift) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./openshift.md)*
   - **(2026)** [BMW InnovationLab](https://github.com/BMW-InnovationLab) 🌟🌟🌟 [COMMUNITY-TOOL] [VARIOUS CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2026)** [auto-api.dev](https://auto-api.dev) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [high-mobility.com](https://www.high-mobility.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
@@ -798,39 +799,38 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [Backstage @Youtube](https://www.youtube.com/channel/UCHBvqSwbfAf5Vx1jrwkG43Q) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [Checkmarx/kics](https://github.com/Checkmarx/kics) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./iac.md)*
+  - **(2026)** [pepy.tech/project/strimzi-kafka-cli 🌟](https://pepy.tech/projects/strimzi-kafka-cli) 🌟🌟🌟 [COMMUNITY-TOOL] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [howtodoinjava.com/maven](https://howtodoinjava.com/maven) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./maven-gradle.md)*
   - **(2026)** [Lynda.com Linkedin Learning](https://www.linkedin.com/learning/?trk=lynda_redirect_learning) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
   - **(2026)** [codecademy.com](https://www.codecademy.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
   - **(2026)** [typing.io: Typing Practice for Programmers](https://typing.io) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
-  - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [Free Kubernetes 🌟🌟](https://github.com/learnk8s/free-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2025)** [Awesome CI/CD 🌟](https://github.com/cicdops/awesome-ciandcd) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2025)** [github: Nova 🌟](https://github.com/fairwindsops/nova) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2025)** [Speculator: Redis Operator](https://github.com/OT-CONTAINER-KIT/redis-operator) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2025)** [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2025)** [Jenkins Plugin: Bitbucket Push and Pull Request](https://plugins.jenkins.io/bitbucket-push-and-pull-request) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
   - **(2025)** [github.com/alcideio/rbac-tool](https://github.com/alcideio/rbac-tool) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [deepfence/PacketStreamer](https://github.com/deepfence/PacketStreamer) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [Kube-capacity](https://github.com/robscott/kube-capacity/releases) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [kvaps/kubectl-node-shell](https://github.com/kvaps/kubectl-node-shell) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [vesion-checker](https://github.com/jetstack/version-checker) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [github.com/squat/kilo](https://github.com/squat/kilo) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [Speculator: Redis Operator](https://github.com/OT-CONTAINER-KIT/redis-operator) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
   - **(2025)** [intellipaat.com: Ansible Basic Cheat Sheet](https://intellipaat.com/blog/tutorial/devops-tutorial/ansible-basic-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [github.com/devoriales/kubectl-cheatsheet](https://github.com/devoriales/cheatsheets) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [Jenkins-X UpdateBOT](https://github.com/jenkins-x/updatebot) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2025)** [Jenkins Plugin: Bitbucket Push and Pull Request](https://plugins.jenkins.io/bitbucket-push-and-pull-request) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2025)** [hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](https://github.com/hashicorp/terraform-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2025)** [Rancher CNI Providers 🌟](https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./rancher.md)*
   - **(2025)** [tecmint.com 🌟](https://www.tecmint.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
   - **(2025)** [unixmen.com 🌟](https://www.unixmen.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2025)** [SQL Police Department](https://sqlpd.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
   - **(2025)** [iximiuz/cdebug](https://github.com/iximiuz/cdebug) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
+  - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [Jenkinsfile Runner](https://github.com/jenkinsci/jenkinsfile-runner) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [Free Kubernetes 🌟🌟](https://github.com/learnk8s/free-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2025)** [hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes](https://github.com/hashicorp/terraform-k8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2025)** [github: Nova 🌟](https://github.com/fairwindsops/nova) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2025)** [Rancher CNI Providers 🌟](https://www.rancher.com/docs/rancher/v2.x/en/faq/networking/cni-providers) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./rancher.md)*
   - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./java_app_servers.md)*
-  - **(2024)** [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2025)** [SQL Police Department](https://sqlpd.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” *Go to [Section](./elearning.md)*
+  - **(2024)** [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
 
 *... and 7413 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 
@@ -842,110 +842,110 @@ Resources indexed by their primary source language or document format.
 ## Legacy {#legacy}
 
 

-Click to view top 100 of 553 resources under Legacy
+Click to view top 100 of 554 resources under Legacy
 
-  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./container-managers.md)*
   - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==testkube.io 🌟==](https://testkube.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [==buildkit==](https://docs.docker.com/build) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2025)** [==tfenv==](https://github.com/tfutils/tfenv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [==github.com/Azure/Enterprise-Scale: ALZ AMA Update==](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
+  - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
+  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2024)** [==github.com/terraform-linters/tflint==](https://github.com/terraform-linters/tflint/releases/tag/v0.51.0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2024)** [==grafana/agent: Grafana Agent==](https://github.com/grafana/agent) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./grafana.md)*
-  - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2024)** [==github.com/Azure/Enterprise-Scale: ALZ AMA Update==](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==github: Weave Net - Weaving Containers into Applications==](https://github.com/weaveworks/weave) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2024)** [==uber/kraken==](https://github.com/uber/kraken) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2023)** [==Hierarchical namespaces==](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2023)** [==IngressMonitorController (Deprecated)==](https://github.com/stakater/IngressMonitorController) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2023)** [==space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.==](https://github.com/spacecloud-io/space-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [==vmware-tanzu/octant==](https://github.com/vmware-archive/octant) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2023)** [==space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.==](https://github.com/spacecloud-io/space-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [==Saffire==](https://github.com/FairwindsOps/saffire) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
+  - **(2023)** [==KubeCarrier - Service Management at Scale==](https://github.com/kubermatic/kubecarrier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [==IngressMonitorController (Deprecated)==](https://github.com/stakater/IngressMonitorController) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2023)** [==Hierarchical namespaces==](https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2023)** [==openshift-applier==](https://github.com/redhat-cop/openshift-applier) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [ANSIBLE CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2023)** [==weaveworks/cluster-api-provider-existinginfra==](https://github.com/weaveworks/cluster-api-provider-existinginfra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [==github.com/ondat/trousseau==](https://github.com/ondat/trousseau) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2023)** [==redhat.com: An Architect's guide to APIs: SOAP, REST, GraphQL, and gRPC 🌟==](https://www.redhat.com/en/blog/apis-soap-rest-graphql-grpc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2022)** [==openpitrix 🌟==](https://github.com/openpitrix/openpitrix) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==sheaf==](https://github.com/bryanl/sheaf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==k8s Spot Rescheduler==](https://github.com/pusher/k8s-spot-rescheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==Kip, the Kubernetes Cloud Instance Provider==](https://github.com/elotl/kip) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig' pod injection==](https://github.com/karampok/dnsconfig-injector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)==](https://github.com/vmware-archive/buildkit-cli-for-kubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==github: Flux==](https://github.com/fluxcd/flux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [==github.blog: Token authentication requirements for Git operations==](https://github.blog/security/application-security/token-authentication-requirements-for-git-operations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./git.md)*
   - **(2021)** [==blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide==](https://blog.gitguardian.com/rewriting-git-history-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [LEGACY] β€” *Go to [Section](./git.md)*
   - **(2021)** [==github/hub 🌟==](https://github.com/mislav/hub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2021)** [==k8s Spot Rescheduler==](https://github.com/pusher/k8s-spot-rescheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==Kip, the Kubernetes Cloud Instance Provider==](https://github.com/elotl/kip) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)==](https://github.com/vmware-archive/buildkit-cli-for-kubectl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2021)** [==DAST operator==](https://github.com/banzaicloud/dast-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==sheaf==](https://github.com/bryanl/sheaf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [==github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig' pod injection==](https://github.com/karampok/dnsconfig-injector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==proferosec/log4jScanner==](https://github.com/proferosec/log4jScanner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [==yahoo/check-log4j==](https://github.com/yahoo/check-log4j) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2021)** [==github: Flux==](https://github.com/fluxcd/flux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2021)** [==radondb/radondb-clickhouse-kubernetes==](https://github.com/radondb/radondb-clickhouse-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [==Frakti==](https://github.com/kubernetes-retired/frakti) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2020)** [==Krane 🌟==](https://github.com/appvia/krane) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2020)** [==Frakti==](https://github.com/kubernetes-retired/frakti) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
+  - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
   - **(2020)** [==swarmlet/swarmlet: Swarmlet==](https://github.com/swarmlet/swarmlet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2020)** [==kubectl-debug==](https://github.com/aylei/kubectl-debug) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
+  - **(2020)** [==gini/dexter==](https://github.com/gini/dexter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
   - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2020)** [==GitHub: Nexus-CLI==](https://github.com/mlabouardy/nexus-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2020)** [==gini/dexter==](https://github.com/gini/dexter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)*
+  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**kubevirt**](https://github.com/kubevirt/kubevirt) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [**kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format**](https://kalilinuxtutorials.com/ldsview) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**How Virgin Atlantic ships faster with Codex**](https://openai.com/index/virgin-atlantic) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2026)** [**OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments**](https://openai.com/index/dell-codex-enterprise-partnership) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [**Bors-ng: A merge bot for GitHub Pull Requests**](https://github.com/bors-ng/bors-ng) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [ELIXIR CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format**](https://kalilinuxtutorials.com/ldsview) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./linux.md)*
   - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2025)** [**doitintl/kube-no-trouble: kubent ⭐⭐⭐**](https://github.com/doitintl/kube-no-trouble) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**Helmsman: Helm Charts as Code 🌟**](https://github.com/mkubaczyk/helmsman) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2025)** [**doitintl/kube-no-trouble: kubent ⭐⭐⭐**](https://github.com/doitintl/kube-no-trouble) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./openshift.md)*
-  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [**github.com/Azure/terraform-azurerm-caf-enterprise-scale**](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2024)** [**learn.microsoft.com: Classic subscription administrator roles, Azure roles, and Azure AD roles**](https://learn.microsoft.com/en-us/azure/role-based-access-control/rbac-and-directory-admin-roles) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**learn.microsoft.com: Application registration permissions for custom roles in Azure Active Directory**](https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**Declarative Pipeline Migration Assistant 🌟**](https://plugins.jenkins.io/declarative-pipeline-migration-assistant) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2024)** [**github.com/Azure/terraform-azurerm-caf-enterprise-scale**](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [**github.com/databrickslabs/ucx: Databricks Labs UCX**](https://github.com/databrickslabs/ucx) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
+  - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./openshift.md)*
+  - **(2024)** [**postman.com: API versioning**](https://www.postman.com/api-platform/api-versioning) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] β€” *Go to [Section](./api.md)*
   - **(2023)** [**devops.com: How to Migrate Existing Infrastructure to Terraform**](https://devops.com/how-to-migrate-existing-infrastructure-to-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [**infoworld.com: What to do when your devops team is downsized**](https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2023)** [**deloitte.com/de: EMEA Center of Excellence for Application Modernization and Migration**](https://www.deloitte.com/de/de/services/consulting/services/center-of-excellence-application-modernization.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GERMAN CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [**github.com/Shopify/kubeaudit 🌟🌟**](https://github.com/Shopify/kubeaudit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
-  - **(2023)** [**infoworld.com: What to do when your devops team is downsized**](https://www.infoworld.com/article/2337651/what-to-do-when-your-devops-team-is-downsized.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [EN CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2022)** [**Migrating CI/CD from Jenkins to Argo Workflows**](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./jenkins.md)*
+  - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2022)** [**docs.microsoft.com: MLflow and Azure Machine Learning**](https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2022)** [**techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database objects across multiple environments**](https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
+  - **(2022)** [**serverlessguru.com: Enterprise Serverless Adoption 🌟**](https://www.sls.guru/blog/enterprise-serverless-adoption) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./serverless.md)*
+  - **(2022)** [**How to Evolve from RDBMS to NoSQL + SQL 🌟**](https://www.linkedin.com/pulse/how-evolve-from-rdbms-nosql-sql-jim-scott) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./nosql.md)*
   - **(2022)** [**nedinthecloud.com: Replacing The Template Cloudinit Config Data Source**](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [****k3OS****](https://github.com/rancher/k3os) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2022)** [**docs.microsoft.com: MLflow and Azure Machine Learning**](https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2022)** [**lambdatest.com: How To Upgrade From Selenium 3 To Selenium 4?**](https://www.testmuai.com/blog/upgrade-from-selenium3-to-selenium4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2022)** [**serverlessguru.com: Enterprise Serverless Adoption 🌟**](https://www.sls.guru/blog/enterprise-serverless-adoption) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./serverless.md)*
+  - **(2022)** [**Migrating CI/CD from Jenkins to Argo Workflows**](https://dev.to/intuitdev/migrating-cicd-from-jenkins-to-argo-1km4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./argo.md)*
   - **(2022)** [**simform.com: Cloud Migration ebook**](https://www.simform.com/cloud-migration-ebook) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [**cloud.redhat.com: How to Modernize Virtualized Workloads 🌟**](https://www.redhat.com/en/blog/how-to-modernize-virtualized-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [**howtogeek.com: When Not to Use Docker: Cases Where Containers Don’t Help 🌟**](https://www.howtogeek.com/devops/when-not-to-use-docker-cases-where-containers-dont-help) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
   - **(2022)** [**infoq.com: 9 Ways to Fail at Cloud Native**](https://www.infoq.com/presentations/fail-cloud-native-migration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./introduction.md)*
+  - **(2022)** [**lambdatest.com: How To Upgrade From Selenium 3 To Selenium 4?**](https://www.testmuai.com/blog/upgrade-from-selenium3-to-selenium4) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2022)** [**APIs published, APIs consumed: mainstream enterprises increasingly behave like software vendors**](https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprises-increasingly-behave-like-software-vendors) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./api.md)*
-  - **(2022)** [**devops.com: Web Application Security is not API Security 🌟**](https://devops.com/web-application-security-is-not-api-security) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2022)** [**techcommunity.microsoft.com: CICD in Synapse SQL: How to deliver your database objects across multiple environments**](https://techcommunity.microsoft.com/blog/azuresynapseanalyticsblog/cicd-in-synapse-sql-how-to-deliver-your-database-objects-across-multiple-environ/3267507) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [**How to Evolve from RDBMS to NoSQL + SQL 🌟**](https://www.linkedin.com/pulse/how-evolve-from-rdbms-nosql-sql-jim-scott) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” *Go to [Section](./nosql.md)*
 
-*... and 453 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 454 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 

@@ -958,15 +958,15 @@ Resources indexed by their primary source language or document format.
 Click to view top 100 of 208 resources under Spanish Content
 
   - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
   - **(2026)** [==codely.tv==](https://codely.com/en) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./elearning.md)*
-  - **(2026)** [==Helm==](https://nubenetes.com/helm/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2024)** [==NodeJS Best Practices (Spanish Translation)==](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2024)** [==genbeta.com: Hace 20 aΓ±os, este correo de Jeff Bezos en Amazon cambiΓ³ para siempre la forma en que programamos apps==](https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
   - **(2023)** [==mariocortes.net: La crisis de seniority==](https://www.mariocortes.net/la-crisis-de-seniority) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [==estrategiadeproducto.com: La espiral de mierda==](https://www.estrategiadeproducto.com/p/evitar-caer-espiral-de-mierda) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
@@ -974,8 +974,8 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**NoOps**](https://nubenetes.com/noops/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [**BBVA API Market**](https://www.bbvaapimarket.com/es) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2024)** [**redhat.com: OpenShift Backup and Recovery with Kasten K10**](https://www.redhat.com/es/blog) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2024)** [**xataka.com: El Excel se ha usado en la FΓ³rmula 1 hasta que se han dado cuenta que no es la mejor forma de controlar las 20.000 piezas del coche**](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2023)** [**genbeta.com: Un ex-CEO, sobre el origen de tener gente que ni hace falta en las empresas: β€œContratas a alguien, y lo primero que hace es contratar"**](https://www.genbeta.com/actualidad/ex-ceo-origen-tener-gente-que-hace-falta-empresas-contratas-a-alguien-primero-que-hace-contratar-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2023)** [**businessinsider.es: Avanzar en la carrera profesional y conseguir ascensos dentro de la empresa serΓ‘ mucho mΓ‘s difΓ­cil para las personas que teletrabajan, segΓΊn el CEO de IBM**](https://www.businessinsider.es/desarrollo-profesional/teletrabajar-perjudica-carrera-profesional-posibles-ascensos-1240782) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [**lavanguardia.com: La delgada lΓ­nea roja del liderazgo: de la cercanΓ­a al compadreo**](https://www.lavanguardia.com/economia/20220223/8075492/liderazgo-empresa-jefes-empleados-cercania-decisiones.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
@@ -985,9 +985,9 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [**magnet.xataka.com: Esclavos de la improductividad: el 70% de las reuniones impiden que los empleados hagan su trabajo**](https://www.xataka.com/magnet/esclavos-improductividad-70-reuniones-impiden-que-empleados-hagan-su-trabajo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [**genbeta.com: Las reuniones laborales por videollamada nos agotan: esto es lo que pasa si se eliminan y cambian por chats**](https://www.genbeta.com/actualidad/reuniones-trabajo-nos-agotan-videollamada-se-sabe-que-pasa-se-eliminan-usamos-chats) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [**estrategiadeproducto.com: La segunda mayor mentira sobre Product Management**](https://www.estrategiadeproducto.com/p/segunda-mayor-mentira-product-management) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
+  - **(2021)** [**scrum.org: Posturas del Product Owner**](https://www.scrum.org/resources/blog/posturas-del-product-owner) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [**AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC**](https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
   - **(2021)** [**xataka.com: Hasta AWS se pasa al low-code: Workflow Studio es su primera herramienta de desarrollo de bajo cΓ³digo**](https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-herramienta-desarrollo-codigo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SPANISH CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
-  - **(2021)** [**scrum.org: Posturas del Product Owner**](https://www.scrum.org/resources/blog/posturas-del-product-owner) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2020)** [**scrum.org: Scrum no es una metodologΓ­a, es un marco de trabajo**](https://www.scrum.org/resources/blog/scrum-no-es-una-metodologia-es-un-marco-de-trabajo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2026)** [muylinux.com](https://www.muylinux.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2026)** [linuxadictos.com](https://www.linuxadictos.com) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
@@ -995,8 +995,8 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [Cecabank API Market](https://apimarket.cecabank.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [santalucia.es](https://api-market.santalucia.es) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2025)** [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./java_app_servers.md)*
-  - **(2024)** [cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2024)** [hipertextual.com: AsΓ­ es Devin, la inteligencia artificial que programa software de principio a fin](https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./devel-sites.md)*
+  - **(2024)** [cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"](https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2023)** [computing.es: Retos del outsourcing de servicios IT en EspaΓ±a](https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2023)** [xataka.com: El auge del coche elΓ©ctrico y autΓ³nomo se ha topado con otra barrera: el software. Volkswagen lo sabe bien](https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien) 🌟🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
   - **(2023)** [hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad de fabricaciΓ³n de sus coches elΓ©ctricos](https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html) 🌟🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
@@ -1006,57 +1006,57 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [rockcontent.com: Conoce los principales tipos de consultorΓ­a en las que tu negocio puede invertir para explotar su potencial](https://analoghq.ai/blog/es/tipos-de-consultoria) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [okdiario.com: TelefΓ³nica y Santander despiden a 467 empleados en 2021 por denuncias de compaΓ±eros](https://okdiario.com/economia/telefonica-santander-despiden-467-empleados-2021-denuncias-companeros-8655690) 🌟🌟🌟 [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [aprenderbigdata.com: Databricks: IntroducciΓ³n a Spark en la nube](https://aprenderbigdata.com/databricks) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2021)** [entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?](https://spanish.entrepreneur.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
-  - **(2021)** [xataka.com: La deuda tΓ©cnica, un lastre para las tecnolΓ³gicas: un estudio seΓ±ala que los informΓ‘ticos pierden casi un dΓ­a de trabajo a la semana para solventarlas](https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2021)** [enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2021)** [returngis.net: Acceder a un App Service con Private Endpoint desde otra Vnet](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [openwebinars.net: 13 Errores que cometes como Manager](https://openwebinars.net/blog/13-errores-que-cometes-como-manager) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [elfinanciero.com.mx: Tu jefe no siempre tiene la razΓ³n: ΒΏde quΓ© manera puedes contradecirlo?](https://www.elfinanciero.com.mx/empresas/2021/07/06/tu-jefe-no-siempre-tiene-la-razon-de-que-manera-puedes-contradecirlo) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2021)** [blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo](https://blog.trello.com/es/conflictos-en-el-trabajo) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
+  - **(2021)** [entrepreneur.com: ΒΏCΓ³mo manejar un equipo que trabaja desde sus casas?](https://spanish.entrepreneur.com) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2021)** [pymesyautonomos.com: ΒΏEstΓ‘ trabajando el empleado realmente desde su casa?](https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
-  - **(2020)** [github.com/paliimx: Data Structures and Algorithms implementation in Go](https://github.com/ua-nick/Data-Structures-and-Algorithms) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [LEGACY] [ES CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2021)** [blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo](https://blog.trello.com/es/conflictos-en-el-trabajo) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
+  - **(2021)** [xataka.com: La deuda tΓ©cnica, un lastre para las tecnolΓ³gicas: un estudio seΓ±ala que los informΓ‘ticos pierden casi un dΓ­a de trabajo a la semana para solventarlas](https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
+  - **(2021)** [enter.co: Estos son los 10 lenguajes de programaciΓ³n mΓ‘s populares en 2021](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
+  - **(2020)** [cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute Engine](https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2020)** [ituser.es: Las principales habilidades que un arquitecto cloud necesita para triunfar](https://www.ituser.es/opinion/2020/07/las-principales-habilidades-que-un-arquitecto-cloud-necesita-para-triunfar) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2020)** [lavanguardia.com: Por quΓ© la transformaciΓ³n digital es mentira 🌟](https://www.lavanguardia.com/economia/20201014/484036217179/transformacion-digital-empresas-foncillas-pf-video-seo-lv.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2020)** [You Bet That APIs Power DevOps Tools](https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2020)** [cloud.google.com: Crea una canalizaciΓ³n de CI/CD con Azure Pipelines y Compute Engine](https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2020)** [github.com/paliimx: Data Structures and Algorithms implementation in Go](https://github.com/ua-nick/Data-Structures-and-Algorithms) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [LEGACY] [ES CONTENT] β€” *Go to [Section](./golang.md)*
   - **(2020)** [xataka.com: IBM se multiplica: la IBM de siempre mantiene el foco en la nube, pero crea una nueva empresa para los servicios de red gestionados 🌟](https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-se-creara-empresa-centrada-ella) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
+  - **(2020)** [You Bet That APIs Power DevOps Tools](https://seguridad-informacion.blogspot.com/2020/07/you-bet-that-apis-power-devops-tools.html) 🌟🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./api.md)*
   - **(2016)** [bbc.com: Por quΓ© en JapΓ³n los jefes NO felicitan a sus empleados cuando hacen bien su trabajo](https://www.bbc.com/mundo/vert-cap-37270163) 🌟🌟🌟 [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./project-management-methodology.md)*
   - **(2022)** [elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biologΓ­a 🌟](https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865) 🌟🌟 [EMERGING] [SPANISH CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2022)** [hays.es: β€˜La Gran Renuncia’: ΒΏpor quΓ© tantos profesionales se estΓ‘n planteando dejar su trabajo?](https://www.hays.es) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./recruitment.md)*
   - **(2021)** [genbeta.com: Red Hat Enterprise Linux lanza una versiΓ³n a bajo costo para llegar a mΓ‘s pΓΊblico de sectores de investigaciΓ³n y acadΓ©mico](https://www.genbeta.com/actualidad/red-hat-enterprise-linux-lanza-version-a-costo-para-llegar-a-publico-sectores-investigacion-academico) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [TΓΊneles SSH](https://atareao.es/ubuntu/tuneles-ssh) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [genbeta.com: El software de los coches de Mercedes contiene cΓ³digo abierto y en vez de distribuirlo en GitHub usan un CD](https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd) 🌟🌟 [LEGACY] [SPANISH CONTENT] β€” *Go to [Section](./customer.md)*
-  - **(2020)** [elmanytas.es: Kubernetes para impostores III](https://elmanytas.es/?q=node/358) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2020)** [aws.amazon.com: Automating safe, hands-off deployments 🌟🌟](https://aws.amazon.com/es/builders-library/automating-safe-hands-off-deployments) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./cicd.md)*
+  - **(2020)** [elmanytas.es: Kubernetes para impostores III](https://elmanytas.es/?q=node/358) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2020)** [viewnext.com: Front End vs Back End (spanish)](https://www.viewnext.com/front-end-vs-back-end) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2018)** [genbeta.com: Plastic SCM Mergebot: automatizando tu pipeline de desarrollo](https://www.genbeta.com/desarrollo/plastic-scm-mergebot-automatizando-tu-pipeline-desarrollo) 🌟🌟 [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [elconfidencial.com: Olvida RRHH, ahora es el Departamento de DiversiΓ³n: la infantilizaciΓ³n del paΓ­s de las 6.000 'startups'](https://www.elconfidencial.com/mundo/2023-03-10/milenializacion-mercado-laboral-israeli-startups_3551800) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./hr.md)*
   - **(2026)** [xataka.com: "Han recomendado calcular cuΓ‘nto dinero queda y al resto despedirles": las startups espaΓ±olas frente a la quiebra de SVB](https://www.xataka.com/empresas-y-economia/han-recomendado-calcular-cuanto-dinero-queda-al-resto-despedirles-startups-espanolas-frente-a-quiebra-svb) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./hr.md)*
-  - **(2026)** [freelance.es](https://freelance.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./freelancing.md)*
   - **(2026)** [xataka.com: AsΓ­ se reparte el mercado cloud: los tres grandes tienen el 63%, los siguientes 10 un 22%](https://www.xataka.com/pro/asi-se-reparte-mercado-cloud-tres-grandes-tienen-63-siguientes-10-22) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [xataka.com: El talΓ³n de Aquiles de AWS son sus altas tarifas de salida de datos, y sus rivales empiezan a explotarlo: guerra de precios contra el gigante de la nube](https://www.xataka.com/pro/talon-aquiles-aws-sus-altas-tarifas-salida-datos-sus-rivales-empiezan-a-explotarlo-guerra-precios-gigante-nube) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [AWS Kubernetes pricing](https://aws.amazon.com/es/eks/pricing) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [Azure Kubernetes pricing](https://azure.microsoft.com/es-es/pricing/details/kubernetes-service) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
   - **(2026)** [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caΓ­do ya tres veces en el mismo mes y le llueven las crΓ­ticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./public-cloud-solutions.md)*
+  - **(2026)** [freelance.es](https://freelance.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./freelancing.md)*
   - **(2025)** [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2025)** [returngis.net](https://www.returngis.net) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2024)** [muycomputerpro.com: IngenierΓ­a de plataformas de DevOps: la nueva generaciΓ³n de DevOps](https://www.muycomputerpro.com/2024/01/12/ingenieria-de-plataformas-de-devops-la-nueva-generacion-de-devops) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2024)** [xataka.com: Microsoft no quiere poner todos los huevos en la misma cesta: anuncia una asociaciΓ³n con Mistral AI, la OpenAI de Europa](https://www.xataka.com/robotica-e-ia/microsoft-no-quiere-poner-todos-huevos-cesta-anuncia-asociacion-mistral-ai-openai-europa) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2024)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2024)** [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
   - **(2024)** [cope.es: El ejemplo de 'la moneda' con el que entender cΓ³mo funciona un ordenador cuΓ‘ntico: "SerΓ‘ una revoluciΓ³n"](https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
-  - **(2023)** [abc.es: Ingenieros DevOps, la pieza clave del engranaje digital de las empresas 🌟](https://www.abc.es/economia/ingenieros-devops-pieza-clave-engranaje-digital-empresas-20230212000148-nt.html) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [businessinsider.es: Los ingenieros de software estΓ‘n aterrorizados ante la posibilidad de ser sustituidos por la IA](https://www.businessinsider.es/tecnologia/ingenieros-software-estan-aterrorizados-posibilidad-ser-sustituidos-ia-1238112) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [forbesargentina.com: Por quΓ© Nvidia, Google y Microsoft apuestan miles de millones en modelos LLM de IA Generativa para biotecnologΓ­a](https://www.forbesargentina.com/innovacion/por-nvidia-google-microsoft-apuestan-miles-millones-modelos-llm-ia-generativa-biotecnologia-n49278) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [xataka.com: https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos](https://www.xataka.com/servicios/copilot-chatgpt-gpt-4-han-cambiado-para-siempre-mundo-programacion-esto-que-opinan-expertos) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [Kubernetes: Un tour por los comandos bΓ‘sicos](https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [xataka.com: Copilot ya escribe el 40% del cΓ³digo de lenguajes como Java o Python que llega a GitHub. En cinco aΓ±os llegarΓ‘ al 80%](https://www.xataka.com/aplicaciones/copilot-escribe-40-codigo-lenguajes-como-java-python-que-llega-a-github-cinco-anos-llegara-al-80) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2024)** [Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course?hl=es-419) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./introduction.md)*
   - **(2023)** [aws.amazon.com: ExΓ‘menes prΓ‘cticos gratuitos y 100% en espaΓ±ol para que obtenga su certificaciΓ³n](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2023)** [ExtensiΓ³n de Visual Studio Code que genera tests y mejora tu cΓ³digo](https://www.youtube.com/shorts/hmq195GRYCI?si=8knOM1y50V6JcRlk) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./chatgpt.md)*
-  - **(2023)** [chakray.com: Por quΓ© API LIFECYCLE MANAGEMENT es imprescindible para la organizaciΓ³n de APIs](https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2023)** [chakray.com: 11 Pasos para lograr una estrategia API Management exitosa](https://chakray.com/es/11-pasos-lograr-estrategia-api-management-exitosa) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2023)** [abc.es: Ingenieros DevOps, la pieza clave del engranaje digital de las empresas 🌟](https://www.abc.es/economia/ingenieros-devops-pieza-clave-engranaje-digital-empresas-20230212000148-nt.html) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2023)** [returngis.net: Monitorizar aplicaciΓ³n Java con Spring Boot con Azure Application Insights](https://www.returngis.net/2023/04/monitorizar-aplicacion-java-con-spring-boot-con-azure-application-insights) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [returngis.net: Invitar a usuarios externos a un tenant de Azure AD a travΓ©s de Microsoft Graph y Azure CLI](https://www.returngis.net/2023/04/invitar-a-usuarios-externos-a-un-tenant-de-azure-ad-a-traves-de-microsoft-graph-y-azure-cli) [COMMUNITY-TOOL] [GUIDE] [SPANISH CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [xataka.com: Copilot ya escribe el 40% del cΓ³digo de lenguajes como Java o Python que llega a GitHub. En cinco aΓ±os llegarΓ‘ al 80%](https://www.xataka.com/aplicaciones/copilot-escribe-40-codigo-lenguajes-como-java-python-que-llega-a-github-cinco-anos-llegara-al-80) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2023)** [computerhoy.com: GitHub Copilot X: asΓ­ es la nueva IA parecida a ChatGPT y destinada a ayudar a programadores](https://computerhoy.20minutos.es) [COMMUNITY-TOOL] [SPANISH CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2023)** [xataka.com: Me hice funcionario siendo ingeniero: quΓ© me da la administraciΓ³n pΓΊblica que no consigue la empresa privada](https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada-1) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2023)** [xataka.com: Si no asciendo ni aprendo, me largo de la empresa: el crecimiento profesional como estrategia para retener talento](https://www.xataka.com/empresas-y-economia/no-asciendo-aprendo-me-largo-empresa-crecimiento-profesional-como-estrategia-para-retener-talento) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2023)** [businessinsider.es: El fin de la lealtad laboral](https://www.businessinsider.es/desarrollo-profesional/fin-lealtad-laboral-empleados-ya-no-son-fieles-jefes-1358974) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2023)** [lavanguardia.com: Ingeniero de β€˜machine learning’ e ingeniero de datos, las profesiones emergentes mΓ‘s demandadas en EspaΓ±a](https://www.lavanguardia.com/economia/20230414/8895371/ingeniero-machine-learning-e-ingeniero-datos-profesiones-emergentes-mas-demandadas-espana.html) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2023)** [genbeta.com: Menos de la mitad de los programadores tienen tΓ­tulos universitarios. Cada vez mΓ‘s desarrolladores aprenden por su cuenta](https://www.genbeta.com/desarrollo/mitad-programadores-tienen-titulos-universitarios-cada-vez-desarrolladores-aprenden-su-cuenta) [COMMUNITY-TOOL] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
+  - **(2023)** [genbeta.com: Ciberseguridad en llamas: la presiΓ³n actual es tan grande que la mitad de los expertos sufren ansiedad y quieren dimitir](https://www.genbeta.com/desarrollo/ciberseguridad-llamas-presion-actual-grande-que-mitad-expertos-sufren-ansiedad-quieren-renunciar) [LEGACY] [ES CONTENT] β€” *Go to [Section](./recruitment.md)*
 
 *... and 108 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 
@@ -1116,18 +1116,18 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [cBamboo vs Jenkins: Showdown Of CI/CD Tools](https://www.testmuai.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2024)** [lambdatest.com: CircleCI Vs. GitLab: Choosing The Right CI/CD Tool](https://www.testmuai.com/blog/circleci-vs-gitlab) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2024)** [lambdatest.com: Jenkins vs Travis vs Bamboo vs TeamCity: Clash Of The Titans](https://www.testmuai.com/blog/jenkins-vs-travis-vs-bamboo-vs-teamcity) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2022)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) [COMMUNITY-TOOL] [GUIDE] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2022)** [acloudguru.com: Azure DevOps vs GitHub: Comparing Microsoft’s DevOps Tools 🌟](https://www.pluralsight.com/resources/blog/cloud/azure-devops-vs-github-comparing-microsofts-devops-twins) [GUIDE] [LEGACY] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2022)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) [COMMUNITY-TOOL] [GUIDE] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
+  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2021)** [enterprisersproject.com: Remote work: 10 tips to be a better virtual collaborator](https://enterprisersproject.com/article/2021/2/remote-work-virtual-collaboration-best-practices) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2021)** [Summarising Top 10 API Testing Tools](https://miro.com/app/board/o9J_kqwfjqs=) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
   - **(2021)** [Amazon Elastic File System triples read throughput](https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2021)** [Building an active-active, latency-based application across multiple Regions 🌟](https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-application-across-multiple-regions) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2021)** [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2021)** [Crossplane: A Kubernetes Control Plane to Roll Your Own PaaS](https://thenewstack.io/crossplane-a-kubernetes-control-plane-to-roll-your-own-paas) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2021)** [symphony.is: Crossplane - The New Kid in Town](https://symphony.is/blog/crossplane---the-new-kid-in-town-) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2021)** [Presentation: YAML your cloud](https://docs.google.com/presentation/d/1IZXCiQl_NUawHMvKJANCG2_LIBZseUpY-XyPjlghj9E/edit) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
-  - **(2021)** [enterprisersproject.com: Remote work: 10 tips to be a better virtual collaborator](https://enterprisersproject.com/article/2021/2/remote-work-virtual-collaboration-best-practices) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [infoq.com: How to Work Asynchronously as a Remote-First SRE](https://www.infoq.com/news/2021/12/remote-first-sre) [CASE STUDY] [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [Summarising Top 10 API Testing Tools](https://miro.com/app/board/o9J_kqwfjqs=) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2021)** [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2020)** [forbes.com: 5 Essential Coronavirus Work From Home Tech Tips](https://www.forbes.com/sites/tjmccue/2020/03/13/5-essential-coronavirus-work-from-home-tech-tips) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./workfromhome.md)*
   - **(2019)** [Crossplane, a Universal Control Plane API for Cloud Computing](https://www.infoq.com/news/2019/01/upbound-crossplane) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./crossplane.md)*
   - **(2016)** [EFS Elastic File System](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions) [COMMUNITY-TOOL] [AGNOSTIC CONTENT] β€” *Go to [Section](./aws-storage.md)*
@@ -1231,7 +1231,7 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [==kubectl-node-restart 🌟==](https://github.com/MnrGreg/kubectl-node-restart) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [==Kubectl SSH Proxy 🌟==](https://github.com/little-angry-clouds/kubectl-ssh-proxy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2020)** [==swarmlet/swarmlet: Swarmlet==](https://github.com/swarmlet/swarmlet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
-  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2015)** [==Bash Pitfalls 🌟==](https://mywiki.wooledge.org/BashPitfalls) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2025)** [**git-secret.io**](https://git-secret.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [**smallstep.com: How to Handle Secrets on the Command Line 🌟**](https://smallstep.com/blog/command-line-secrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [**developers.redhat.com: Protect secrets in Git with the clean/smudge filter**](https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./devsecops.md)*
@@ -1240,6 +1240,7 @@ Resources indexed by their primary source language or document format.
   - **(2020)** [**altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with Bash**](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2023)** [commandlinefu.com/commands/matching/ssh](https://www.commandlinefu.com/commands/browse/commands/matching/ssh/c3No/sort-by-votes) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2022)** [youtube: Kubernetes.. ETCD Backup and Restore... Very Easy Steps... CKA Exam Tips..](https://www.youtube.com/watch?app=desktop&v=mODkt1OJDew&ab_channel=AlokKumar) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2021)** [vadosware.io: So you need to wait for some Kubernetes resources?](https://vadosware.io/post/so-you-need-to-wait-for-some-kubernetes-resources) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [howtogeek.com: How to Clean Up Old Containers and Images in Your Kubernetes Cluster](https://www.howtogeek.com/devops/how-to-clean-up-old-containers-and-images-in-your-kubernetes-cluster) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [ubuntu.com: How to test the latest Kubernetes 1.22 release candidate with MicroK8s](https://ubuntu.com/blog/how-to-test-the-latest-kubernetes-with-microk8s) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
@@ -1252,7 +1253,6 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [youtube: Bash for Beginners](https://www.youtube.com/playlist?list=PLlrxD0HtieHh9ZhrnEbZKhzk0cetzuX7l) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [linuxhandbook.com: Unusual Ways to Use Variables Inside Bash Scripts](https://linuxhandbook.com/variables-bash-script) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [linuxshelltips.com: What’s the Difference Between ${} and $() in Bash](https://www.linuxshelltips.com/difference-between-and-in-bash) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2012)** [robertmuth.blogspot.com: Better Bash Scripting in 15 Minutes](https://robertmuth.blogspot.com/2012/08/better-bash-scripting-in-15-minutes.html) 🌟🌟🌟 [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [azohra/yaml.sh](https://github.com/azohra/yaml.sh) 🌟🌟 [EMERGING] [BASH CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2021)** [hackerxone.com: How To Install Kubernetes Dashboard with NodePort in Linux](https://www.hackerxone.com/2021/07/10/how-install-kubernetes-dashboard-nodeport-linux) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
@@ -1263,23 +1263,21 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [developers.redhat.com: Advanced Linux commands cheat sheet for developers](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [developers.redhat.com: Bash Shell Scripting Cheat Sheet](https://developers.redhat.com/cheat-sheets/bash-shell-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion](https://devopscube.com/automate-ebs-snapshot-creation-deletion) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2023)** [build5nines.com: Terraform: Remove Resource from State File (.tfstate)](https://build5nines.com/terraform-remove-resource-from-state-file-tfstate) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** ["Have you used the taint command in Terraform yet?"](https://www.youtube.com/watch?v=v_T1fuYGjV0&ab_channel=NedintheCloud) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [iximiuz.com: Container Networking Is Simple! 🌟](https://labs.iximiuz.com/tutorials/container-networking-from-scratch) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2023)** [returngis.net: Desplegar AGIC en AKS utilizando workload identity](https://www.returngis.net/2023/05/desplegar-agic-en-aks-utilizando-workload-identity) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [returngis.net: Exponer APIs en AKS a travΓ©s de Azure API Management](https://www.returngis.net/2023/05/exponer-apis-en-aks-a-traves-de-azure-api-management) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [learn.microsoft.com: Connect with RDP to Azure Kubernetes Service (AKS) cluster Windows Server nodes for maintenance or troubleshooting](https://learn.microsoft.com/en-us/azure/aks/rdp) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [medium.com/@pauldotyu: Effortlessly Deploy to AKS with Open Source Tools Draft and Acorn](https://medium.com/@pauldotyu/app-to-aks-with-draft-and-acorn-2d25f19649b7) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2023)** [danielstechblog.io: Mitigating slow container image pulls on Azure Kubernetes Service](https://www.danielstechblog.io/mitigating-slow-container-image-pulls-on-azure-kubernetes-service) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2022)** [rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [build5nines.com: Terraform: Remove Resource from State File (.tfstate)](https://build5nines.com/terraform-remove-resource-from-state-file-tfstate) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** ["Have you used the taint command in Terraform yet?"](https://www.youtube.com/watch?v=v_T1fuYGjV0&ab_channel=NedintheCloud) [GUIDE] [LEGACY] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion](https://devopscube.com/automate-ebs-snapshot-creation-deletion) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2022)** [cyberithub.com: 70+ Important Kubernetes Related Tools You Should Know About](https://www.cyberithub.com/70-important-kubernetes-related-tools-you-should-know-about) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [opensource.com: 5 open source tools for developing on the cloud](https://opensource.com/article/22/4/open-source-tools-developing-cloud) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [opensource.com: Linux logrotate cheat sheet](https://opensource.com/downloads/logrotate-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2022)** [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2022)** [A step-by-step guide to synchronize data between Amazon S3 buckets](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2022)** [middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟](https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [rcarrata.github.io: Regenerating Kubeconfig for system:admin user in OpenShift clusters](https://rcarrata.github.io/openshift/regenerate-kubeconfig) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [redhat.com: Linux troubleshooting commands: 4 tools for DNS name resolution problems](https://www.redhat.com/en/blog/DNS-name-resolution-troubleshooting-tools) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2022)** [dev.to: 50 Linux Commands every developer NEED to know with example](https://dev.to/kanani_nirav/50-linux-commands-every-developer-need-to-know-with-example-mc) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2022)** [digitalocean.com: How To Use Journalctl to View and Manipulate Systemd Logs 🌟](https://www.digitalocean.com/community/tutorials/how-to-use-journalctl-to-view-and-manipulate-systemd-logs) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
@@ -1295,12 +1293,13 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [dev.to: Moving Azure Functions from AKS to Container Apps](https://dev.to/christle/moving-azure-functions-from-aks-to-container-apps-k60) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [blog.baeke.info: AKS Workload Identity Revisited](https://baeke.info/2022/11/24/aks-workload-identity-revisited) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [blog.baeke.info: Trying out Draft 2 on AKS](https://baeke.info/2022/06/02/trying-out-draft-2-on-aks) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [collabnix.com: Top 10 Kubernetes Tools You Need for 2021 – Part 1](https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [youtube: 10 Must-Have Kubernetes Tools | DevOps Toolkit](https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsToolkit) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟](https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [A step-by-step guide to synchronize data between Amazon S3 buckets](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2021)** [lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
   - **(2021)** [pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](https://pythonspeed.com/articles/gitlab-build-docker-image) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2021)** [dev.to: Adding an EBS volume to a running AWS EC2 Instance](https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
+  - **(2021)** [collabnix.com: Top 10 Kubernetes Tools You Need for 2021 – Part 1](https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [youtube: 10 Must-Have Kubernetes Tools | DevOps Toolkit](https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsToolkit) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [tecmint.com: How to Find Recent or Today’s Modified Files in Linux 🌟](https://www.tecmint.com/find-recent-modified-files-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [opensource.com: Check used disk space on Linux with du](https://opensource.com/article/21/7/check-disk-space-linux-du) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [tecmint.com: 10 Useful du (Disk Usage) Commands to Find Disk Usage of Files and Directories](https://www.tecmint.com/check-linux-disk-usage-of-files-and-directories) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
@@ -1314,17 +1313,18 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [redhat.com: 20 one-line Linux commands to add to your toolbox](https://www.redhat.com/en/blog/one-line-linux-commands) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [linuxshelltips.com: How to Kill Running Linux Process on Particular Port](https://www.linuxshelltips.com/kill-linux-process-with-port) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [tecmint.com: How to Kill Linux Process Using Kill, Pkill and Killall](https://www.tecmint.com/how-to-kill-a-process-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [linuxteck.com: 13 Top command in Linux (Monitor Linux Server Processes) 🌟](https://www.linuxteck.com/13-top-command-in-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [makeuseof.com: The 6 Best Command Line Tools to Monitor Linux Performance in the Terminal](https://www.makeuseof.com/best-cli-tools-to-monitor-linux-performance-terminal) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [redhat.com: 3 basic Linux group management commands every sysadmin should know](https://www.redhat.com/en/blog/linux-commands-manage-groups) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [opensource.com: Linux tips for using cron to schedule tasks](https://opensource.com/article/21/11/cron-linux) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: 4 Linux tools to erase your data](https://opensource.com/article/21/10/linux-tools-erase-data) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [howtoforge.com: How to Create a Kubernetes Cluster with AWS CLI](https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [thenewstack.io: Turbocharging AKS Networking with Calico eBPF](https://thenewstack.io/turbocharging-aks-networking-with-calico-ebpf) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2021)** [adamtheautomator.com: Getting Started with the Azure Kubernetes Service (AKS)](https://adamtheautomator.com/azure-kubernetes-service) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2020)** [openshift.com: Recap: OKD 4 Testing and Deployment Workshop - Videos and Additional Resources](https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [blog.sighup.io: How to run Kubernetes without Docker](https://blog.sighup.io/how-to-run-kubernetes-without-docker) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [dev.to: Adding an EBS volume to a running AWS EC2 Instance](https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./aws-storage.md)*
   - **(2020)** [Overview: running crc on a remote server](https://gist.github.com/tmckayus/8e843f90c44ac841d0673434c7de0c6a) [COMMUNITY-TOOL] [BASH CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2020)** [Top 18 Docker commands for Automation Tester/Devops/SDET/Test Lead? 🌟](https://automationreinvented.blogspot.com/2020/02/top-18-docker-commands-for-aytomation.html) [COMMUNITY-TOOL] [GUIDE] [BASH CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2020)** [blog.sighup.io: How to run Kubernetes without Docker](https://blog.sighup.io/how-to-run-kubernetes-without-docker) [LEGACY] [BASH CONTENT] β€” *Go to [Section](./kubernetes.md)*
 
 *... and 10 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 
@@ -1385,15 +1385,15 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [github.com/nnellans/bicep-guide](https://github.com/nnellans/bicep-guide) 🌟🌟 [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2025)** [Subscription Vending Implementation Guidance](https://learn.microsoft.com/en-us/azure/architecture/landing-zones/subscription-vending) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./iac.md)*
-  - **(2024)** [techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep and Terraform. Announcing General Availability!](https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2024)** [techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [linkedin.com/pulse: Exporting and importing variables between Bicep files: compileTimeImports | Freek Berson](https://www.linkedin.com/pulse/exporting-importing-variables-between-bicep-files-freek-berson-n0ske) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part 2)](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [techcommunity.microsoft.com: Announcing public preview of Bicep templates support for Microsoft Graph](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2024)** [techcommunity.microsoft.com: Azure Landing Zones Accelerators for Bicep and Terraform. Announcing General Availability!](https://techcommunity.microsoft.com/blog/azuretoolsblog/azure-landing-zones-accelerators-for-bicep-and-terraform-announcing-general-avai/4029866) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to Automate Azure IaaS deployment](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [blog.cloudtrooper.net: Deploy (Azure) Network-as-Code as a champ](https://blog.cloudtrooper.net/2023/06/08/deploy-azure-network-as-code-as-a-champ) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [luke.geek.nz: Using the Azure Naming Tool API to name your Bicep resources](https://luke.geek.nz/azure/azure-naming-tool-api-bicep-resources) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2022)** [build5nines.com: Get Started with Azure Bicep – Alternative to ARM Templates](https://build5nines.com/get-started-with-azure-bicep) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [github.com/johnlokerse/azure-bicep-cheat-sheet: Azure Bicep Cheat Sheet](https://github.com/johnlokerse/azure-bicep-cheat-sheet) [COMMUNITY-TOOL] [BICEP CONTENT] β€” *Go to [Section](./azure.md)*
 
@@ -1421,22 +1421,22 @@ Resources indexed by their primary source language or document format.
   - **(2002)** [**ngrep**](https://ngrep.sourceforge.net) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2026)** [kubeinvaders](https://github.com/lucky-sideburn/kubeinvaders) 🌟🌟🌟 [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2020)** [How to handle dynamic and static libraries in Linux](https://opensource.com/article/20/6/linux-libraries) 🌟🌟🌟 [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2026)** [simplyblock: simplyblock.io](https://simplyblock.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
   - **(2026)** [hashcat](https://hashcat.net/hashcat) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [fluentbit.io](https://fluentbit.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [Guestfish](https://libguestfs.org/guestfish.1.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2026)** [busybox.net](https://www.busybox.net) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [simplyblock: simplyblock.io](https://simplyblock.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2025)** [Varnish Cache](https://www.varnish.org/index.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
+  - **(2025)** [HAProxy](https://www.haproxy.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
   - **(2025)** [Apache](https://httpd.apache.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
   - **(2025)** [unit.nginx.org](https://unit.nginx.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
-  - **(2025)** [HAProxy](https://www.haproxy.org) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./web-servers.md)*
-  - **(2025)** [Varnish Cache](https://www.varnish.org/index.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
+  - **(2023)** [Redis](https://redis.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./nosql.md)*
   - **(2023)** [Redis Pub/sub](https://redis.io/docs/latest/develop) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2023)** [Redis](https://redis.io) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
   - **(2022)** [genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix de lΓ­nea de comandos (y que puedes usar tambiΓ©n en Windows o Android)](https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2021)** [opensource.com: Use XMLStarlet to parse XML in the Linux terminal](https://opensource.com/article/21/7/parse-xml-linux) [GUIDE] [LEGACY] [C CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [SystemTap](https://sourceware.org/systemtap) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2021)** [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2021)** [opensource.com: Use XMLStarlet to parse XML in the Linux terminal](https://opensource.com/article/21/7/parse-xml-linux) [GUIDE] [LEGACY] [C CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./caching.md)*
+  - **(2021)** [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community) [COMMUNITY-TOOL] [C CONTENT] β€” *Go to [Section](./databases.md)*
 
 
 
@@ -1463,7 +1463,7 @@ Resources indexed by their primary source language or document format.
 Click to view 30 resources under C# Content
 
   - **(2026)** [==App-vNext/Polly==](https://github.com/App-vNext/Polly) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2024)** [==Git Credential Manager Core==](https://github.com/git-ecosystem/git-credential-manager) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2024)** [==Git Credential Manager Core==](https://github.com/git-ecosystem/git-credential-manager) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [==devblogs.microsoft.com: Announcing Rate Limiting for .NET==](https://devblogs.microsoft.com/dotnet/announcing-rate-limiting-for-dotnet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2026)** [**Plastic SCM**](https://www.plasticscm.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./git.md)*
   - **(2024)** [**github.com/mivano/azure-cost-cli**](https://github.com/mivano/azure-cost-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./finops.md)*
@@ -1471,25 +1471,25 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [**telerik.com: Your First Microservice in .NET 6**](https://www.telerik.com/blogs/your-first-microservice-dotnet-6) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2021)** [**blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC**](https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2024)** [kubernetes-reflector](https://github.com/emberstack/kubernetes-reflector) 🌟🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) 🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2024)** [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) 🌟🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
   - **(2026)** [thangchung/awesome-dotnet-core](https://github.com/thangchung/awesome-dotnet-core) [LEGACY] [C# CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [Octopus Deploy - deployment tool](https://octopus.com) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2025)** [Promitor 🌟](https://promitor.io) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2025)** [Microsoft - DICOM Service](https://learn.microsoft.com/en-us/azure/healthcare-apis/dicom) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2025)** [Oakton](https://jasperfx.github.io/oakton) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2025)** [Lamar](https://jasperfx.github.io/lamar) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2025)** [Microsoft - DICOM Service](https://learn.microsoft.com/en-us/azure/healthcare-apis/dicom) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [Promitor 🌟](https://promitor.io) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2024)** [dotnet.microsoft.com: What is Xamarin?](https://dotnet.microsoft.com/en-us/apps/xamarin) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2024)** [Paradigm framework](https://www.paradigm.net.co) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
+  - **(2024)** [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2023)** [ScheduleOnce](https://www.oncehub.com) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2022)** [Azure DevOps Demo Generator is now open source](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2022)** [thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [syncfusion.com: 10 Best C# NuGet Packages to Improve Your Productivity in 2022](https://www.syncfusion.com/blogs/post/10-best-c-nuget-packages-to-improve-your-productivity-in-2022) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2022)** [procodeguide.com: Build Resilient Microservices (Web API) using Polly in ASP.NET Core](https://procodeguide.com/programming/polly-in-aspnet-core) [COMMUNITY-TOOL] [GUIDE] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
+  - **(2022)** [thorsten-hans.com: Hot-Reload .NET Configuration in Kubernetes with ConfigMaps](https://www.thorsten-hans.com/hot-reload-net-configuration-in-kubernetes-with-configmaps) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [Azure DevOps Demo Generator is now open source](https://devblogs.microsoft.com/devops/azure-devops-demo-generator-is-now-open-source) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda) [CASE STUDY] [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./aws-serverless.md)*
   - **(2021)** [jeremydmiller.com: Self Diagnosing Deployments with Oakton and Lamar](https://jeremydmiller.com/2021/10/12/self-diagnosing-deployments-with-oakton-and-lamar) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2020)** [developers.redhat.com: Monitoring .NET Core applications on Kubernetes](https://developers.redhat.com/blog/2020/08/05/monitoring-net-core-applications-on-kubernetes) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2020)** [khalidabuhakmeh.com: A .NET 5.0 Guide: From Idea To NuGet Package](https://khalidabuhakmeh.com/a-dotnet-five-guide-from-idea-to-nuget-package) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./dotnet.md)*
+  - **(2020)** [developers.redhat.com: Monitoring .NET Core applications on Kubernetes](https://developers.redhat.com/blog/2020/08/05/monitoring-net-core-applications-on-kubernetes) [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2019)** [Plastic SCM DevOps Mergebot to implement a trunk-based development cycle](https://github.com/PlasticSCM/trunk-mergebot) 🌟 [COMMUNITY-TOOL] [C# CONTENT] β€” *Go to [Section](./git.md)*
   - **(2018)** [developers.redhat.com: Securing .NET Core on OpenShift using HTTPS](https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https) [ENTERPRISE-STABLE] [GUIDE] [C# CONTENT] β€” *Go to [Section](./ocp3.md)*
 
@@ -1530,12 +1530,12 @@ Resources indexed by their primary source language or document format.
 

 Click to view 22 resources under C++ Content
 
-  - **(2026)** [==OS Query==](https://github.com/osquery/osquery) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./aws-storage.md)*
-  - **(2026)** [==Redpanda 🌟==](https://www.redpanda.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==Ray==](https://docs.ray.io/en/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2026)** [==couchbase.com==](https://www.couchbase.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==OS Query==](https://github.com/osquery/osquery) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==Ceph: A Distributed Object, Block, and File Storage Platform==](https://github.com/ceph/ceph) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==Redpanda 🌟==](https://www.redpanda.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2024)** [==Windows Package Manager CLI (aka winget)==](https://github.com/microsoft/winget-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./linux-dev-env.md)*
   - **(2018)** [==bpftrace==](https://github.com/bpftrace/bpftrace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2009)** [==github.com/nodejs/node==](https://github.com/nodejs/node) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(1998)** [==ntop==](https://www.ntop.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
@@ -1547,9 +1547,9 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [clickhouse.com](https://clickhouse.com) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2025)** [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [Jsonnet](https://jsonnet.org) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2022)** [opensource.com: Perform unit tests using GoogleTest and CTest](https://opensource.com/article/22/1/unit-testing-googletest-ctest) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./qa.md)*
   - **(2022)** [sapling-scm.com](https://sapling-scm.com/docs/introduction) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [itsfoss.com: 5 htop Alternatives to Enhance Your Linux System Monitoring Experience](https://itsfoss.com/htop-alternatives) [COMMUNITY-TOOL] [GUIDE] [C++ CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2022)** [opensource.com: Perform unit tests using GoogleTest and CTest](https://opensource.com/article/22/1/unit-testing-googletest-ctest) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./qa.md)*
   - **(2009)** [nodejs.org](https://nodejs.org/en) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(2008)** [v8.dev:](https://v8.dev) [COMMUNITY-TOOL] [C++ CONTENT] β€” *Go to [Section](./javascript.md)*
 
@@ -1564,7 +1564,7 @@ Resources indexed by their primary source language or document format.
 

 Click to view 1 resources under C/Bash Content
 
-  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [COMMUNITY-TOOL] [C/BASH CONTENT] β€” *Go to [Section](./container-managers.md)*
+  - **(2021)** [Controlling Process Resources with Linux Control Groups (cgroups)](https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups) [COMMUNITY-TOOL] [C/BASH CONTENT] β€” *Go to [Section](./linux.md)*
 
 

 
@@ -1682,22 +1682,22 @@ Resources indexed by their primary source language or document format.
 
   - **(2023)** [==lambdatest.com: How To Run Selenium Tests In Docker ? 🌟==](https://www.testmuai.com/blog/run-selenium-tests-in-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2020)** [https://github.com/jenkins-x/jenkins-x-openshift-image](https://github.com/jenkins-x/jenkins-x-openshift-image) 🌟🌟🌟 [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) 🌟🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) 🌟🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./git.md)*
   - **(2025)** [Example of JCasC](https://github.com/halkeye-docker/docker-jenkins) 🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [github.com/pabpereza/curated-dockerfiles-examples: Curated Dockerfiles examples](https://github.com/pabpereza/containers-best-practices) 🌟 [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2023)** [ref 5 arey/springboot-petclinic](https://hub.docker.com/r/arey/springboot-petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [Elastic APM Server Docker image](https://github.com/sls-dev1/openshift-elastic-apm-server) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2021)** [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [developers.redhat.com: Build lean Java containers with the new Red Hat Universal Base Images OpenJDK runtime images 🌟](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [ref 4](https://hub.docker.com/r/alwin2/petclinic-customers-service) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [Atlassian Confluence6](https://github.com/nubenetes/confluence6-atlassian) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2021)** [Elastic APM Server Docker image](https://github.com/sls-dev1/openshift-elastic-apm-server) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2020)** [ref 1](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [SonarQube: An OpenShift-focused Docker build of Sonarqube](https://github.com/OpenShiftDemos/sonarqube-openshift-docker) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [ref 3](https://hub.docker.com/r/bmoussaud/petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟](https://jfrog.com/learn/cloud-native/how-to-build-docker-images) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2020)** [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root) [DE FACTO STANDARD] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2020)** [Broken by default: why you should avoid most Dockerfile example 🌟](https://pythonspeed.com/articles/dockerizing-python-is-hard) [ENTERPRISE-STABLE] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2020)** [jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟](https://jfrog.com/learn/cloud-native/how-to-build-docker-images) [COMMUNITY-TOOL] [GUIDE] [DOCKERFILE CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2020)** [developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [ref 1](https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [SonarQube: An OpenShift-focused Docker build of Sonarqube](https://github.com/OpenShiftDemos/sonarqube-openshift-docker) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [ref 3](https://hub.docker.com/r/bmoussaud/petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2019)** [ref 2](https://hub.docker.com/r/sarjunkumar24391/petclinic) [COMMUNITY-TOOL] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2018)** [ref 6](https://hub.docker.com/r/anthonydahanne/spring-petclinic) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2015)** [ref 7](https://hub.docker.com/r/jbrisbin/spring-petclinic) [LEGACY] [DOCKERFILE CONTENT] β€” *Go to [Section](./demos.md)*
@@ -1765,9 +1765,9 @@ Resources indexed by their primary source language or document format.
 

 Click to view 3 resources under French Content
 
+  - **(2021)** [arsouyes.org: PKCS, pem, der, key, crt,...](https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt) [COMMUNITY-TOOL] [GUIDE] [FRENCH CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk) [COMMUNITY-TOOL] [FRENCH CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2021)** [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn) [COMMUNITY-TOOL] [FRENCH CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [arsouyes.org: PKCS, pem, der, key, crt,...](https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt) [COMMUNITY-TOOL] [GUIDE] [FRENCH CONTENT] β€” *Go to [Section](./devsecops.md)*
 
 

 
@@ -1807,7 +1807,7 @@ Resources indexed by their primary source language or document format.
 

 Click to view 2 resources under Go / Yaml Content
 
-  - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO / YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2025)** [**Application Gateway for Containers: Istio Integration**](https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GO / YAML CONTENT] β€” *Go to [Section](./istio.md)*
   - **(2023)** [github.com/openshift-labs 🌟](https://github.com/openshift-labs) [COMMUNITY-TOOL] [GO / YAML CONTENT] β€” *Go to [Section](./demos.md)*
 
 

@@ -1819,58 +1819,32 @@ Resources indexed by their primary source language or document format.
 ## Go Content {#go-content}
 
 

-Click to view top 100 of 1046 resources under Go Content
+Click to view top 100 of 1050 resources under Go Content
 
-  - **(2026)** [==Argo CD==](https://argoproj.github.io/argo-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==Helm==](https://github.com/helm/helm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Machine API==](https://github.com/openshift/machine-api-operator/tree/main) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2026)** [==github.com/vmware-tanzu/velero==](https://github.com/velero-io/velero) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2026)** [==Rook==](https://rook.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2026)** [==Descheduler for Kubernetes 🌟==](https://github.com/kubernetes-sigs/descheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==podman==](https://podman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==buildah==](https://buildah.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [==OPA Open Policy Agent 🌟==](https://www.openpolicyagent.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Selefra: Selefra is an open-source policy-as-code software that provides' analytics for multi-cloud and SaaS.==](https://github.com/selefra/selefra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==yor.io==](https://yor.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Policy Reporter 🌟==](https://github.com/kyverno/policy-reporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==kubernetes/client-go: Go client for Kubernetes 🌟==](https://github.com/kubernetes/client-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Artifact Hub 🌟==](https://artifacthub.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2026)** [==github.com/helmfile/helmfile==](https://github.com/helmfile/helmfile) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2026)** [==github.com/gianlucam76/k8s-cleaner 🌟==](https://github.com/gianlucam76/k8s-cleaner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==scylladb/scylla-operator==](https://github.com/scylladb/scylla-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==kubernetes-sigs/kubebuilder==](https://github.com/kubernetes-sigs/kubebuilder) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==kubernetes/sample-controller==](https://github.com/kubernetes/sample-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
-  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==Awesome Go 🌟==](https://github.com/avelino/awesome-go) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./golang.md)*
+  - **(2026)** [==Available kubectl plugins==](https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Helm==](https://github.com/helm/helm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./helm.md)*
+  - **(2026)** [==Argo CD==](https://argoproj.github.io/argo-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./argo.md)*
+  - **(2026)** [==kubeflow==](https://www.kubeflow.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2026)** [==github.com/one2nc/cloudlens 🌟==](https://github.com/one2nc/cloudlens) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==github.com/microsoft/CBL-Mariner==](https://github.com/microsoft/azurelinux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [==github.com/google/go-containerregistry 🌟==](https://github.com/google/go-containerregistry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==nerdctl 🌟==](https://github.com/containerd/nerdctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==kaniko==](https://github.com/GoogleContainerTools/kaniko) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==github.com/kubereboot/kured ⭐==](https://github.com/kubereboot/kured) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==aws/aws-node-termination-handler 🌟==](https://github.com/aws/aws-node-termination-handler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==AWS Controllers for Kubernetes (ACK) 🌟==](https://github.com/aws-controllers-k8s/community) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2026)** [==Azure/azure-workload-identity==](https://github.com/Azure/azure-workload-identity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kei6u/kubectl-secret-data==](https://github.com/keisku/kubectl-secretdata) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==SigNoz: Open source Application Performance Monitoring (APM) & Observability' tool 🌟==](https://github.com/SigNoz/signoz) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes==](https://github.com/NVIDIA/k8s-device-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==VolSync 🌟==](https://github.com/backube/volsync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==Deprek8ion==](https://github.com/swade1987/deprek8ion) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl-reap is a kubectl plugin that deletes unused Kubernetes resources 🌟==](https://github.com/micnncim/kubectl-reap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==K9s - Kubernetes CLI To Manage Your Clusters In Style!==](https://github.com/derailed/k9s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==kubectx + kubens: : Power tools for kubectl🌟🌟==](https://github.com/ahmetb/kubectx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟==](https://github.com/FairwindsOps/pluto) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
@@ -1879,28 +1853,17 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [==Nebula==](https://github.com/slackhq/nebula) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==kube-bench 🌟==](https://github.com/aquasecurity/kube-bench) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Polaris==](https://github.com/FairwindsOps/polaris) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Teleport 🌟==](https://github.com/gravitational/teleport) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==testkube.io 🌟==](https://testkube.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==kubeshop/testkube==](https://github.com/kubeshop/testkube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==Karpenter==](https://karpenter.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==grpc-ecosystem/grpc-gateway: gRPC-Gateway==](https://github.com/grpc-ecosystem/grpc-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==github: Flux Version 2==](https://github.com/fluxcd/flux2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2026)** [==Grafana Tempo==](https://github.com/grafana/tempo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
-  - **(2026)** [==github.com/containernetworking 🌟==](https://github.com/containernetworking) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2026)** [==Flannel==](https://github.com/flannel-io/flannel) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2026)** [==github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner' 🌟==](https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==openebs/zfs-localpv==](https://github.com/openebs/zfs-localpv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==OpenEBS==](https://openebs.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==openebs/dynamic-localpv-provisioner: Dynamic Kubernetes Local Persistent' Volumes==](https://github.com/openebs/dynamic-localpv-provisioner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==openebs/lvm-localpv==](https://github.com/openebs/lvm-localpv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Longhorn==](https://longhorn.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==libopenstorage/stork: Stork - Storage Operator Runtime for Kubernetes==](https://github.com/libopenstorage/stork) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==min.io==](https://www.min.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==SMB CSI Driver for Kubernetes==](https://github.com/kubernetes-csi/csi-driver-smb) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==github.com/yandex-cloud: CSI for S3==](https://github.com/yandex-cloud/k8s-csi-s3) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==github.com/gianlucam76/k8s-cleaner 🌟==](https://github.com/gianlucam76/k8s-cleaner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==scylladb/scylla-operator==](https://github.com/scylladb/scylla-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==kubernetes-sigs/kubebuilder==](https://github.com/kubernetes-sigs/kubebuilder) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2026)** [==kubernetes/sample-controller==](https://github.com/kubernetes/sample-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
   - **(2026)** [==Prow==](https://github.com/kubernetes/test-infra/tree/master/prow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [==github.com/OctopusDeploy/go-octopusdeploy==](https://github.com/OctopusDeploy/go-octopusdeploy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [==kubeflow==](https://www.kubeflow.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [==Clair==](https://github.com/quay/clair) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==trivy==](https://github.com/aquasecurity/trivy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==deepfence/ThreatMapper 🌟==](https://github.com/deepfence/ThreatMapper) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
@@ -1908,21 +1871,58 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [==hashicorp/vault==](https://github.com/hashicorp/vault) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==Pomerium==](https://github.com/pomerium/pomerium) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==github.com/goauthentik/authentik==](https://github.com/goauthentik/authentik) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==github.com/hashicorp/hcl: HCL==](https://github.com/hashicorp/hcl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [==rancher.com==](https://www.rancher.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2026)** [==**k3s**==](https://k3s.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2026)** [==termshark==](https://github.com/gcla/termshark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2026)** [==dive 🌟==](https://github.com/wagoodman/dive) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==ctop 🌟==](https://github.com/bcicen/ctop) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==buildg: Interactive debugger for Dockerfile 🌟==](https://github.com/ktock/buildg) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==jesseduffield/lazydocker==](https://github.com/jesseduffield/lazydocker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==img==](https://github.com/genuinetools/img) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==grosser/preoomkiller==](https://github.com/grosser/preoomkiller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==github.com/containrrr/watchtower==](https://github.com/containrrr/watchtower) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==buildkit==](https://docs.docker.com/build) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==ory/dockertest==](https://github.com/ory/dockertest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==buildah==](https://buildah.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==podman==](https://podman.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==OpenFaaS==](https://www.openfaas.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==knative.dev==](https://knative.dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2026)** [==kubernetes-sigs/kueue: Kubernetes-native Job Queueing==](https://github.com/kubernetes-sigs/kueue) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==Draino==](https://github.com/planetlabs/draino) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==KubeFed: Kubernetes Cluster Federation==](https://github.com/kubernetes-retired/kubefed) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==k8s-worker-pod-autoscaler==](https://github.com/practo/k8s-worker-pod-autoscaler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/sharadbhat/KubernetesPatterns: YAML and Golang implementations' of common Kubernetes patterns==](https://github.com/sharadbhat/KubernetesPatterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==open-policy-agent/conftest==](https://github.com/open-policy-agent/conftest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==konstraint==](https://github.com/plexsystems/konstraint) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==github.com/sigstore: k8s-manifest-sigstore==](https://github.com/sigstore/k8s-manifest-sigstore) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kconnect - The Kubernetes Connection Manager CLI==](https://github.com/fidelity/kconnect) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl-trace==](https://github.com/iovisor/kubectl-trace) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubespy==](https://github.com/huazhihao/kubespy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==kubectl netshoot==](https://github.com/nilic/kubectl-netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [==OPA Open Policy Agent 🌟==](https://www.openpolicyagent.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [==Selefra: Selefra is an open-source policy-as-code software that provides' analytics for multi-cloud and SaaS.==](https://github.com/selefra/selefra) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [==yor.io==](https://yor.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [==Policy Reporter 🌟==](https://github.com/kyverno/policy-reporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [==MongoDB and Kubernetes 🌟==](https://www.mongodb.com/products/integrations/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [==github.com/trstringer/kubectl-example==](https://github.com/trstringer/kubectl-example) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [==Flag export deprecated in kubernetes 1.14==](https://github.com/kubernetes/kubernetes/pull/73787) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [==termshark==](https://github.com/gcla/termshark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2026)** [==Weave Kubernetes System Control - wksctl==](https://github.com/weaveworks/wksctl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./gitops.md)*
+  - **(2026)** [==github.com/golang/vscode-go 🌟==](https://github.com/golang/vscode-go/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [==OpenTelemetry Collector==](https://github.com/open-telemetry/opentelemetry-collector) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==Grafana Tempo==](https://github.com/grafana/tempo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==azon EKS Pod Identity Webhook==](https://github.com/aws/amazon-eks-pod-identity-webhook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==github.com/kubernetes-sigs/aws-load-balancer-controller==](https://github.com/kubernetes-sigs/aws-load-balancer-controller) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==github.com/rebataur/djkube==](https://github.com/rebataur/fskube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==K0s - Zero Friction Kubernetes==](https://github.com/k0sproject/k0s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==GitHub: Kubernetes Cluster with Kops==](https://github.com/kubernetes/kops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==Kubernetes Cluster with **Kubeadm**==](https://github.com/kubernetes/kubeadm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==defenseunicorns/zarf==](https://github.com/zarf-dev/zarf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
+  - **(2026)** [==github.com/hashicorp/hcl: HCL==](https://github.com/hashicorp/hcl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2026)** [==Pushgateway==](https://github.com/prometheus/pushgateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==github.com/prometheus/prometheus==](https://github.com/prometheus/prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2026)** [==Telegraf Prometheus Output Plugin==](https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GO CONTENT] β€” *Go to [Section](./prometheus.md)*
 
-*... and 946 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 950 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -2002,61 +2002,61 @@ Resources indexed by their primary source language or document format.
 Click to view 59 resources under Groovy Content
 
   - **(2022)** [==github - using jenkins pipelines with OKD==](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟==](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [==cloudogu/jenkinsfiles 🌟🌟🌟==](https://github.com/cloudogu/jenkinsfiles) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [==Jenkins pipeline shared library for the project Elastic APM 🌟==](https://github.com/elastic/apm-pipeline-library) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2021)** [==cloudogu/jenkinsfiles 🌟🌟🌟==](https://github.com/cloudogu/jenkinsfiles) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [==Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟==](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [==github.com/samrocketman/nexus3-config-as-code==](https://github.com/samrocketman/nexus3-config-as-code) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GROOVY CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2026)** [**Spock Framework**](https://spockframework.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**How to create initial "seed" job**](https://github.com/jenkinsci/configuration-as-code-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [**Jenkins Pipeline Unit testing framework**](https://github.com/jenkinsci/JenkinsPipelineUnit) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2023)** [**lambdatest.com: How To Integrate Cucumber With Jenkins?**](https://www.testmuai.com/blog/cucumber-with-jenkins-integration) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**intellipaat.com: Top Jenkins Interview Questions and Answers**](https://intellipaat.com/blog/interview-question/jenkins-interview-questions-answers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./interview-questions.md)*
-  - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./tekton.md)*
   - **(2020)** [**job-dsl **Gradle** Example**](https://github.com/sheehan/job-dsl-gradle-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2021)** [youtube: Using tfsec and Jenkins to Secure Your Terraform Code](https://www.youtube.com/watch?v=hbMVGEw0HpE&ab_channel=CloudBeesTV) 🌟🌟🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2018)** [Fabric8 Pipeline Library](https://github.com/fabric8io/fabric8-pipeline-library) 🌟🌟🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
   - **(2021)** [Jervis](https://github.com/samrocketman/jervis/wiki) 🌟🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2021)** [OpenShift Container Pipelines Samples 🌟](https://github.com/redhat-cop/container-pipelines) 🌟🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2026)** [Active Choices 🌟](https://plugins.jenkins.io/uno-choice) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [DE FACTO STANDARD] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [eta-lang.org: Gradle Cheat Sheet](https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [github.com/jahe: Gradle Cheat Sheet](https://gist.github.com/jahe/59557d507f43574b0d96) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [github.com/jiffle: Gradle Cheat Sheet](https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [gist.github.com/michaellihs (jenkins pipeline)](https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [Active Choices 🌟](https://plugins.jenkins.io/uno-choice) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟](https://www.jenkins.io/doc/book/pipeline/syntax) [DE FACTO STANDARD] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
   - **(2025)** [Job DSL Plugin 🌟](https://plugins.jenkins.io/job-dsl) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [lambdatest.com: How To Use Shared Libraries In A Jenkins Pipeline? 🌟](https://www.testmuai.com/blog/use-jenkins-shared-libraries-in-a-jenkins-pipeline) [COMMUNITY-TOOL] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [DontShaveTheYak/jenkins-std-lib:  Jenkins Standard Shared Library 🌟](https://github.com/DontShaveTheYak/jenkins-std-lib) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [plugins.jenkins.io/templating-engine: Jenkins Template Engine JTE 🌟](https://plugins.jenkins.io/templating-engine) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2023)** [mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine](https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops) [COMMUNITY-TOOL] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2022)** [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2023)** [mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [Keptn Jenkins Shared Library](https://github.com/keptn-sandbox/keptn-jenkins-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./keptn.md)*
-  - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2021)** [youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline](https://www.youtube.com/watch?v=KgH0QzMHXLs) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [jenkins.io - **Jenkinsfile** 🌟](https://www.jenkins.io/doc/book/pipeline/jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2021)** [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2021)** [Declarative Pipeline - Jenkins shared library 🌟](https://github.com/gfkse/jenkins-shared-library) 🌟 [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2021)** [Extending with Shared Libraries 🌟](https://www.jenkins.io/doc/book/pipeline/shared-libraries) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2021)** [simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?](https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline](https://www.youtube.com/watch?v=KgH0QzMHXLs) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [OpenShift Pipeline Library 🌟](https://github.com/redhat-cop/pipeline-library) 🌟 [COMMUNITY-TOOL] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2020)** [Meetup event: From Freestyle jobs to Pipeline, with JobDSL](https://www.meetup.com/jenkins-online-meetup/events/270600737) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [deors/deors-demos-petclinic jenkinsfile](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [ivory-lab: JenkinsFile Support](https://marketplace.visualstudio.com/items?itemName=ivory-lab.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2020)** [GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies' with escaping and quotes**](https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2020)** [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [piotrminkowski.com: Continuous Integration with Jenkins on Kubernetes 🌟](https://piotrminkowski.com/2020/11/10/continuous-integration-with-jenkins-on-kubernetes) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [GitHub Gist - Faheetah/Jenkinsfile.groovy: **Jenkinsfile idiosynchrasies' with escaping and quotes**](https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2020)** [deors/deors-demos-petclinic jenkinsfile](https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2020)** [Meetup event: From Freestyle jobs to Pipeline, with JobDSL](https://www.meetup.com/jenkins-online-meetup/events/270600737) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2020)** [ivory-lab: JenkinsFile Support](https://marketplace.visualstudio.com/items?itemName=ivory-lab.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2019)** [secanis.ch: Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2019)** [Jenkins DSL for **Nexus**](https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2019)** [github.com/gnunn1/openshift-basic-pipeline](https://github.com/gnunn1/openshift-basic-pipeline) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2019)** [github.com/deweya/OpenShift-Jenkins-Lab](https://github.com/deweya/OpenShift-Jenkins-Lab) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2019)** [Jenkins DSL for **Nexus**](https://accenture.github.io/adop-cartridges-cookbook/docs/recipes/archiving-artefact-to-nexus) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2019)** [blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)](https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
   - **(2019)** [developers.redhat.com - Get started with Jenkins CI/CD in Red Hat OpenShift 4](https://developers.redhat.com/blog/2019/05/02/get-started-with-jenkins-ci-cd-in-red-hat-openshift-4) [ENTERPRISE-STABLE] [GUIDE] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
-  - **(2019)** [secanis.ch: Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2019)** [blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)](https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) [GUIDE] [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
   - **(2018)** [CI/CD with fabric8](https://fabric8.io/guide/cdelivery.html) [LEGACY] [GROOVY CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
   - **(2017)** [github.com/kohsuke/petclinic Jenkinsfile](https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2016)** [jenkinsci/jenkins-scripts 🌟](https://github.com/jenkinsci/jenkins-scripts) [COMMUNITY-TOOL] [GROOVY CONTENT] β€” *Go to [Section](./jenkins.md)*
@@ -2120,10 +2120,10 @@ Resources indexed by their primary source language or document format.
   - **(2025)** [==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [==github.com/cloudposse?q=terraform-==](https://github.com/cloudposse?q=terraform-) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2025)** [==github.com/terraform-aws-modules==](https://github.com/terraform-aws-modules) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==Terraform Kubernetes Boilerplates 🌟==](https://nubenetes.com/terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./about.md)*
+  - **(2024)** [==Terraform Kubernetes Boilerplates 🌟==](https://nubenetes.com/terraform/) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2024)** [==Azure-Samples/jmeter-aci-terraform==](https://github.com/Azure-Samples/jmeter-aci-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==](https://github.com/aws-samples/aws-network-hub-for-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2024)** [==registry.terraform.io: Terraform Azure Resources 🌟==](https://registry.terraform.io/modules/azurerm/resources/azure/latest) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2024)** [==Azure-Samples/jmeter-aci-terraform==](https://github.com/Azure-Samples/jmeter-aci-terraform) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [==Terraform Automation Demo using Google Cloud Provider==](https://github.com/tfxor/terraform-google-automation-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [==terraform.io: Creation-Time Provisioners 🌟==](https://developer.hashicorp.com/terraform/language/provisioners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [==AWS Lambda the Terraform Way==](https://github.com/nsriram/lambda-the-terraform-way) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
@@ -2141,8 +2141,8 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [**registry.terraform.io/modules/Azure/lz-vending**](https://registry.terraform.io/modules/Azure/lz-vending) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [**registry.terraform.io/modules/Azure/avm-ptn-alz: ALZ Terraform Module**](https://registry.terraform.io/modules/Azure/avm-ptn-alz) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [**github.com/Azure-Samples/aks-platform-engineering Building a Platform Engineering Environment on Azure Kubernetes Service (AKS) 🌟**](https://github.com/Azure-Samples/aks-platform-engineering) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [**github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟**](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [**AWS EKS Argo CD Terraform Component**](https://github.com/cloudposse-terraform-components/aws-eks-argocd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./gitops.md)*
+  - **(2023)** [**github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟**](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**devdosvid.blog: Hello Terraform Data; Goodbye Null Resource**](https://devdosvid.blog/2023/04/16/hello-terraform-data-goodbye-null-resource) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**AdminTurnedDevOps/Terraform-The-Hard-Way**](https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**youtube.com: Terraform Basics | Ned in the Cloud**](https://www.youtube.com/playlist?list=PLXb5972EMl4BfKVDMaJH6Pg9SI6q_HqMg) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
@@ -2161,20 +2161,21 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [**devblogs.microsoft.com/devops: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform**](https://devblogs.microsoft.com/devops/introduction-to-azure-devops-workload-identity-federation-oidc-with-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**learnk8s.io/terraform-aks 🌟**](https://learnkube.com/terraform-aks) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp Terraform**](https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2022)** [**aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD**](https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2022)** [**nedinthecloud.com: Replacing The Template Cloudinit Config Data Source**](https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [**infoq.com: Terraform 1.3 Release Introduces Simplified Refactoring Experience 🌟**](https://www.infoq.com/news/2022/09/terraform-simplified-refactoring) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [**digitalocean.com: How To Structure a Terraform Project 🌟**](https://www.digitalocean.com/community/tutorials/how-to-structure-a-terraform-project) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [**youtube - freecodecamp.org: Learn Terraform (and AWS) by Building a Dev Environment – Full Course for Beginners**](https://www.youtube.com/watch?v=iRaai1IBlB0) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [**dev.to/kubestack: A Better Way to Provision Kubernetes Resources Using Terraform 🌟**](https://dev.to/kubestack/a-better-way-to-provision-kubernetes-resources-using-terraform-355n) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [**aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD**](https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2021)** [**segmentio/stack**](https://github.com/segmentio/stack) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./serverless.md)*
+  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2026)** [github.com/rancherfederal/rke2-aws-tf](https://github.com/ranchergovernment/rke2-aws-tf) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
   - **(2024)** [registry.terraform.io: Data Source: azurerm_ip_groups (new)](https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [github.com/Azure/terraform-azurerm-aks](https://github.com/Azure/terraform-azurerm-aks) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [techcommunity.microsoft.com: How to deploy a production-ready AKS cluster with Terraform verified module](https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [awscc](https://registry.terraform.io/providers/hashicorp/awscc/latest) 🌟🌟🌟 [LEGACY] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [k3s_hetzner](https://gitlab.com/k3s_hetzner/k3s_hetzner) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./rancher.md)*
+  - **(2023)** [github.com/maddevsio/aws-eks-base: Boilerplate for a basic AWS infrastructure' with EKS cluster 🌟](https://github.com/maddevsio/aws-eks-base) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [bitslovers.com: Terraform Output – What you should know](https://www.bitslovers.com/terraform-output) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [tekanaid.com: Terraform for Beginners – A Beginner’s Guide to Automating Cloud Infrastructure 🌟](https://tekanaid.com/posts/terraform-for-beginners-course-and-training) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [build5nines.com: Why HashiCorp Terraform is Essential for SREs and DevOps Engineers](https://build5nines.com/why-hashicorp-terraform-is-essential-for-sres-and-devops-engineers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
@@ -2189,11 +2190,11 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [youtube: Terraform Tutorial for beginners | AWS Infrastructure as Code | Github Actions 🌟](https://www.youtube.com/playlist?list=PLlvAxgO7JdIXAzHx887zl-4no4X-CtiFu) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [env0.com: How to Use Terraform Providers](https://www.env0.com/blog/how-to-use-terraform-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform](https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [github.com/maddevsio/aws-eks-base: Boilerplate for a basic AWS infrastructure' with EKS cluster 🌟](https://github.com/maddevsio/aws-eks-base) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [porscheofficial/terraform-aws-ecr-watch](https://github.com/porscheofficial/terraform-aws-ecr-watch) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [github.com/kaysalawu/azure-network-terraform: Azure Network Architecture' - Terraform Examples 🌟](https://github.com/kaysalawu/azure-network-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [BishopFox/iam-vulnerable](https://github.com/BishopFox/iam-vulnerable) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [unixarena.com: Terraform – Source credentials from AWS secret Manager](https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [HCL CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2022)** [BishopFox/iam-vulnerable](https://github.com/BishopFox/iam-vulnerable) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [serhii.vasylenko.info: Some Techniques to Enhance Your Terraform Proficiency](https://devdosvid.blog/2022/01/16/some-techniques-to-enhance-your-terraform-proficiency) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [acloudguru.com: 5 things we love about Terraform](https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [dev.to: Using Terraform To Manage Infrastructure Resources | Pavan Belagatti](https://dev.to/pavanbelagatti/using-terraform-to-manage-infrastructure-resources-32da) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
@@ -2203,11 +2204,10 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [infoq.com: Elastic Releases Terraform Providers for the Elastic Stack and Elastic Cloud](https://www.infoq.com/news/2022/01/elastic-terraform) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [prcode.co.uk: Terraform Code Quality](https://prcode.co.uk/2022/02/08/terraform-code-quality) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [build5nines.com: Terraform: Create an AKS Cluster 🌟](https://build5nines.com/terraform-create-an-aks-cluster) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2017)** [The Segment AWS Stack](https://segment.com/blog/the-segment-aws-stack) 🌟🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [gruntwork-io/terragrunt-infrastructure-live-example](https://github.com/gruntwork-io/terragrunt-infrastructure-live-example) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [github.com/infrahouse/terraform-aws-openvpn](https://github.com/infrahouse/terraform-aws-openvpn) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [github.com/aws-samples: AWS Service Catalog Engine for Terraform](https://github.com/aws-samples/service-catalog-engine-for-terraform-os) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2023)** [github.com/infrahouse/terraform-aws-openvpn](https://github.com/infrahouse/terraform-aws-openvpn) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [github.com/DhruvinSoni30/Terraform_multiple_modules](https://github.com/DhruvinSoni30/Terraform_multiple_modules) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [github.com/amitmavgupta/azure-terraform](https://github.com/amitmavgupta/azure-terraform) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [dev.to: Deploy Kubernetes Resources in Minikube cluster using Terraform](https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terraform-1p8o) 🌟🌟 [COMMUNITY-TOOL] [HCL CONTENT] β€” *Go to [Section](./terraform.md)*
@@ -2270,8 +2270,8 @@ Resources indexed by their primary source language or document format.
 Click to view 36 resources under Html Content
 
   - **(2022)** [==CKAD-Bookmarks==](https://github.com/reetasingh/CKAD-Bookmarks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [HTML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2026)** [**googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet**](https://cloud.google.com/products) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
-  - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [**computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam Prep**](https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [**komodor.com: The Ultimate Kubectl Cheat Sheet 🌟**](https://komodor.com/learn/the-ultimate-kubectl-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [**blog.gitguardian.com: Docker Security Best Practices & Cheat Sheet 🌟**](https://blog.gitguardian.com/how-to-improve-your-docker-containers-security-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
@@ -2288,7 +2288,7 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [bluematador.com: kubectl cheatsheet](https://www.bluematador.com/learn/kubectl-cheatsheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [dev.to/msfaizi: Kubernetes Cheatsheet: Essential Commands and Concepts for Efficient Container Orchestration](https://dev.to/msfaizi/kubernetes-cheatsheet-essential-commands-and-concepts-for-efficient-container-orchestration-201n) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [Sourcetree Cheat Sheet](https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [redhat-scholars: istio-tutorial 🌟](https://github.com/redhat-scholars/istio-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [redhat-scholars: istio-tutorial 🌟](https://github.com/redhat-scholars/istio-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./istio.md)*
   - **(2022)** [learncloudnative.com: Kubernetes CLI (kubectl) tips you didn't know about](https://learncloudnative.com/blog/2022-05-10-kubectl-tips) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2021)** [opensource.com: Learn essential Kubernetes commands with a new cheat sheet](https://opensource.com/article/21/5/kubernetes-cheat-sheet) 🌟🌟🌟 [LEGACY] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2020)** [opensource.com: 9 kubectl commands sysadmins need to know 🌟](https://opensource.com/article/20/5/kubectl-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [HTML CONTENT] β€” *Go to [Section](./cheatsheets.md)*
@@ -2396,103 +2396,103 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 452 resources under Java Content
 
-  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2026)** [==Jenkins Prometheus Metrics Plugin 🌟==](https://github.com/jenkinsci/prometheus-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==JUnit==](https://junit.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [==apache/dolphinscheduler: Apache DolphinScheduler 🌟==](https://github.com/apache/dolphinscheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==onedev==](https://github.com/theonedev/onedev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [==keycloak.org==](https://www.keycloak.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2026)** [==jib==](https://github.com/GoogleContainerTools/jib) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==jmeter.apache.org==](https://jmeter.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
   - **(2026)** [==Pipeline: SCM Step (workflow-scm-step)==](https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==git-plugin 🌟==](https://github.com/jenkinsci/git-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==Warnings Next Generation 🌟==](https://plugins.jenkins.io/warnings-ng) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [==Jenkins Prometheus Metrics Plugin 🌟==](https://github.com/jenkinsci/prometheus-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==Credentials Binding==](https://plugins.jenkins.io/credentials-binding) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==HashiCorp Vault 🌟==](https://plugins.jenkins.io/hashicorp-vault-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==Matrix Authorization Strategy 🌟==](https://plugins.jenkins.io/matrix-auth) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==Role-based Authorization Strategy 🌟==](https://plugins.jenkins.io/role-strategy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==SonarQube Scanner 🌟==](https://plugins.jenkins.io/sonar) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [==kubernetes-plugin: Kubernetes plugin for Jenkins 🌟==](https://github.com/jenkinsci/kubernetes-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2026)** [==Awesome JMeter==](https://github.com/aliesbelik/awesome-jmeter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Awesome Java 🌟==](https://github.com/akullpp/awesome-java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==jmeter.apache.org==](https://jmeter.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
-  - **(2026)** [==apache/dolphinscheduler: Apache DolphinScheduler 🌟==](https://github.com/apache/dolphinscheduler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==onedev==](https://github.com/theonedev/onedev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
-  - **(2026)** [==keycloak.org==](https://www.keycloak.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [==jib==](https://github.com/GoogleContainerTools/jib) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2026)** [==JUnit==](https://junit.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [==github: Spring Cloud Kubernetes 🌟==](https://github.com/spring-cloud/spring-cloud-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==PlantUML==](https://plantuml.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
+  - **(2026)** [==codecentric's Spring Boot Admin UI 🌟==](https://github.com/codecentric/spring-boot-admin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==github.com/spring-projects: springboot enables these probes automatically when running in k8s==](https://github.com/spring-projects/spring-boot#L73) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==cloud.spring.io: Spring Cloud Vault 🌟==](https://cloud.spring.io/spring-cloud-vault/reference/html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==quarkus.io==](https://quarkus.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==logbook==](https://github.com/zalando/logbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==GoodforGod/java-logger-benchmark==](https://github.com/GoodforGod/java-logger-benchmark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==Helidon.io==](https://helidon.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2026)** [==Spring Cloud Gateway==](https://spring.io/projects/spring-cloud-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./developerportals.md)*
   - **(2026)** [==Apache Kafka==](https://kafka.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==AKHQ (previously known as KafkaHQ) 🌟==](https://github.com/tchiotludo/akhq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==**Debezium**:==](https://debezium.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==strimzi.io==](https://strimzi.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [==Apache Flink==](https://flink.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2026)** [==Spring Cloud Gateway==](https://spring.io/projects/spring-cloud-gateway) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [==Sonarqube.org==](https://www.sonarsource.com/products/sonarqube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./sonarqube.md)*
   - **(2026)** [==github.com/kubernetes-client/java: Kubernetes Java Client==](https://github.com/kubernetes-client/java) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
   - **(2026)** [==maven.apache.org==](https://maven.apache.org) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
   - **(2026)** [==Maven Surefire Report Plugin==](https://maven.apache.org/surefire/maven-surefire-report-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
   - **(2026)** [==Apache Maven Dependency Analyzer==](https://maven.apache.org/shared/maven-dependency-analyzer/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
   - **(2026)** [==Apache Maven Checkstyle Plugin==](https://maven.apache.org/plugins/maven-checkstyle-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
   - **(2026)** [==Apache Maven Javadoc Plugin==](https://maven.apache.org/plugins/maven-javadoc-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [==OpenAPI Generator 🌟==](https://openapi-generator.tech) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [==PlantUML==](https://plantuml.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2026)** [==Spring Cloud==](https://spring.io/projects/spring-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==cloud.spring.io: Spring Cloud Vault 🌟==](https://cloud.spring.io/spring-cloud-vault/reference/html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==github.com/spring-projects: springboot enables these probes automatically when running in k8s==](https://github.com/spring-projects/spring-boot#L73) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==quarkus.io==](https://quarkus.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==codecentric's Spring Boot Admin UI 🌟==](https://github.com/codecentric/spring-boot-admin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==logbook==](https://github.com/zalando/logbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==GoodforGod/java-logger-benchmark==](https://github.com/GoodforGod/java-logger-benchmark) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==jfrunit==](https://github.com/moditect/jfrunit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==Helidon.io==](https://helidon.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [==Sonarqube.org==](https://www.sonarsource.com/products/sonarqube) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./sonarqube.md)*
-  - **(2025)** [==Jenkins Configuration as Code==](https://www.jenkins.io/projects/jcasc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [==Spring PetClinic Microservices==](https://github.com/spring-petclinic/spring-petclinic-microservices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [==pipeline-graph-view-plugin 🌟==](https://github.com/jenkinsci/pipeline-graph-view-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [==testcontainers-spring-boot 🌟==](https://github.com/PlaytikaOSS/testcontainers-spring-boot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
+  - **(2025)** [==Jenkins Configuration as Code==](https://www.jenkins.io/projects/jcasc) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./about.md)*
+  - **(2025)** [==github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool==](https://github.com/awslabs/amazon-s3-tar-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2025)** [==Kubernetes CLI 🌟==](https://plugins.jenkins.io/kubernetes-cli) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [==Amazon EC2 plugin==](https://plugins.jenkins.io/ec2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [==pipeline-graph-view-plugin 🌟==](https://github.com/jenkinsci/pipeline-graph-view-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [==CloudBees AWS Credentials 🌟==](https://plugins.jenkins.io/aws-credentials) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [==testcontainers-spring-boot 🌟==](https://github.com/PlaytikaOSS/testcontainers-spring-boot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2025)** [==github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool==](https://github.com/awslabs/amazon-s3-tar-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2025)** [==Spring PetClinic Microservices==](https://github.com/spring-petclinic/spring-petclinic-microservices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [==apache/maven-mvnd==](https://github.com/apache/maven-mvnd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
+  - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2024)** [==robot-plugin: Robot Framework Plugin==](https://github.com/jenkinsci/robot-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [==github.com/spring-petclinic/spring-petclinic-kubernetes 🌟==](https://github.com/spring-petclinic/spring-petclinic-cloud) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2024)** [==aws-samples/serverless-java-frameworks-samples: Lambda demo with common' Java application frameworks 🌟==](https://github.com/aws-samples/serverless-java-frameworks-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [==robot-plugin: Robot Framework Plugin==](https://github.com/jenkinsci/robot-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [==Prometheus JMX Exporter 🌟==](https://github.com/prometheus/jmx_exporter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2024)** [==Artemis Prometheus Metrics Plugin==](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2023)** [==github.com/spring-projects/spring-petclinic==](https://github.com/spring-projects/spring-petclinic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2024)** [==Apache Artemis JMeter==](https://github.com/apache/artemis) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
   - **(2023)** [==Kafdrop – Kafka Web UI 🌟==](https://github.com/obsidiandynamics/kafdrop) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2023)** [==github.com/spring-projects/spring-petclinic==](https://github.com/spring-projects/spring-petclinic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [==spring.io: spring boot with docker==](https://spring.io/guides/gs/spring-boot-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2023)** [==learnk8s.io: Developing and deploying Spring Boot microservices on Kubernetes==](https://learnkube.com/spring-boot-kubernetes-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2022)** [==openshift-pipeline==](https://plugins.jenkins.io/openshift-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2022)** [==openshift-sync==](https://plugins.jenkins.io/openshift-sync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2022)** [==openshift-client==](https://plugins.jenkins.io/openshift-client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2023)** [==github - fabric8, maven plugin==](https://github.com/fabric8io/fabric8-maven-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
+  - **(2022)** [==openshift-pipeline==](https://plugins.jenkins.io/openshift-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)*
+  - **(2022)** [==openshift-sync==](https://plugins.jenkins.io/openshift-sync) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)*
+  - **(2022)** [==openshift-client==](https://plugins.jenkins.io/openshift-client) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./cicd-kubernetes-plugins.md)*
   - **(2021)** [==Continuation Passing Style (CPS)==](https://github.com/cloudbees/groovy-cps) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [==Pull Request Monitoring 🌟==](https://github.com/jenkinsci/pull-request-monitoring-plugin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2018)** [==github.com/cinhtau/sonatype-nexus-waffle==](https://github.com/cinhtau/sonatype-nexus-waffle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./registries.md)*
-  - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [**TestNG**](https://testng.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [**GitHub Branch Source Plugin:**](https://plugins.jenkins.io/github-branch-source) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [**commjoen/wrongsecrets: OWASP WrongSecrets**](https://github.com/commjoen/wrongsecrets) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2026)** [**TestNG**](https://testng.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**Hive.apache.org**](https://hive.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**Apache Drill**](https://drill.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2026)** [**Amazon Web Services SDK**](https://plugins.jenkins.io/aws-java-sdk) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
+  - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2026)** [****Apicurio** Registry**](https://github.com/apicurio/apicurio-registry) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**Apache ActiveMQ Artemis broker**](https://artemis.apache.org/components/artemis) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**Red Hat AMQ**](https://www.redhat.com/en/technologies/jboss-middleware/amq) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**Apache Pulsar**](https://pulsar.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**ksqlDB**](https://www.confluent.io/product/ksqldb) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2026)** [**Apache Maven Changelog Plugin**](https://maven.apache.org/plugins/maven-changelog-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./maven-gradle.md)*
-  - **(2026)** [**microcks.io**](https://microcks.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [**Spring Cloud Config Server: Git Backend**](https://cloud.spring.io/spring-cloud-config/reference/html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./java_frameworks.md)*
-  - **(2026)** [**learn.microsoft.com: Configure a Java app for Azure App Service**](https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2026)** [**github.com/openliberty**](https://github.com/openliberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./ibm_cloud.md)*
-  - **(2026)** [**HBase.apache.org**](https://hbase.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**Hive.apache.org**](https://hive.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [**Apache Drill**](https://drill.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2025)** [**Jenkins CLI**](https://www.jenkins.io/doc/book/managing/cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2025)** [**CloudBees Health Advisor 🌟**](https://plugins.jenkins.io/cloudbees-jenkins-advisor) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2025)** [**Metrics**](https://plugins.jenkins.io/metrics) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [**Jenkins CLI**](https://www.jenkins.io/doc/book/managing/cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./about.md)*
+  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
   - **(2025)** [**Git Forensics**](https://plugins.jenkins.io/git-forensics) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**Code Average API**](https://plugins.jenkins.io/code-coverage-api) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**Allure 🌟**](https://plugins.jenkins.io/allure-jenkins-plugin) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**Copy Artifact**](https://plugins.jenkins.io/copyartifact) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**pipeline-maven: Pipeline Maven Integration 🌟**](https://plugins.jenkins.io/pipeline-maven) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [**CloudBees Health Advisor 🌟**](https://plugins.jenkins.io/cloudbees-jenkins-advisor) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [**Metrics**](https://plugins.jenkins.io/metrics) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**Cloudbees Credentials 🌟**](https://plugins.jenkins.io/cloudbees-credentials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**AWS Secrets Manager Credentials Provider**](https://plugins.jenkins.io/aws-secrets-manager-credentials-provider) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [**Fortify**](https://plugins.jenkins.io/fortify) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVA CONTENT] β€” *Go to [Section](./jenkins.md)*
@@ -2522,34 +2522,34 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 138 resources under Javascript Content
 
-  - **(2026)** [==Newman==](https://github.com/postmanlabs/newman) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
-  - **(2026)** [==PM2==](https://github.com/Unitech/pm2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2026)** [==Screwdriver API==](https://github.com/screwdriver-cd/screwdriver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [==yokawasa/action-setup-kube-tools==](https://github.com/yokawasa/action-setup-kube-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2026)** [==serverless.com: Serverless Framework==](https://www.serverless.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./serverless.md)*
-  - **(2026)** [==Socket.io==](https://socket.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2026)** [==PM2==](https://github.com/Unitech/pm2) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2026)** [==diagrams.net==](https://www.drawio.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
+  - **(2026)** [==Newman==](https://github.com/postmanlabs/newman) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [==Socket.io==](https://socket.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
+  - **(2025)** [==github.com/Azure-Samples/azure-load-testing-samples 🌟==](https://github.com/Azure-Samples/azure-load-testing-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2025)** [==kubebox==](https://github.com/astefanutti/kubebox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [==skooner - Kubernetes Dashboard==](https://github.com/skooner-k8s/skooner) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [==ndpsoftware.com: Interactive git cheat sheet 🌟==](https://ndpsoftware.com/git-cheatsheet.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [==draw.io==](https://app.diagrams.net) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2025)** [==kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟==](https://kubernetes.io/docs/contribute/style/diagram-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2025)** [==github.com/Azure-Samples/azure-load-testing-samples 🌟==](https://github.com/Azure-Samples/azure-load-testing-samples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2024)** [==Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟==](https://github.com/Rested/portfall) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2024)** [==crontab.guru 🌟==](https://crontab.guru) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [==Azure DevOps Dashboard==](https://github.com/cschotte/Azure-DevOps-Dashboard) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [==github.com/nicolgit/azure-firewall-mon: az-firewall-mon==](https://github.com/nicolgit/azure-firewall-mon) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [==Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟==](https://github.com/Rested/portfall) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2024)** [==crontab.guru 🌟==](https://crontab.guru) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [==automationqahub.com: How to get started with Appium 2.0==](https://automationqahub.com/how-to-do-mobile-automation-using-appium-2-0) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2022)** [==kubergui: Kubernetes Deployment Builder🌟==](https://github.com/BrandonPotter/kubergui) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==louislam/uptime-kuma==](https://github.com/louislam/uptime-kuma) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2021)** [==zx==](https://github.com/google/zx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2021)** [==louislam/uptime-kuma==](https://github.com/louislam/uptime-kuma) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2020)** [==github.com/aws-samples/aws-training-demo==](https://github.com/amazon-archives/aws-training-demo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2019)** [==github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model==](https://github.com/clvx/k8s-rbac-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
   - **(2016)** [==auchenberg/volkswagen==](https://github.com/auchenberg/volkswagen) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JAVASCRIPT CONTENT] β€” *Go to [Section](./qa.md)*
   - **(2026)** [**Live Server:**](https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2025)** [**gitexplorer.com: Git Command Explorer 🌟🌟**](https://gitexplorer.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [**former2.com**](https://former2.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-iac.md)*
-  - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)*
+  - **(2024)** [**FreeLens**](https://github.com/freelensapp/freelens) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2024)** [**draw.io**](https://drawio-app.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2023)** [**experitest.com: Start Automating your mobile tests with Cucumber and Appium**](https://digital.ai/products/continuous-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**geeksforgeeks.org: REST API Architectural Constraints**](https://www.geeksforgeeks.org/javascript/rest-api-architectural-constraints) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
@@ -2560,43 +2560,42 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [edotor.net](https://edotor.net) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [dreampuf.github.io/GraphvizOnline](https://dreampuf.github.io/GraphvizOnline) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [graphviz.online](https://graphviz.online) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./finops.md)*
+  - **(2023)** [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [onecloudplease.com: Console Recorder for AWS](https://onecloudplease.com/project/console-recorder) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-iac.md)*
   - **(2021)** [openvim.com](https://openvim.com) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2021)** [dev.to: Make your own API under 30 lines of code 🌟](https://dev.to/shreyazz/make-your-own-api-under-30-lines-of-code-4doh) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [openapi-comment-parser](https://github.com/bee-travels/openapi-comment-parser) 🌟🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./api.md)*
   - **(2026)** [github.com/oslabs-beta/ClusterWatch](https://github.com/oslabs-beta/ClusterWatch) 🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [MagTape](https://github.com/tmobile/magtape) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2022)** [autodraw.com](https://www.autodraw.com) 🌟🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2022)** [nirops/yakiapp](https://github.com/vivekagate/yakiapp) 🌟🌟 [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2022)** [autodraw.com](https://www.autodraw.com) 🌟🌟 [EMERGING] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2021)** [KUR8 🌟](https://github.com/oslabs-beta/KUR8) 🌟🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [pipeline-graph-view 🌟](https://plugins.jenkins.io/pipeline-graph-view) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2026)** [docs.amplify.aws: Set up Amplify Auth](https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2026)** [Markdown Tables Generator](https://www.tablesgenerator.com/markdown_tables) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./mkdocs.md)*
   - **(2026)** [readme.so](https://readme.so) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [Rocket Chat](https://www.rocket.chat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [Obsidian](https://obsidian.md) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)*
-  - **(2026)** [docs.amplify.aws: Set up Amplify Auth](https://docs.amplify.aws/javascript/build-a-backend/auth/set-up-auth) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2026)** [cidr.xyz 🌟](https://cidr.xyz) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2026)** [http.cat 🌟](https://http.cat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)*
+  - **(2026)** [pipeline-graph-view 🌟](https://plugins.jenkins.io/pipeline-graph-view) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2026)** [digitalocean.com: Understanding the DOM β€” Document Object Model eBook](https://www.digitalocean.com/community/books/understanding-the-dom-document-object-model-ebook) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(2026)** [freecodecamp.org: JavaScript DOM Tutorial – How to Build a Calculator App' in JS](https://www.freecodecamp.org/news/javascript-dom-build-a-calculator-app) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(2026)** [freecodecamp.org: How the Document Object Model Works in JavaScript – DOM' Tutorial for Beginners](https://www.freecodecamp.org/news/javascript-dom) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2026)** [Rocket Chat](https://www.rocket.chat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2026)** [Obsidian](https://obsidian.md) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2026)** [cidr.xyz 🌟](https://cidr.xyz) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)*
+  - **(2026)** [http.cat 🌟](https://http.cat) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./networking.md)*
+  - **(2025)** [Google Cloud Code](https://cloud.google.com/code) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2025)** [The Ultimate DevOps Tool Chest 🌟](https://digital.ai/learn/diagram-generator) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./web-servers.md)*
   - **(2025)** [cloudcraft.co](https://www.cloudcraft.co) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
-  - **(2024)** [Blue Ocean Pipeline Editor](https://plugins.jenkins.io/blueocean-pipeline-editor) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./digitalocean.md)*
   - **(2024)** [youcanbook.me](https://youcanbook.me) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
   - **(2024)** [Acuity Scheduling](https://acuityscheduling.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
   - **(2024)** [Doodle](https://doodle.com/en) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
+  - **(2024)** [jenkins-version](https://github.com/jenkins-infra/jenkins-version) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2024)** [Blue Ocean Pipeline Editor](https://plugins.jenkins.io/blueocean-pipeline-editor) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2024)** [Port of Firefox's JSON Viewer](https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./ChromeDevTools.md)*
-  - **(2023)** [blog.postman.com: Introducing the Secret Variable Type in Postman](https://blog.postman.com/introducing-secret-variable-type-in-postman) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
+  - **(2023)** [freecodecamp.org: How to Get Started With React – A Beginner's Guide](https://www.freecodecamp.org/news/get-started-with-react-for-beginners) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(2023)** [Debuild](https://debuild.co) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2023)** [Chrome Extension](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2023)** [freecodecamp.org: How to Build a GitHub Template Repository for Scaffolding with React, Vite, and TailwindCSS](https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
   - **(2023)** [oslabs-beta/Palaemon](https://github.com/oslabs-beta/Palaemon) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [freecodecamp.org: How to Build a GitHub Template Repository for Scaffolding with React, Vite, and TailwindCSS](https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./git.md)*
   - **(2023)** [itsopensource.com: How to Reduce Node Docker Image Size by 10X](https://itsopensource.com/how-to-reduce-node-docker-image-size-by-ten-times) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2023)** [clickittech.com: The Ultimate Docker Security Best Practices for Your Node.js Application](https://www.clickittech.com/devops/docker-security-best-practices) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2023)** [Prettier:](https://marketplace.visualstudio.com/items?itemName=esbenp.prettier-vscode) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
@@ -2606,22 +2605,23 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [Babel JavaScript](https://marketplace.visualstudio.com/items?itemName=mgmcdermott.vscode-language-babel) [LEGACY] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2023)** [Extension of the Week: Prettier](https://www.youtube.com/shorts/dDtueNAFELo) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2023)** [the-aks-checklist.com: The Azure Kubernetes Service Checklist 🌟🌟🌟](https://www.the-aks-checklist.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2023)** [freecodecamp.org: How to Get Started With React – A Beginner's Guide](https://www.freecodecamp.org/news/get-started-with-react-for-beginners) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./openshift.md)*
+  - **(2023)** [Chrome Extension](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2023)** [blog.postman.com: Introducing the Secret Variable Type in Postman](https://blog.postman.com/introducing-secret-variable-type-in-postman) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./postman.md)*
+  - **(2022)** [dev.to: How to add In-App notifications to any web app!](https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
+  - **(2022)** [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
+  - **(2022)** [web.dev/explore/react](https://web.dev/explore/react) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
+  - **(2022)** [smashingmagazine.com: Testing Pipeline 101 For Frontend Testing](https://www.smashingmagazine.com/2022/02/testing-pipeline-101-frontend-testing) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./qa.md)*
+  - **(2022)** [dev.to: Automatic API Key rotation for Amazon Managed Grafana](https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2022)** [blog.logrocket.com: AWS Amplify and React Native: A tutorial](https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2022)** [**K8bit** β€” the tiny Kubernetes dashboard 🌟](https://github.com/learnk8s/k8bit) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [Kubernetes Deployment Builder 🌟🌟](https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [opensource.com: JavaScript cheat sheet](https://opensource.com/downloads/javascript-cheat-sheet) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2022)** [jsoning.com](https://jsoning.com) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2022)** [badarsebard/terraforge](https://github.com/badarsebard/terraforge) 🌟 [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2022)** [dev.to: Automatic API Key rotation for Amazon Managed Grafana](https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2022)** [blog.logrocket.com: AWS Amplify and React Native: A tutorial](https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2022)** [smashingmagazine.com: Testing Pipeline 101 For Frontend Testing](https://www.smashingmagazine.com/2022/02/testing-pipeline-101-frontend-testing) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./qa.md)*
-  - **(2022)** [web.dev/explore/react](https://web.dev/explore/react) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2022)** [dev.to: How to add In-App notifications to any web app!](https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
-  - **(2022)** [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(2022)** [freecodecamp.org: How to Setup a Basic Serverless REST API with AWS Lambda and API Gateway](https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway) [COMMUNITY-TOOL] [GUIDE] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)*
   - **(2022)** [How to enforce user quota on AWS AppSync with Lambda Authorizer](https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./aws-serverless.md)*
-  - **(2021)** [youtube: Build a Music Sharing App with Amazon S3 and AWS Amplify](https://www.youtube.com/watch?v=6W2TuBDaaiI&ab_channel=AliSpittel) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [opensource.com: Why choose Rocket.Chat for your open source chat tool](https://opensource.com/article/22/1/rocketchat-data-privacy) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./openshift.md)*
+  - **(2021)** [dev.to: JavaScript Objects](https://dev.to/shreyazz/javascript-objects-57ob) [COMMUNITY-TOOL] [JAVASCRIPT CONTENT] β€” *Go to [Section](./javascript.md)*
 
 *... and 38 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -2662,8 +2662,8 @@ Resources indexed by their primary source language or document format.
 

 Click to view 22 resources under Json Content
 
-  - **(2024)** [==github.com/dotdc/grafana-dashboards-kubernetes 🌟==](https://github.com/dotdc/grafana-dashboards-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2024)** [==AWS WAF sample rules==](https://github.com/amazon-archives/aws-waf-sample) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
+  - **(2024)** [==github.com/dotdc/grafana-dashboards-kubernetes 🌟==](https://github.com/dotdc/grafana-dashboards-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2023)** [==Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟==](https://github.com/percona/grafana-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2022)** [==github.com/onzack/grafana-dashboards==](https://github.com/onzack/grafana-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2021)** [==github.com/DevOps-Nirvana/Grafana-Dashboards==](https://github.com/DevOps-Nirvana/Grafana-Dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
@@ -2671,19 +2671,19 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [**github.com/Azure/Microsoft-Defender-for-Cloud**](https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Network%20Security%20Dashboard) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [JSON CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [github.com/datreeio/CRDs-catalog: CRDs Catalog](https://github.com/datreeio/CRDs-catalog) 🌟🌟🌟 [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2023)** [github.com/aws-samples: Service Control Policy examples](https://github.com/aws-samples/service-control-policy-examples) 🌟🌟 [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
-  - **(2026)** [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [Azure Quickstart Templates 🌟](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [linkedin.com/pulse: Deploying Microsoft Sentinel via - ARM Template vs Terraform](https://www.linkedin.com/pulse/deploying-microsoft-sentinel-via-arm-template-vs-debac-manikandan-ychnc) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2022)** [ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433](https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433) [COMMUNITY-TOOL] [GUIDE] [JSON CONTENT] β€” *Go to [Section](./aws-security.md)*
   - **(2022)** [aws.amazon.com: Scaling AWS Lambda permissions with Attribute-Based Access Control (ABAC)](https://aws.amazon.com/blogs/compute/scaling-aws-lambda-permissions-with-attribute-based-access-control-abac) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./aws-serverless.md)*
-  - **(2021)** [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [dev.to/jcofman: Make VS Code better by editing and updating some settings](https://dev.to/jcofman/make-vs-code-better-by-editing-and-updating-some-settings-4m9a) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2021)** [dev.to: How to configure VSCode Bracket Pair Colors Natively](https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl) [COMMUNITY-TOOL] [GUIDE] [JSON CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2021)** [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [Grafana Dashboards](https://grafana.com/grafana/dashboards) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2021)** [pulumi.com: Announcing the Pulumi REST API](https://www.pulumi.com/blog/pulumi-rest-api) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./pulumi.md)*
   - **(2020)** [Introducing GitHub’s OpenAPI Description](https://github.blog/news-insights/product-news/introducing-githubs-openapi-description) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2020)** [github.com/mlabouardy: Grafana Dashboards](https://github.com/mlabouardy/grafana-dashboards) [LEGACY] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2020)** [docs.cloudblue.com: Deploying an AKS Cluster with Custom IP Ranges (ARM template)](https://docs.cloudblue.com/cbc/20.5/premium/content/Deployment-of-Product-to-Azure-Cloud-Guide/Deploying-AKS-Cluster-with-Custom-IP-Ranges.htm) [COMMUNITY-TOOL] [JSON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2020)** [github.com/mlabouardy: Grafana Dashboards](https://github.com/mlabouardy/grafana-dashboards) [LEGACY] [JSON CONTENT] β€” *Go to [Section](./grafana.md)*
 
 

 
@@ -2696,7 +2696,7 @@ Resources indexed by their primary source language or document format.
 

 Click to view 5 resources under Jsonnet Content
 
-  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes-monitoring.md)*
+  - **(2026)** [==kube-prometheus==](https://github.com/prometheus-operator/kube-prometheus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2026)** [==jsonnet data templating language==](https://github.com/google/jsonnet/tree/master/case_studies/kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2025)** [==Cluster Monitoring stack for ARM / X86-64 platforms==](https://github.com/carlosedp/cluster-monitoring) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2022)** [==slo-libsonnet==](https://github.com/metalmatze/slo-libsonnet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [JSONNET CONTENT] β€” *Go to [Section](./prometheus.md)*
@@ -2729,10 +2729,10 @@ Resources indexed by their primary source language or document format.
 

 Click to view 5 resources under Kql Content
 
-  - **(2024)** [**techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2024)** [**techcommunity.microsoft.com: Azure Monitor Logs Next Evolution: Multi-tier logging**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/azure-monitor-logs-next-evolution-multi-tier-logging/4200871) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**techcommunity.microsoft.com: How To Monitor Your Multi-Tenant Solution on Azure With Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/how-to-monitor-your-multi-tenant-solution-on-azure-with-azure-monitor/4042140) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**techcommunity.microsoft.com: Azure Orphan Resources Grafana Dashboard**](https://techcommunity.microsoft.com/discussions/azurepartners/azure-orphan-resources-grafana-dashboard/4120303) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [**techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor**](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [KQL CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
   - **(2024)** [havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank) 🌟🌟🌟 [COMMUNITY-TOOL] [KQL CONTENT] β€” *Go to [Section](./azure.md)*
 
 

@@ -2771,31 +2771,31 @@ Resources indexed by their primary source language or document format.
 ## Markdown Content {#markdown-content}
 
 

-Click to view top 100 of 348 resources under Markdown Content
+Click to view top 100 of 346 resources under Markdown Content
 
-  - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==AWS Account Set Up 🌟==](https://github.com/openshift/installer/blob/main/docs/user/aws/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2026)** [==OLM Arquitecture==](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2026)** [==Awesome Kubectl plugins==](https://github.com/ishantanu/awesome-kubectl-plugins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==collabnix.github.io/kubetools 🌟==](https://collabnix.github.io/kubetools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2026)** [==github.com/Ileriayo/markdown-badges: Markdown Badges==](https://github.com/Ileriayo/markdown-badges) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
-  - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [==The Open Guide to Amazon Web Services==](https://github.com/open-guides/og-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2026)** [==aws/containers-roadmap: AWS Containers Roadmap==](https://github.com/aws/containers-roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2026)** [==Microsoft REST API Guidelines 🌟🌟🌟==](https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==GitHub public roadmap 🌟==](https://github.com/github/roadmap) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [==ramitsurana/awesome-kubernetes: Tools 🌟==](https://github.com/ramitsurana/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
+  - **(2026)** [==cheatsheetseries.owasp.org: OWASP Cheat Sheet Series 🌟🌟==](https://cheatsheetseries.owasp.org/index.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2026)** [==github.com/Ileriayo/markdown-badges: Markdown Badges==](https://github.com/Ileriayo/markdown-badges) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./mkdocs.md)*
+  - **(2026)** [==Claude Code Templates==](https://github.com/davila7/claude-code-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2026)** [==Awesome Sysadmin==](https://github.com/awesome-foss/awesome-sysadmin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2025)** [==github.com/shuaibiyy/awesome-terraform==](https://github.com/shuaibiyy/awesome-tf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2025)** [==Awesome MCP Servers==](https://github.com/punkpeye/awesome-mcp-servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2025)** [==Skills for Real Engineers==](https://github.com/mattpocock/skills) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2025)** [==github.com: Docker cheat Sheet==](https://github.com/wsargent/docker-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2025)** [==github.com/kubernetes: Kubernetes Scalability thresholds==](https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2025)** [==github.com/shuaibiyy/awesome-terraform==](https://github.com/shuaibiyy/awesome-tf) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2025)** [==github.com: Docker cheat Sheet==](https://github.com/wsargent/docker-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [==LeCoupa/awesome-cheatsheets==](https://github.com/LeCoupa/awesome-cheatsheets) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [==The Google Cloud Developer's Cheat Sheet 🌟==](https://github.com/priyankavergadia/google-cloud-4-words) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2023)** [==@sindresorhus' Awesome==](https://github.com/sindresorhus/awesome) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2023)** [==@ramitsurana' Awesome Kubernetes==](https://ramitsurana.github.io/awesome-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2023)** [==tomhuang12: Awesome Kubernetes Resources==](https://github.com/tomhuang12/awesome-k8s-resources) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
@@ -2810,71 +2810,71 @@ Resources indexed by their primary source language or document format.
   - **(2023)** [==Awesome Productivity==](https://github.com/jyguyomarch/awesome-productivity) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2023)** [==Awesome Linux==](https://github.com/inputsh/awesome-linux) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2023)** [==Awesome Scalability==](https://github.com/binhnguyennus/awesome-scalability) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==mikeroyal/Kubernetes-Guide: Kubernetes Guide 🌟==](https://github.com/mikeroyal/Kubernetes-Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2023)** [==The Book of Secret Knowledge 🌟==](https://github.com/trimstray/the-book-of-secret-knowledge) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./matrix-table.md)*
+  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2022)** [==jamesbuckett/ckad-questions==](https://github.com/jamesbuckett/ckad-questions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [==Kubernetes The Hard Way: AWS Edition==](https://github.com/prabhatsharma/kubernetes-the-hard-way-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
   - **(2022)** [==coderstan.com: Apache Spark on Kubernetesβ€”Lessons Learned from Launching Millions of Spark Executors (Databricks Data+AI Summit 2022)==](https://coderstan.com/2022/07/15/spark-on-kubernetes-launching-millions-of-spark-executors) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2021)** [==KEP-2837: Especificaciones de Recursos a Nivel de Pod==](https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [==hobby-kube/guide 🌟==](https://github.com/hobby-kube/guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [==github.com/open-gitops/project 🌟==](https://github.com/open-gitops/project) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2021)** [==github.com/cloudogu/gitops-patterns==](https://github.com/cloudogu/gitops-patterns) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./gitops.md)*
-  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2020)** [==react js: mithi/react-philosophies==](https://github.com/mithi/react-philosophies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./javascript.md)*
   - **(2020)** [==kubernetes.io: Kubernetes 1.20: Kubernetes Volume Snapshot Moves to GA==](https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-ga) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)*
+  - **(2020)** [==react js: mithi/react-philosophies==](https://github.com/mithi/react-philosophies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./javascript.md)*
+  - **(2020)** [==ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟==](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
+  - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2020)** [==github.com/stackrox: Certified Kubernetes Security Specialist Study Guide' 🌟==](https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
+  - **(2020)** [==Configure Docker Service To Use Insecure Registry==](https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2019)** [==Kubernetes Security Best Practices 🌟==](https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-security.md)*
   - **(2015)** [==The Art of Command Line==](https://github.com/jlevy/the-art-of-command-line) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2014)** [==Awesome Python 🌟==](https://github.com/vinta/awesome-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2014)** [==Awesome Python 🌟==](https://github.com/vinta/awesome-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./python.md)*
   - **(2011)** [==GitHub Flow==](https://docs.github.com/en/get-started/using-github/github-flow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-tutorials.md)*
-  - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [**runacapital/awesome-oss-alternatives: Awesome open-source alternatives to' SaaS 🌟**](https://github.com/runacapital/awesome-oss-alternatives) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [**dastergon/awesome-sre**](https://github.com/dastergon/awesome-sre) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [**unixorn/awesome-zsh-plugins**](https://github.com/unixorn/awesome-zsh-plugins) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [**Awesome SysAdmin**](https://github.com/kahun/awesome-sysadmin) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**runacapital/awesome-oss-alternatives: Awesome open-source alternatives to' SaaS 🌟**](https://github.com/runacapital/awesome-oss-alternatives) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**Awesome microservices**](https://github.com/mfornos/awesome-microservices) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**ansible-community/awesome-ansible: Awesome Ansible 🌟🌟🌟**](https://github.com/ansible-community/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [**DevOps Roadmap for 2026**](https://github.com/milanm/DevOps-Roadmap) 🌟🌟🌟🌟 [DE FACTO STANDARD] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [****Rancher 2****](https://www.rancher.com/docs/rancher/v2.x/en) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./rancher.md)*
-  - **(2025)** [**arslanbilal/git-cheat-sheet 🌟🌟🌟**](https://github.com/arslanbilal/git-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2025)** [**Amazon SQS FAQs**](https://aws.amazon.com/sqs/faqs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2025)** [**PX-Backup: docs**](https://docs.portworx.com/portworx-backup-on-prem) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
+  - **(2025)** [**Amazon SQS FAQs**](https://aws.amazon.com/sqs/faqs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2025)** [**arslanbilal/git-cheat-sheet 🌟🌟🌟**](https://github.com/arslanbilal/git-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
+  - **(2024)** [**El camino del Frontend Developer**](https://github.com/mrcodedev/frontend-developer-resources) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devel-sites.md)*
   - **(2024)** [**github: sematext - Docker Swarm Cheatsheet**](https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**detailyang/awesome-cheatsheet**](https://github.com/detailyang/awesome-cheatsheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [**github: K8s in 30 mins 🌟**](https://github.com/rosehgal/k8s-In-30Mins) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [**El camino del Frontend Developer**](https://github.com/mrcodedev/frontend-developer-resources) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devel-sites.md)*
+  - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./chatgpt.md)*
+  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
   - **(2023)** [**dair-ai/ML-Course-Notes: ML Course Notes 🌟**](https://github.com/dair-ai/ML-Course-Notes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2023)** [**docs.databricks.com: Use scheduler pools for multiple streaming workloads**](https://docs.databricks.com/aws/en/structured-streaming/production) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2022)** [**github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟**](https://github.com/DevOps-Projects-Ideas/DevOps-Books) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2022)** [**mikeroyal/OpenShift-Guide: OpenShift Guide 🌟🌟**](https://github.com/mikeroyal/OpenShift-Guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
-  - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2022)** [**fluxcd.io: How to GitOps Your Terraform**](https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2022)** [**solo.io: The 3 best ways to use Flux and Flagger for GitOps with your Envoy Proxy API gateways**](https://www.solo.io/blog/the-3-best-ways-to-use-flux-and-flagger-for-gitops-with-your-envoy-proxy-api-gateways) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
   - **(2022)** [**infracloud.io: Protecting Kubernetes applications data using Kanister**](https://www.infracloud.io/blogs/protecting-kubernetes-applications-with-kanister) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2022)** [**dev.to: Kubernetes Backup & Restore made easy! 🌟**](https://dev.to/techworld_with_nana/kubernetes-backup-restore-made-easy-2nlg) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2022)** [**rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters 🌟**](https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2022)** [**kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟**](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**gist.github.com: GitOps for Helm Users 🌟**](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2022)** [**mikeroyal/OpenShift-Guide: OpenShift Guide 🌟🌟**](https://github.com/mikeroyal/OpenShift-Guide) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2022)** [**github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟**](https://github.com/DevOps-Projects-Ideas/DevOps-Books) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2022)** [**https://github.com/jdauphant/awesome-ansible**](https://github.com/jdauphant/awesome-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2022)** [**fluxcd.io: How to GitOps Your Terraform**](https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2022)** [**solo.io: The 3 best ways to use Flux and Flagger for GitOps with your Envoy Proxy API gateways**](https://www.solo.io/blog/the-3-best-ways-to-use-flux-and-flagger-for-gitops-with-your-envoy-proxy-api-gateways) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2021)** [**akomljen.com: Kubernetes Backup and Restore with Velero 🌟**](https://akomljen.com/kubernetes-backup-and-restore-with-velero) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA**](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)**](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**thenewstack.io: Red Hat Brings Backup, Snapshots to OpenShift Container Storage**](https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-storage) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**thenewstack.io: Kasten K10 V4.5: Grafana Observability, More Edge Support**](https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads**](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes Tools**](https://cloudnativenow.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2021)** [**containo.us: Kubernetes Ingress & Service API Demystified**](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes**](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster**](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**suse.com: NGINX Guest Blog: NGINX Kubernetes Ingress Controller 🌟**](https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!**](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [**blog.cloudflare.com: Moving k8s communication to gRPC**](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
-  - **(2021)** [**datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available**](https://www.datamechanics.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2021)** [**cloud.google.com: Announcing Backup for GKE: the easiest way to protect GKE workloads**](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2021)** [**akomljen.com: Kubernetes Backup and Restore with Velero 🌟**](https://akomljen.com/kubernetes-backup-and-restore-with-velero) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA**](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)**](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2021)** [**thenewstack.io: Red Hat Brings Backup, Snapshots to OpenShift Container Storage**](https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-storage) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
+  - **(2021)** [**gist.github.com: GitOps for Helm Users 🌟**](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [MARKDOWN CONTENT] β€” *Go to [Section](./flux.md)*
 
-*... and 248 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 246 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

 
 
@@ -3044,9 +3044,9 @@ Resources indexed by their primary source language or document format.
 

 Click to view 4 resources under Php Content
 
-  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2026)** [Wordpress P2](https://wordpress.com/p2) [COMMUNITY-TOOL] [PHP CONTENT] β€” *Go to [Section](./workfromhome.md)*
+  - **(2026)** [==sherifabdlnaby/kubephp==](https://github.com/sherifabdlnaby/kubephp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PHP CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [coolify.io](https://coolify.io) [COMMUNITY-TOOL] [PHP CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
+  - **(2026)** [Wordpress P2](https://wordpress.com/p2) [COMMUNITY-TOOL] [PHP CONTENT] β€” *Go to [Section](./workfromhome.md)*
   - **(2021)** [laravel-news.com: Generate GitHub Actions Config for Laravel Projects with Ghygen](https://laravel-news.com/generate-github-actions-config-for-laravel-projects-with-ghygen) [COMMUNITY-TOOL] [PHP CONTENT] β€” *Go to [Section](./git.md)*
 
 

@@ -3082,18 +3082,18 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [==github.com/JulianHayward/AzADServicePrincipalInsights==](https://github.com/JulianHayward/AzADServicePrincipalInsights) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [==github.com/microsoft/ARI: Azure Resource Inventory 🌟🌟🌟==](https://github.com/microsoft/ARI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [**PowerShell Community**](https://devblogs.microsoft.com/powershell-community) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./gitops.md)*
+  - **(2025)** [**EntraExporter**](https://github.com/microsoft/entraexporter) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2024)** [**github.com/JFolberth/TheYAMLPipelineOne 🌟**](https://github.com/JFolberth/TheYAMLPipelineOne) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1**](https://github.com/microsoftgraph/msgraph-sdk-powershell) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2024)** [**powershellmagazine.com**](https://powershellmagazine.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2025)** [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
   - **(2024)** [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) 🌟🌟🌟 [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2023)** [deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟](https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟](https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2022)** [fedoramagazine.org: PowerShell on Linux? A primer on Object-Shells](https://fedoramagazine.org/powershell-on-linux-a-primer-on-object-shells) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [dotnet-helpers.com: How to Convert YAML to JSON / JSON to YAML using PowerShell](https://dotnet-helpers.com/powershell/convert-yaml-to-json-or-json-to-yaml-using-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2021)** [thomasmaurer.ch: PowerShell: Download script or file from GitHub](https://www.thomasmaurer.ch/2021/07/powershell-download-script-or-file-from-github) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [sqlservercentral.com: Powershell Day by Day: Adding Help to Scripts](https://www.sqlservercentral.com/articles/powershell-day-by-day-adding-help-to-scripts) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2021)** [dotnet-helpers.com: How to Convert YAML to JSON / JSON to YAML using PowerShell](https://dotnet-helpers.com/powershell/convert-yaml-to-json-or-json-to-yaml-using-powershell) 🌟🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2023)** [YannickRe/msgraph-utility-scripts](https://github.com/YannickRe/msgraph-utility-scripts) 🌟🌟 [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [azure.github.io: Azure Proactive Resiliency Library (APRL)](https://azure.github.io/Azure-Proactive-Resiliency-Library) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [github.com/search?l=powershell](https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
@@ -3124,7 +3124,7 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [techcommunity.microsoft.com: Azure Storage Blob Count & Capacity usage Calculator](https://techcommunity.microsoft.com/blog/azurepaasblog/azure-storage-blob-count--capacity-usage-calculator/3516855) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2022)** [hackingarticles.in: PowerShell for Pentester: Windows Reverse Shell](https://www.hackingarticles.in/powershell-for-pentester-windows-reverse-shell) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2022)** [techcommunity.microsoft.com: Use PowerShell to retrieve all assigned Intune policies and applications per Azure AD group!](https://techcommunity.microsoft.com/discussions/microsoft-intune/use-powershell-to-retrieve-all-assigned-intune-policies-and-applications-per-azu/3217498) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI](https://github.com/KnicKnic/temp-kubernetes-ci) 🌟 [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2021)** [thomasmaurer.ch: Getting started with Windows Package Manager WinGet](https://www.thomasmaurer.ch/2021/07/getting-started-with-windows-package-manager-winget) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [blog.guybarrette.com: Powershell prompt: How to display your current Kubernetes context using Oh-My-Posh 3 🌟](https://www.linkedin.com/newsletters/6962087231775772672) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [techcommunity.microsoft.com: An example why PowerShell is so important!](https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why-powershell-is-so-important/3041748) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [jdhitsolutions.com: Profile PowerShell Functions](https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
@@ -3136,7 +3136,7 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [dotnet-helpers.com: Azure KeyVault Set and Retrieve Secrets using Powershell 🌟](https://dotnet-helpers.com/powershell/azure-keyvault-set-and-retrieve-secrets) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts](https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2021)** [systemcenterdudes.com: Create Operational SCCM Collection Using Powershell Script](https://www.systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2021)** [thomasmaurer.ch: Getting started with Windows Package Manager WinGet](https://www.thomasmaurer.ch/2021/07/getting-started-with-windows-package-manager-winget) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2021)** [KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI](https://github.com/KnicKnic/temp-kubernetes-ci) 🌟 [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2020)** [thomasmaurer.ch: How to Install a Windows Server Container Host](https://www.thomasmaurer.ch/2020/06/how-to-install-a-windows-server-container-host) [LEGACY] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2020)** [thomasmaurer.ch: Enable PowerShell SSH Remoting in PowerShell 7](https://www.thomasmaurer.ch/2020/04/enable-powershell-ssh-remoting-in-powershell-7) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2020)** [commandline.ninja: Use Powershell to find windows services configured to run as another user](https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-another-user) [COMMUNITY-TOOL] [POWERSHELL CONTENT] β€” *Go to [Section](./azure.md)*
@@ -3247,106 +3247,106 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 385 resources under Python Content
 
-  - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2026)** [==checkov.io==](https://www.checkov.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2026)** [==ekramasif/Basic-Machine-Learning==](https://github.com/ekramasif/Basic-Machine-Learning) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
-  - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [==antigravity.google: Google Antigravity Agentic Platform==](https://antigravity.google) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2026)** [==Glances==](https://github.com/nicolargo/glances) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
+  - **(2026)** [==AWX==](https://github.com/ansible/awx) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2026)** [==pre-commit==](https://pre-commit.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
   - **(2026)** [==Odoo Mergebot==](https://github.com/odoo/odoo/wiki/Mergebot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [==Kadalu==](https://github.com/kadalu/kadalu) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-storage.md)*
+  - **(2026)** [==Checkov 🌟==](https://github.com/bridgecrewio/checkov) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==pyca/bcrypt==](https://github.com/pyca/bcrypt) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==argon2-cffi==](https://argon2-cffi.readthedocs.io/en/stable) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==docs.python.org: scrypt (standard library)==](https://docs.python.org/3/library/hashlib.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==cryptography.io: scrypt (cryptography)==](https://cryptography.io/en/latest/hazmat/primitives/key-derivation-functions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==github.com/prowler-cloud/prowler 🌟🌟==](https://github.com/prowler-cloud/prowler) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [==cybersecsi/RAUDI==](https://github.com/cybersecsi/RAUDI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2026)** [==checkov.io==](https://www.checkov.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2026)** [==Cloud Custodian==](https://github.com/cloud-custodian/cloud-custodian) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2026)** [==PyGithub 🌟==](https://github.com/PyGithub/PyGithub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2026)** [==pydantic/pydantic==](https://github.com/pydantic/pydantic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2026)** [==github.com/reactive-python/reactpy==](https://github.com/reactive-python/reactpy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2026)** [==Click 🌟==](https://click.palletsprojects.com/en/stable) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2026)** [==airflow.apache.org: KubernetesPodOperator 🌟🌟🌟==](https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2026)** [==Patroni==](https://github.com/patroni/patroni) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2026)** [==ermetic/access-undenied-aws 🌟==](https://github.com/tenable/access-undenied-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2026)** [==github.com/kubernetes-client/python==](https://github.com/kubernetes-client/python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
-  - **(2026)** [==github.com/localstack/localstack==](https://github.com/localstack/localstack) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2026)** [==mingrammer/diagrams==](https://github.com/mingrammer/diagrams) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
+  - **(2026)** [==Glances==](https://github.com/nicolargo/glances) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
+  - **(2026)** [==mingrammer/diagrams==](https://github.com/mingrammer/diagrams) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
+  - **(2026)** [==github.com/localstack/localstack==](https://github.com/localstack/localstack) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2026)** [==antigravity.google: Google Antigravity Agentic Platform==](https://antigravity.google) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2026)** [==Patroni==](https://github.com/patroni/patroni) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==airflow.apache.org: KubernetesPodOperator 🌟🌟🌟==](https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [==github.com/kubernetes-client/python==](https://github.com/kubernetes-client/python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
   - **(2026)** [==NetBox IPAM 🌟==](https://github.com/netbox-community/netbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2025)** [==Locust==](https://locust.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
-  - **(2025)** [==robusta-dev/krr==](https://github.com/robusta-dev/krr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2025)** [==vLLM on Kubernetes==](https://github.com/vllm-project/vllm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2025)** [==Skyvern==](https://github.com/Skyvern-ai/Skyvern) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2025)** [==kislyuk/yq==](https://github.com/kislyuk/yq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2025)** [==Python 3 standard library Module of the Week, Doug Hellmann==](https://pymotw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==google/python-fire 🌟==](https://github.com/google/python-fire) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==joke2k/faker 🌟==](https://github.com/joke2k/faker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==Spilo: HA PostgreSQL Clusters with Docker==](https://github.com/zalando/spilo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2025)** [==github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on==](https://github.com/awslabs/assisted-log-enabler-for-aws) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2025)** [==github.com/infrahouse/infrahouse-toolkit==](https://github.com/infrahouse/infrahouse-toolkit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2025)** [==Metabadger==](https://github.com/salesforce/metabadger) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2025)** [==github.com/welldone-cloud/aws-list-resources==](https://github.com/welldone-cloud/aws-list-resources) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2025)** [==github.com/kubernetes-client/python-base==](https://github.com/kubernetes-client/python-base) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
   - **(2025)** [==github.com/JPCERTCC/LogonTracer==](https://github.com/JPCERTCC/LogonTracer) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [==robusta-dev/krr==](https://github.com/robusta-dev/krr) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [==Python 3 standard library Module of the Week, Doug Hellmann==](https://pymotw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2025)** [==google/python-fire 🌟==](https://github.com/google/python-fire) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2025)** [==joke2k/faker 🌟==](https://github.com/joke2k/faker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2025)** [==Locust==](https://locust.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
+  - **(2025)** [==kislyuk/yq==](https://github.com/kislyuk/yq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2025)** [==Skyvern==](https://github.com/Skyvern-ai/Skyvern) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2025)** [==vLLM on Kubernetes==](https://github.com/vllm-project/vllm) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
+  - **(2025)** [==Spilo: HA PostgreSQL Clusters with Docker==](https://github.com/zalando/spilo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2025)** [==github.com/kubernetes-client/python-base==](https://github.com/kubernetes-client/python-base) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
   - **(2024)** [==jinja 🌟==](https://github.com/pallets/jinja) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2024)** [==github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟==](https://github.com/aws-samples/aws-auto-inventory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [==github.com/Netflix/metaflow 🌟==](https://github.com/Netflix/metaflow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [==ec2-spot-converter==](https://github.com/jcjorel/ec2-spot-converter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2024)** [==Kubernetes Janitor==](https://codeberg.org/hjacobs/kube-janitor) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [==kubestriker 🌟==](https://github.com/vchinnipilli/kubestriker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [==cheat.sh 🌟==](https://cheat.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2024)** [==Python Visual Studio Code==](https://github.com/microsoft/vscode-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2024)** [==LLMs-from-scratch==](https://github.com/rasbt/LLMs-from-scratch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2024)** [==PowerfulSeal==](https://github.com/powerfulseal/powerfulseal) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
   - **(2024)** [==pandas.pydata.org: Reshaping by pivoting DataFrame objects==](https://pandas.pydata.org/pandas-docs/stable/reshaping.html) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2024)** [==PyWhatKit==](https://github.com/Ankit404butfound/PyWhatKit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2024)** [==github.com: Django Sage Painless==](https://github.com/sageteamorg/django-sage-painless) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2024)** [==github.com: Django app + RESTful API for automatic billing==](https://github.com/silverapp/silver) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2024)** [==github.com/VikParuchuri/surya==](https://github.com/datalab-to/surya) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2024)** [==github.com/Netflix/metaflow 🌟==](https://github.com/Netflix/metaflow) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2024)** [==datafold/data-diff==](https://github.com/datafold/data-diff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2024)** [==ec2-spot-converter==](https://github.com/jcjorel/ec2-spot-converter) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2024)** [==PowerfulSeal==](https://github.com/powerfulseal/powerfulseal) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./chaos-engineering.md)*
+  - **(2024)** [==Python Visual Studio Code==](https://github.com/microsoft/vscode-python) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2024)** [==github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟==](https://github.com/aws-samples/aws-auto-inventory) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2024)** [==github: ElectricEye==](https://github.com/jonrau1/ElectricEye/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2023)** [==github.com/aws-samples/aws-waf-ops-dashboards==](https://github.com/aws-samples/aws-waf-ops-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==github.com/aws-samples: Guide to Resource Tagging Automation==](https://github.com/aws-samples/resource-tagging-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [==datafold/data-diff==](https://github.com/datafold/data-diff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2023)** [==github.com/meta-llama/llama-recipes==](https://github.com/meta-llama/llama-cookbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [==rubrix==](https://github.com/argilla-io/argilla) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [==lucidrains/PaLM-rlhf-pytorch==](https://github.com/lucidrains/PaLM-rlhf-pytorch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2023)** [==qontract==](https://github.com/app-sre/qontract-server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [==github.com/microsoft/ML-For-Beginners: Machine Learning for Beginners' - A Curriculum==](https://github.com/microsoft/ML-For-Beginners) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2023)** [==github.com/mlabonne/llm-course==](https://github.com/mlabonne/llm-course) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2023)** [==github.com/openai/openai-cookbook: OpenAI Cookbook==](https://github.com/openai/openai-cookbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [==qontract==](https://github.com/app-sre/qontract-server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==lucidrains/PaLM-rlhf-pytorch==](https://github.com/lucidrains/PaLM-rlhf-pytorch) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
   - **(2023)** [==github.com/gventuri/pandas-ai==](https://github.com/sinaptik-ai/pandas-ai) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2023)** [==github.com/sauljabin/kaskade==](https://github.com/sauljabin/kaskade) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2023)** [==rubrix==](https://github.com/argilla-io/argilla) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2023)** [==github.com/meta-llama/llama-recipes==](https://github.com/meta-llama/llama-cookbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [==github.com/aws-samples/aws-waf-ops-dashboards==](https://github.com/aws-samples/aws-waf-ops-dashboards) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [==github.com/aws-samples: Guide to Resource Tagging Automation==](https://github.com/aws-samples/resource-tagging-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [==SLO Generator==](https://github.com/google/slo-generator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2023)** [==github.com/sauljabin/kaskade==](https://github.com/sauljabin/kaskade) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2022)** [==Promgen 🌟==](https://github.com/line/promgen) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2021)** [==**k8s-job-notify**==](https://github.com/sukeesh/k8s-job-notify) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==OpenShiftKubeAudit==](https://github.com/AICoE/OpenShiftKubeAudit) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==Maelstromage/Log4jSherlock==](https://github.com/Maelstromage/Log4jSherlock) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [==SQErzo: Tiny ORM for Graph databases==](https://github.com/BBVA/sqerzo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [==awslabs/terraform-iam-policy-validator==](https://github.com/awslabs/terraform-iam-policy-validator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-security.md)*
   - **(2021)** [==github.com/aws-samples: Visualize AWS IAM Access Analyzer Policy Validation' Findings==](https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-findings) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-security.md)*
+  - **(2021)** [==SQErzo: Tiny ORM for Graph databases==](https://github.com/BBVA/sqerzo) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [EMERGING] [PYTHON CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2020)** [==diagrams.mingrammer.com: Diagram as Code==](https://diagrams.mingrammer.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2019)** [==GitHub Quay (OSS)==](https://github.com/quay/quay) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./ocp4.md)*
   - **(2019)** [==KubeLibrary==](https://github.com/devopsspiral/KubeLibrary) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2015)** [==Yagmail: Python e-mail library==](https://github.com/kootenpv/yagmail) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2015)** [==AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More==](https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [PYTHON CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
-  - **(2026)** [**jertel/elastalert2**](https://github.com/jertel/elastalert2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2026)** [**Marge-bot: A merge-bot for GitLab**](https://github.com/smarkets/marge-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2026)** [**jertel/elastalert2**](https://github.com/jertel/elastalert2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./monitoring.md)*
   - **(2026)** [**docs.astronomer.io: Dynamically generating DAGs in Airflow**](https://www.astronomer.io/docs/learn/dynamically-generating-dags) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [**Portfolio Architecture Tooling**](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [**WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows**](https://sourceforge.net/projects/winpython) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2024)** [**docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects**](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./about.md)*
-  - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2025)** [**Portfolio Architecture Tooling**](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2024)** [**docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes objects**](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2024)** [**zenml.io: ZenML**](https://www.zenml.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2024)** [**github.com/XuehaiPan/nvitop 🌟**](https://github.com/XuehaiPan/nvitop) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2024)** [**github.com/aimhubio/aim**](https://github.com/aimhubio/aim) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2024)** [**Tempest Testing Project**](https://docs.openstack.org/tempest/latest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
+  - **(2024)** [**Pydeps 🌟**](https://github.com/thebjorn/pydeps) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./python.md)*
   - **(2024)** [**github.com/databrickslabs/ucx: Databricks Labs UCX**](https://github.com/databrickslabs/ucx) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [PYTHON CONTENT] β€” *Go to [Section](./kubernetes-bigdata.md)*
-  - **(2023)** [**Getting Started with Data Wrangler in VS Code**](https://code.visualstudio.com/docs/datascience/data-wrangler) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [**github.com/NielsRogge/Transformers-Tutorials**](https://github.com/NielsRogge/Transformers-Tutorials) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./ai.md)*
-  - **(2023)** [**Couler**](https://github.com/couler-proj/couler) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2024)** [**Tempest Testing Project**](https://docs.openstack.org/tempest/latest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
+  - **(2023)** [**github.com/CASIA-IVA-Lab/FastSAM**](https://github.com/CASIA-LMC-Lab/FastSAM) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [**towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way**](https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2023)** [**freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects**](https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [PYTHON CONTENT] β€” *Go to [Section](./mlops.md)*
 
 *... and 285 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -3413,7 +3413,7 @@ Resources indexed by their primary source language or document format.
 

 Click to view 3 resources under Python/Yaml Content
 
-  - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2026)** [==bregman-arie/devops-exercises 🌟==](https://github.com/bregman-arie/devops-exercises) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [toptechskills.com: How to Speed Up Your Ansible Playbooks Over 600% 🌟](https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen) [COMMUNITY-TOOL] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2021)** [developer.okta.com: Tutorial: Ansible and Account Automation with Okta](https://developer.okta.com/blog/2021/02/05/okta-ansible) [COMMUNITY-TOOL] [GUIDE] [PYTHON/YAML CONTENT] β€” *Go to [Section](./ansible.md)*
 
@@ -3461,9 +3461,9 @@ Resources indexed by their primary source language or document format.
   - **(2022)** [dev.to: Load external data into OPA: The Good, The Bad, and The Ugly](https://dev.to/permit_io/load-external-data-into-opa-the-good-the-bad-and-the-ugly-26lc) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2021)** [fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)](https://snyk.io/blog) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2021)** [thenewstack.io: Getting Open Policy Agent Up and Running](https://thenewstack.io/getting-open-policy-agent-up-and-running) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
-  - **(2020)** [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) 🌟 [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2020)** [searchitoperations.techtarget.com: Kubernetes policy project takes enterprise IT by storm](https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2020)** [blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open Policy Agent 🌟](https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent) [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./securityascode.md)*
+  - **(2020)** [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) 🌟 [COMMUNITY-TOOL] [REGO CONTENT] β€” *Go to [Section](./demos.md)*
 
 

 
@@ -3499,11 +3499,11 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [cuber-cloud/cuber-gem: CUBER](https://github.com/cuber-cloud/cuber-gem) 🌟🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [kubes 🌟](https://github.com/boltops-tools/kubes) 🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [Kuby](https://getkuby.io) 🌟🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [Foreman](https://www.theforeman.org) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2026)** [Travis CI](https://www.travis-ci.com) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2026)** [Foreman](https://www.theforeman.org) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2021)** [opensource.com: Build your website with Jekyll](https://opensource.com/article/21/9/build-website-jekyll) [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./mkdocs.md)*
   - **(2021)** [vagrant: ansible tower](https://portal.cloud.hashicorp.com/vagrant/discover/ansible/tower) [LEGACY] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2021)** [vagrant: centos-awx](https://portal.cloud.hashicorp.com/vagrant/discover/krlex/centos-awx) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [opensource.com: Build your website with Jekyll](https://opensource.com/article/21/9/build-website-jekyll) [COMMUNITY-TOOL] [GUIDE] [RUBY CONTENT] β€” *Go to [Section](./mkdocs.md)*
   - **(2021)** [dj-wasabi/vagrant-kubernetes](https://github.com/dj-wasabi/vagrant-kubernetes) [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2020)** [Kerbi 🌟](https://github.com/xavier-mt/kerbi) 🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2020)** [git-cipher](https://github.com/wincent/git-cipher) 🌟 [COMMUNITY-TOOL] [RUBY CONTENT] β€” *Go to [Section](./devsecops.md)*
@@ -3521,21 +3521,21 @@ Resources indexed by their primary source language or document format.
 

 Click to view 39 resources under Rust Content
 
+  - **(2026)** [==stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟==](https://github.com/stepchowfun/docuum) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==Ramilito/kubesess==](https://github.com/Ramilito/kubesess) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==davidB/kubectl-view-allocations==](https://github.com/davidB/kubectl-view-allocations) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2026)** [==Linkerd==](https://linkerd.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2026)** [==stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟==](https://github.com/stepchowfun/docuum) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==metalbear-co/mirrord==](https://github.com/metalbear-co/mirrord) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2026)** [==Linkerd==](https://linkerd.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
+  - **(2025)** [==SQL Studio: A Unified SQL Database Explorer==](https://github.com/frectonz/sql-studio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2025)** [==Ruff==](https://github.com/astral-sh/ruff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./python.md)*
   - **(2025)** [==github.com/01mf02/jaq==](https://github.com/01mf02/jaq) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2025)** [==github.com/ynqa/jnv 🌟==](https://github.com/ynqa/jnv) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./yaml.md)*
-  - **(2025)** [==Ruff==](https://github.com/astral-sh/ruff) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./python.md)*
   - **(2023)** [==KSS - Kubernetes pod status on steroid==](https://github.com/chmouel/kss) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==github.com/Wilfred/difftastic==](https://github.com/Wilfred/difftastic) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [**github.com/containerscrew/aws-sso-auth**](https://github.com/containerscrew/aws-sso-rs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2025)** [**Aptakube**](https://aptakube.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2024)** [**Qovery/engine: Qovery Engine 🌟**](https://github.com/Qovery/engine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [**postgresml/postgresml 🌟**](https://github.com/postgresml/postgresml) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./mlops.md)*
+  - **(2024)** [**Qovery/engine: Qovery Engine 🌟**](https://github.com/Qovery/engine) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [**buoyant.io: Upgrading to Linkerd 2.12: Zero-trust-ready route-based policy, Gateway API, access logging**](https://www.buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2022)** [**linkerd.io: Announcing automated multi-cluster failover for Kubernetes**](https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2022)** [**buoyant.io: Multi-Cluster, Multi-Region Setup using Linkerd Service Mesh**](https://www.buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-mesh) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
@@ -3544,8 +3544,8 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [**linkerd.io: Benchmarking Linkerd and Istio: 2021 Redux**](https://linkerd.io/2021/11/29/linkerd-vs-istio-benchmarks-2021/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2021)** [**linkerd.io: Multi-cluster communication**](https://linkerd.io/2.10/tasks/multicluster/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2021)** [**linkerd.io: Announcing Linkerd's Graduation**](https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
-  - **(2020)** [**Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes**](https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2020)** [**Bors Bot**](https://bors.tech) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2020)** [**Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes**](https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2024)** [getseabird.github.io 🌟](https://getseabird.github.io) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2021)** [containerjournal.com: Linkerd’s CNCF Graduation Due to its Simplicity](https://cloudnativenow.com/features/linkerds-cncf-graduation-due-to-its-simplicity) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
   - **(2021)** [buoyant.io: Go directly to namespace jail: Locking down network traffic between Kubernetes namespaces](https://www.buoyant.io/blog/locking-down-network-traffic-between-kubernetes-namespaces) 🌟🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./servicemesh.md)*
@@ -3553,11 +3553,11 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [fpcomplete.com: Announcing Amber, encrypted secrets management](https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool) 🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [avencera/yamine](https://github.com/avencera/yamine) 🌟🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2026)** [difftastic.wilfred.me.uk](https://difftastic.wilfred.me.uk) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2023)** [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2023)** [metalbear.co: Writing a Kubernetes Operator](https://metalbear.com/blog/writing-a-kubernetes-operator) [COMMUNITY-TOOL] [GUIDE] [RUST CONTENT] β€” *Go to [Section](./kubernetes-operators-controllers.md)*
   - **(2023)** [dev.to: Simplify Your Dockerfile wiyth Rust programming language| Kamesh Sampath](https://dev.to/kameshsampath/simplify-your-dockerfile-1j5k) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2023)** [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2021)** [Pscheidl/kubexplorer](https://github.com/Pscheidl/kubectl-explorer) 🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [github.blog: Improving GitHub code search](https://github.blog/engineering/improving-github-code-search) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2021)** [Pscheidl/kubexplorer](https://github.com/Pscheidl/kubectl-explorer) 🌟 [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [itsfoss.com/exa](https://itsfoss.com/exa) [GUIDE] [LEGACY] [RUST CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2020)** [Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance](https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview) [COMMUNITY-TOOL] [RUST CONTENT] β€” *Go to [Section](./aws-iac.md)*
 
@@ -3574,8 +3574,8 @@ Resources indexed by their primary source language or document format.
 
   - **(2026)** [**openwhisk.apache.org**](https://openwhisk.apache.org) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./serverless.md)*
   - **(2016)** [**Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming**](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SCALA CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2025)** [gatling.io](https://gatling.io) [LEGACY] [SCALA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
   - **(2025)** [github.com/DataCater/datacater (real-time, cloud-native data pipeline platform)](https://github.com/DataCater/datacater) [COMMUNITY-TOOL] [SCALA CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [gatling.io](https://gatling.io) [LEGACY] [SCALA CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
 
 

 
@@ -3614,47 +3614,47 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 182 resources under Shell Content
 
-  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./aws-security.md)*
   - **(2026)** [==GitHub: OKD4==](https://github.com/okd-project/okd/blob/master/README.md) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2026)** [==How-To Secure A Linux Server==](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux-dev-env.md)*
   - **(2026)** [==nicolaka/netshoot==](https://github.com/nicolaka/netshoot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [==github.com: openshift cheat sheet 3==](https://github.com/mhausenblas/openshift-cheat-sheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devops-tools.md)*
   - **(2026)** [==ahmetb/kubectl-aliases==](https://github.com/ahmetb/kubectl-aliases) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
   - **(2026)** [==complete-alias==](https://github.com/cykerway/complete-alias) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
   - **(2024)** [==wcurl==](https://github.com/curl/wcurl) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
+  - **(2024)** [==Idealista: This ansible role installs a Prometheus Node Exporter in a debian environment==](https://github.com/idealista/prometheus_jmx_exporter_role) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2024)** [==orgrim/pg_back: Simple backup tool for PostgreSQL==](https://github.com/orgrim/pg_back) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2024)** [==SHMIG==](https://github.com/mbucc/shmig) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2024)** [==Idealista: This ansible role installs a Prometheus Node Exporter in a debian environment==](https://github.com/idealista/prometheus_jmx_exporter_role) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2023)** [==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for' Network Intrusion==](https://github.com/cybersecsi/HOUDINI) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2022)** [==Kubernetes Scripts==](https://github.com/eldada/kubernetes-scripts) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [==github.com/lensesio/fast-data-dev (Lenses Box)==](https://github.com/lensesio/fast-data-dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2022)** [==MicroK8s & Kubernetes security benchmark from CIS==](https://github.com/didier-durand/microk8s-kube-bench) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
-  - **(2021)** [==bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course==](https://github.com/bmuschko/ckad-crash-course) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [==github.com/lensesio/fast-data-dev (Lenses Box)==](https://github.com/lensesio/fast-data-dev) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [==Jenkins-X + Tekton on OpenShift==](https://github.com/openshift/tektoncd-pipeline-operator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
+  - **(2021)** [==bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course==](https://github.com/bmuschko/ckad-crash-course) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [==github.com/cloudogu/gitops-playground#example-applications==](https://github.com/cloudogu/gitops-playground) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./gitops.md)*
   - **(2021)** [==**k8s-tew**==](https://github.com/darxkies/k8s-tew) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
   - **(2021)** [==Kata Containers on MicroK8s==](https://github.com/didier-durand/microk8s-kata-containers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
   - **(2020)** [==Get applied and effective apiVersion from Kubernetes objects==](https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2020)** [==Jenkins Docker Image for Openshift v3==](https://github.com/openshift/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2020)** [==Simplenetes==](https://github.com/simplenetes-io/simplenetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-alternatives.md)*
+  - **(2020)** [==Jenkins Docker Image for Openshift v3==](https://github.com/openshift/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./openshift-pipelines.md)*
   - **(2018)** [==github: Steps I used to install Nagios in the cloud==](https://github.com/andrewpuch/nagios_setup) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2013)** [==github.com/zsh-users/zsh-autosuggestions 🌟==](https://github.com/zsh-users/zsh-autosuggestions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2010)** [==Kubetail 🌟==](https://github.com/johanhaleby/kubetail) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2009)** [==Oh My Zsh==](https://ohmyz.sh) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
-  - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2025)** [**github.com/jonmosco/kube-ps1 ⭐**](https://github.com/jonmosco/kube-ps1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [**Quarkus Images**](https://github.com/quarkusio/quarkus-images) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./java_frameworks.md)*
   - **(2021)** [**ssbostan/jenkins-tutorial 🌟**](https://github.com/ssbostan/jenkins-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./jenkins.md)*
-  - **(2018)** [**trimstray/test-your-sysadmin-skills**](https://github.com/trimstray/test-your-sysadmin-skills) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
+  - **(2018)** [**trimstray/test-your-sysadmin-skills**](https://github.com/trimstray/test-your-sysadmin-skills) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2014)** [**Linux networking examples and tutorials for advanced users**](https://github.com/knorrie/network-examples) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2025)** [kvaps/kubectl-node-shell](https://github.com/kvaps/kubectl-node-shell) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2023)** [kube-backup: Kubernetes resource state sync to git](https://github.com/pieterlange/kube-backup) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-backup-migrations.md)*
-  - **(2022)** [javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./api.md)*
   - **(2022)** [seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere](https://blog.seifbassem.com/blogs/posts/azure-arc-ssh) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2022)** [javarevisited.blogspot.com: How to send POST Request with JSON Payload using Curl Command in Linux to Test RESTful Web Services?](https://javarevisited.blogspot.com/2022/08/how-to-post-json-data-with-curl-command.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./api.md)*
   - **(2021)** [Kubernetes setup with CRI-O Runtime](https://github.com/msfidelis/kubernetes-with-cri-o) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2021)** [github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](https://github.com/redhatdemocentral/ocp-install-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2021)** [hashinteractive.com: MONGODUMP AND MONGORESTORE VS MONGOEXPORT AND MONGOIMPORT](https://hashinteractive.com/blog/mongodump-and-mongorestore-vs-mongoexport-and-mongoimport) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2021)** [github.com/redhatdemocentral: OpenShift Container Platform Install Demo' 🌟](https://github.com/redhatdemocentral/ocp-install-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2020)** [github.com/kelseyhightower: Serverless Vault with Cloud Run](https://github.com/kelseyhightower/serverless-vault-with-cloud-run) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2019)** [groundnuty/k8s-wait-for 🌟](https://github.com/groundnuty/k8s-wait-for) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2016)** [zshdb.readthedocs.io](https://zshdb.readthedocs.io/en/latest) 🌟🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
@@ -3668,9 +3668,6 @@ Resources indexed by their primary source language or document format.
   - **(2020)** [asdf-kubectl](https://github.com/asdf-community/asdf-kubectl) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2019)** [Kubernetes v1.16 API deprecation testing](https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f) 🌟🌟 [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-releases.md)*
   - **(2016)** [Avoiding pitfalls running Mongo 3.2 in Docker on OSX](https://iainhunter.wordpress.com/2016/01/12/avoiding-pitfalls-running-mongo-3-2-in-docker-on-osx) 🌟🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./nosql.md)*
-  - **(2026)** [KIE Server](https://hub.docker.com/r/jboss/kie-server) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./postman.md)*
-  - **(2026)** [github.com/sclorg/](https://github.com/sclorg) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
-  - **(2026)** [github.com/sclorg/mariadb-container](https://github.com/sclorg/mariadb-container) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2026)** [Bash and Expect Snippets](https://www.igoroseledko.com/bash-and-expect-snippets) [LEGACY] [SHELL CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [lzone.de/cheat-sheet/Maven](https://lzone.de) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [journaldev.com](https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
@@ -3687,33 +3684,36 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [codingharbour.com: kafkacat cheatsheet](https://codingharbour.com/kafkacat-cheatsheet) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubectl-commands.md)*
+  - **(2026)** [KIE Server](https://hub.docker.com/r/jboss/kie-server) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./postman.md)*
+  - **(2026)** [github.com/sclorg/](https://github.com/sclorg) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
+  - **(2026)** [github.com/sclorg/mariadb-container](https://github.com/sclorg/mariadb-container) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2025)** [openobserve/debug-container](https://github.com/openobserve/debug-container) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [galaxy.ansible.com/cloudalchemy/node-exporter](https://galaxy.ansible.com/cloudalchemy/node-exporter) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2024)** [github.com: Openshift 4 training](https://github.com/openshift/training) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2024)** [github.com/Reaimua/AWS-CLI-Uploader-Project](https://github.com/Reaimua/AWS-CLI-Uploader-Project) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2024)** [blog.techiescamp.com: wcurl: A Simple Wrapper for curl to download files](https://blog.techiescamp.com/docs/wcurl) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./linux.md)*
   - **(2024)** [Telegraf Ansible Role](https://github.com/rossmcdonald/telegraf) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2024)** [galaxy.ansible.com/UnderGreen/prometheus-node-exporter](https://galaxy.ansible.com/UnderGreen/prometheus-node-exporter) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
   - **(2024)** [galaxy.ansible.com/mesaguy/prometheus](https://galaxy.ansible.com/mesaguy/prometheus) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2024)** [github.com/Reaimua/AWS-CLI-Uploader-Project](https://github.com/Reaimua/AWS-CLI-Uploader-Project) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2023)** [gist.github.com: Creating and Publishing NuGet Packages](https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./dotnet.md)*
   - **(2023)** [iximiuz.com: How To Publish a Port of a Running Container 🌟](https://iximiuz.com/en/posts/docker-publish-port-of-running-container) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2023)** [iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](https://iximiuz.com/en/posts/docker-debug-slim-containers) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)*
-  - **(2023)** [developers.redhat.com: Remote container development with VS Code and Podman' 🌟](https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2023)** [KDBG: Small Kubernetes debugging container](https://github.com/nvucinic/kdbg) 🌟 [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-troubleshooting.md)*
+  - **(2023)** [developers.redhat.com: Remote container development with VS Code and Podman' 🌟](https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2023)** [bitnami/cluster-autoscaler](https://hub.docker.com/r/bitnami/cluster-autoscaler) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-autoscaling.md)*
-  - **(2023)** [gist.github.com: Creating and Publishing NuGet Packages](https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./dotnet.md)*
-  - **(2022)** [gitlab.com/redhatdemocentral 🌟](https://gitlab.com/redhatdemocentral) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2022)** [freecodecamp.org: How to Fork a GitHub Repository – A Complete Workflow](https://www.freecodecamp.org/news/how-to-fork-a-github-repository) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2022)** [freecodecamp.org: How to Create and Sync Git and GitHub Repositories](https://www.freecodecamp.org/news/create-and-sync-git-and-github-repositories) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2022)** [tylercipriani.com: GitHub's Missing Merge Option](https://tylercipriani.com/blog/2022/09/30/githubs-missing-merge-option) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2022)** [github.com/OvidiuBorlean/kubectl-sockperf](https://github.com/OvidiuBorlean/kubectl-sockperf) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [bhupesh.me: How I reduced the size of my very first published docker image by 40% - A lesson in dockerizing shell scripts 🌟](https://bhupesh.me/publishing-my-first-ever-dockerfile-optimization-ugit) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2022)** [github.com/metaleapca: metaleap-devops-in-k8s.pdf](https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-in-k8s.pdf) 🌟 [CASE STUDY] [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2022)** [opensource.com: Run containers on Linux without sudo in Podman](https://opensource.com/article/22/1/run-containers-without-sudo-podman) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
   - **(2022)** [redhat.com: How to replace Docker with Podman on a Mac, revisited](https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
   - **(2022)** [How to use the --privileged flag with container engines](https://www.redhat.com/en/blog/privileged-flag-container-engines) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
   - **(2022)** [dev.to: Containers without Docker (podman, buildah, and skopeo)](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./container-managers.md)*
-  - **(2022)** [github.com/OvidiuBorlean/kubectl-sockperf](https://github.com/OvidiuBorlean/kubectl-sockperf) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [freecodecamp.org: How to Fork a GitHub Repository – A Complete Workflow](https://www.freecodecamp.org/news/how-to-fork-a-github-repository) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2022)** [freecodecamp.org: How to Create and Sync Git and GitHub Repositories](https://www.freecodecamp.org/news/create-and-sync-git-and-github-repositories) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2022)** [tylercipriani.com: GitHub's Missing Merge Option](https://tylercipriani.com/blog/2022/09/30/githubs-missing-merge-option) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2022)** [bhupesh.me: How I reduced the size of my very first published docker image by 40% - A lesson in dockerizing shell scripts 🌟](https://bhupesh.me/publishing-my-first-ever-dockerfile-optimization-ugit) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./docker.md)*
+  - **(2022)** [gitlab.com/redhatdemocentral 🌟](https://gitlab.com/redhatdemocentral) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2022)** [tecmint.com: How to Calculate IP Subnet Address with ipcalc Tool](https://www.tecmint.com/calculate-ip-subnet-address-with-ipcalc-tool) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./networking.md)*
-  - **(2021)** [shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube](https://shipa.io/deploying-applications-on-kubernetes) [COMMUNITY-TOOL] [GUIDE] [SHELL CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2021)** [tommeramber/ocp-automations](https://github.com/tommeramber/ocp-automations) [COMMUNITY-TOOL] [SHELL CONTENT] β€” *Go to [Section](./ocp4.md)*
 
 *... and 82 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -3782,9 +3782,9 @@ Resources indexed by their primary source language or document format.
 Click to view 43 resources under Sql Content
 
   - **(2024)** [==github.com/enochtangg/quick-SQL-cheatsheet: Quick SQL Cheatsheet 🌟==](https://github.com/enochtangg/quick-SQL-cheatsheet) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2021)** [dagster.io: Postgres: a better message queue than Kafka?](https://dagster.io/blog/skip-kafka-use-postgres-message-queue) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML](https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2021)** [dagster.io: Postgres: a better message queue than Kafka?](https://dagster.io/blog/skip-kafka-use-postgres-message-queue) 🌟🌟🌟 [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2026)** [learn.crunchydata.com 🌟](https://www.crunchydata.com/developers/tutorials) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
   - **(2025)** [github.com/ABZ-Aaron: SQL Cheat Sheet 🌟](https://github.com/ABZ-Aaron/cheat-sheets) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2025)** [postgrescheatsheet.com](https://www.tigerdata.com/learn/postgres-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2024)** [intellipaat.com: SQL Commands Cheat Sheet](https://intellipaat.com/blog/tutorial/sql-tutorial/sql-commands-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
@@ -3794,13 +3794,16 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [datadoghq.com: PostgreSQL Cheatsheet](https://www.datadoghq.com/resources/datadog-postgresql-cheatsheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [github.com/swapnakpanda: SQL_CheatSheet.png](https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2023)** [opensource.com: MariaDB and mySQL cheat sheet](https://opensource.com/downloads/mariadb-mysql-cheat-sheet) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./cheatsheets.md)*
-  - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
   - **(2023)** [thenewstack.io: Why (and How) You Should Manage JSON with SQL](https://thenewstack.io/why-and-how-you-should-manage-json-with-sql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./yaml.md)*
+  - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./cloud-asset-inventory.md)*
   - **(2023)** [geeksforgeeks.org: Best Practices for SQL Query Optimization](https://www.geeksforgeeks.org/sql/best-practices-for-sql-query-optimizations) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2023)** [blog.eduguru.in: mysql create index on table](https://blog.eduguru.in/mysql-2/mysql-create-index-on-table) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2022)** [steampipe.io: Top 3 ways to improve GitHub org security](https://steampipe.io/blog/github-security-tips) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](https://www.crunchydata.com/blog/message-queuing-using-native-postgresql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2021)** [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
+  - **(2021)** [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
+  - **(2021)** [blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](https://www.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
   - **(2021)** [freecodecamp.org: SQL Join Types – Inner Join VS Outer Join Example](https://www.freecodecamp.org/news/sql-join-types-inner-join-vs-outer-join-example) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [freecodecamp.org: The SQL Inner Join Command: Example Syntax](https://www.freecodecamp.org/news/the-sql-inner-join-command-example-syntax) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [freecodecamp.org: SQL Inner Join – How to Join 3 Tables in SQL and MySQL](https://www.freecodecamp.org/news/sql-inner-join-how-to-join-3-tables-in-sql-and-mysql) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
@@ -3811,19 +3814,16 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly from Postgres](https://www.crunchydata.com/blog/generating-json-directly-from-postgres) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2021)** [blog.crunchydata.com: Postgres Indexes for Newbies](https://www.crunchydata.com/blog/postgres-indexes-for-newbies) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2021)** [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2021)** [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
-  - **(2021)** [blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](https://www.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
   - **(2020)** [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator) [LEGACY] [SQL CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2020)** [noti.st: Change Data Capture with Flink SQL and Debezium 🌟](https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2020)** [info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2020)** [towardsdatascience.com: You Should Use This to Visualize SQL Joins Instead of Venn Diagrams](https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
-  - **(2020)** [tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
   - **(2020)** [sysdig.com: Top 10 metrics in PostgreSQL monitoring with Prometheus 🌟](https://www.sysdig.com/blog/postgresql-monitoring) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2020)** [tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana](https://tech.marksblogg.com/clickhouse-prometheus-grafana.html) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./prometheus.md)*
+  - **(2020)** [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
   - **(2020)** [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
   - **(2020)** [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://www.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./crunchydata.md)*
+  - **(2020)** [towardsdatascience.com: You Should Use This to Visualize SQL Joins Instead of Venn Diagrams](https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2020)** [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query) [COMMUNITY-TOOL] [SQL CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2020)** [noti.st: Change Data Capture with Flink SQL and Debezium 🌟](https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
+  - **(2020)** [info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium) [COMMUNITY-TOOL] [GUIDE] [SQL CONTENT] β€” *Go to [Section](./message-queue.md)*
 
 

 
@@ -3863,11 +3863,11 @@ Resources indexed by their primary source language or document format.
 Click to view 8 resources under Terraform Content
 
   - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2025)** [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2025)** [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2024)** [learn.microsoft.com: Introduction to using Azure Verified Modules for Terraform](https://learn.microsoft.com/en-us/samples/azure-samples/avm-terraform-labs/avm-terraform-labs) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [registry.terraform.io/modules/markti/github-runner](https://registry.terraform.io/modules/markti/github-runner/azurerm) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./git.md)*
   - **(2023)** [techcommunity.microsoft.com: Azure landing zones custom archetypes using Terraform](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/azure-landing-zones-custom-archetypes-using-terraform/3791172) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2023)** [registry.terraform.io/modules/markti/github-runner](https://registry.terraform.io/modules/markti/github-runner/azurerm) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./git.md)*
   - **(2022)** [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./aws.md)*
   - **(2022)** [dev.to: Implement Azure AD Workload Identity on AKS with terraform](https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terraform-3oho) [COMMUNITY-TOOL] [TERRAFORM CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
@@ -3908,10 +3908,12 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 195 resources under Typescript Content
 
-  - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [==Tech Interview Handbook==](https://github.com/yangshun/tech-interview-handbook) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
   - **(2026)** [==Awesome Angular==](https://github.com/PatrickJS/awesome-angular) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./other-awesome-lists.md)*
-  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-client-libraries.md)*
+  - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
+  - **(2026)** [==github.com/backstage/backstage==](https://github.com/backstage/backstage) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops.md)*
+  - **(2026)** [==Microsoft/azure-pipelines-tasks==](https://github.com/Microsoft/azure-pipelines-tasks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2026)** [==cdk8s==](https://github.com/cdk8s-team/cdk8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==React+TypeScript Cheatsheets==](https://github.com/typescript-cheatsheets/react) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cheatsheets.md)*
   - **(2026)** [==**GitHub build-push-action**==](https://github.com/docker/build-push-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./docker.md)*
   - **(2026)** [==Docker==](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-docker) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
@@ -3923,38 +3925,35 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [==Draw.io Integration==](https://marketplace.visualstudio.com/items?itemName=hediet.vscode-drawio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [==GitHub Pull Requests and Issues 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.vscode-pull-request-github) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [==marketplace.visualstudio.com: GitHub Repositories 🌟==](https://marketplace.visualstudio.com/items?itemName=GitHub.remotehub) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2026)** [==cal.com==](https://cal.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./appointment-scheduling.md)*
-  - **(2026)** [==Backstage Developer Portal:==](https://backstage.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./developerportals.md)*
-  - **(2026)** [==mockoon 🌟==](https://mockoon.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2026)** [==excalidraw.com==](https://excalidraw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2026)** [==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==](https://github.com/awslabs/cdk-eks-blueprints) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
-  - **(2026)** [==Microsoft/azure-pipelines-tasks==](https://github.com/Microsoft/azure-pipelines-tasks) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2026)** [==joplin==](https://github.com/laurent22/joplin) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./project-management-tools.md)*
   - **(2026)** [==Lens Kubernetes IDE 🌟==](https://lenshq.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2025)** [==github.com/aws-samples/aws-customer-playbook-framework 🌟==](https://github.com/aws-samples/aws-customer-playbook-framework) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [==GitHub MCP Server==](https://github.com/modelcontextprotocol/servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
-  - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops-tools.md)*
-  - **(2025)** [==terraform-cdk 🌟==](https://github.com/hashicorp/terraform-cdk) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2025)** [==github.com/microsoft/pyright==](https://github.com/microsoft/pyright) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./python.md)*
-  - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./iac.md)*
+  - **(2026)** [==excalidraw.com==](https://excalidraw.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
+  - **(2026)** [==Backstage Developer Portal:==](https://backstage.io) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./developerportals.md)*
+  - **(2026)** [==mockoon 🌟==](https://mockoon.com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./api.md)*
   - **(2025)** [==saml-to/assume-aws-role-action==](https://github.com/saml-to/assume-aws-role-action) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
-  - **(2024)** [==github.com/microsoft: Contoso Traders - Cloud testing tools demo app==](https://github.com/microsoft/contosotraders-cloudtesting) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2025)** [==AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot==](https://github.com/Azure/AZVerify) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./iac.md)*
+  - **(2025)** [==Azure DevOps MCP Server==](https://github.com/microsoft/azure-devops-mcp) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devops-tools.md)*
+  - **(2025)** [==github.com/microsoft/pyright==](https://github.com/microsoft/pyright) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./python.md)*
+  - **(2025)** [==github.com/aws-samples/aws-customer-playbook-framework 🌟==](https://github.com/aws-samples/aws-customer-playbook-framework) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2025)** [==terraform-cdk 🌟==](https://github.com/hashicorp/terraform-cdk) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
+  - **(2025)** [==GitHub MCP Server==](https://github.com/modelcontextprotocol/servers) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./ai-agents-mcp.md)*
   - **(2024)** [==github.com/aws-samples/aws-cdk-stack-builder-tool==](https://github.com/aws-samples/aws-cdk-stack-builder-tool) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws.md)*
+  - **(2024)** [==Bridge to Kubernetes 🌟==](https://github.com/microsoft/mindaro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2024)** [==github.com/microsoft: Contoso Traders - Cloud testing tools demo app==](https://github.com/microsoft/contosotraders-cloudtesting) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [==GitHub Copilot 🌟==](https://github.com/copilot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./git.md)*
   - **(2023)** [==Teleskope==](https://github.com/teleskopeView/teleskope_k8s) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2023)** [==GitHub Copilot 🌟==](https://github.com/copilot) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./devel-sites.md)*
-  - **(2023)** [==redpanda-data/kowl==](https://github.com/redpanda-data/console) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2023)** [==Grafana Faro 🌟==](https://grafana.com/oss/faro) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./grafana.md)*
   - **(2023)** [==automationqahub.com: How to build a Playwright Page Object Model==](https://automationqahub.com/how-to-build-playwright-page-object-model) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [==github.com: kiali==](https://github.com/kiali/kiali) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./istio.md)*
+  - **(2023)** [==redpanda-data/kowl==](https://github.com/redpanda-data/console) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2022)** [==github.com/oslabs-beta/oslabs==](https://github.com/oslabs-beta/KubernOcular) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2021)** [==kubeshop/monokle==](https://github.com/kubeshop/monokle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==github.com/giscus/giscus==](https://github.com/giscus/giscus) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./git.md)*
+  - **(2021)** [==kubeshop/monokle==](https://github.com/kubeshop/monokle) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2021)** [==willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator==](https://github.com/willdady/cdk-iam-credentials-rotator) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-security.md)*
   - **(2017)** [==Azure/vscode-kubernetes-tools 🌟==](https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2016)** [==GitLens interactive rebase==](https://github.com/gitkraken/vscode-gitlens) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./rancher.md)*
   - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**MongoDB for VS Code**](https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: GitOps Tools for Flux 🌟**](https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
@@ -3973,17 +3972,18 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [**Azure Resource Manager (ARM) Tools 🌟**](https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**IAM Legend**](https://marketplace.visualstudio.com/items?itemName=SebastianBille.iam-legend) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [**marketplace.visualstudio.com: Azure App Service for Visual Studio Code**](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
+  - **(2026)** [**rancherdesktop.io**](https://rancherdesktop.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./rancher.md)*
   - **(2026)** [**github.com/openshift/console 🌟**](https://github.com/openshift/console) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
   - **(2025)** [**Rancher Desktop 🌟**](https://github.com/rancher-sandbox/rancher-desktop) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2025)** [**Google Agents CLI**](https://github.com/google/agents-cli) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
   - **(2025)** [**Brainboard 🌟**](https://www.brainboard.co) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2025)** [**kubeshop.github.io/monokle**](https://docs.monokle.io) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2024)** [**DVC**](https://marketplace.visualstudio.com/items?itemName=Iterative.dvc) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2024)** [**kui.tools 🌟**](https://kui.tools) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2023)** [**cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot**](https://github.com/cremich/cdk-bill-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./finops.md)*
   - **(2023)** [**infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions**](https://www.infoq.com/news/2023/04/cdk-terraform-convert) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2023)** [**automationqahub.com: How to Configure Playwright**](https://automationqahub.com/how-to-install-playwright-tool) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**automationqahub.com: How to Configure multiple environments in Playwright**](https://automationqahub.com/how-to-configure-multiple-environments-in-playwright) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2023)** [**cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot**](https://github.com/cremich/cdk-bill-bot) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./finops.md)*
   - **(2020)** [**github.com/hayao-k/cdk-ecr-image-scan-notify**](https://github.com/hayao-k/cdk-ecr-image-scan-notify) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [TYPESCRIPT CONTENT] β€” *Go to [Section](./aws-newfeatures.md)*
   - **(2026)** [github.com/komodorio/validkube](https://github.com/komodorio/validkube) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2026)** [Turbo Console Log](https://marketplace.visualstudio.com/items?itemName=ChakrounAnas.turbo-console-log) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
@@ -3993,21 +3993,21 @@ Resources indexed by their primary source language or document format.
   - **(2026)** [marketplace.visualstudio.com: CodeSnap](https://marketplace.visualstudio.com/items?itemName=adpyke.codesnap) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2026)** [Discord Presence Theme](https://marketplace.visualstudio.com/items?itemName=icrawl.discord-vscode) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
   - **(2024)** [Kodiak](https://kodiakhq.com) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2024)** [Isoflow](https://isoflow.io) 🌟🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2024)** [kubevious 🌟🌟](https://github.com/kubevious/kubevious) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2024)** [loft.sh: Kubernetes Dashboards: Headlamp](https://www.vcluster.com/blog/kubernetes-dashboards-headlamp) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2024)** [k8z.dev: A lightweight, modern mobile and desktop application for manage kubernetes. Easily for use fast, secure](https://k8z.dev) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2024)** [github.com/unxsist/jet-pilot](https://github.com/unxsist/jet-pilot) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2024)** [Lens Resource Map extension](https://github.com/nevalla/lens-resource-map-extension) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2024)** [Isoflow](https://isoflow.io) 🌟🌟🌟 [EMERGING] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2023)** [dev.to/aws-builders: Unleashing the Power of CDK and Terraform in Cloud Deployments](https://dev.to/aws-builders/unleashing-the-power-of-cdk-and-terraform-in-cloud-deployments-5680) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [cfn-diagram 🌟](https://github.com/mhlabs/cfn-diagram) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2023)** [blog.flant.com: Kui β€” a β€œhybrid” CLI/GUI application for working with Kubernetes](https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
+  - **(2023)** [cfn-diagram 🌟](https://github.com/mhlabs/cfn-diagram) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cloud-arch-diagrams.md)*
   - **(2022)** [Azure-Samples/azure-pipelines-remote-tasks](https://github.com/Azure-Samples/azure-pipelines-remote-tasks) 🌟🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2019)** [kubernetes-sigs/kui](https://github.com/kubernetes-retired/kui) 🌟🌟🌟 [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./iac.md)*
   - **(2026)** [m9sweeper/m9sweeper](https://github.com/m9sweeper/m9sweeper) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2026)** [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./cicd.md)*
   - **(2026)** [React Pure To Class](https://marketplace.visualstudio.com/items?itemName=angryobject.react-pure-to-class-vscode) 🌟🌟 [LEGACY] [TYPESCRIPT CONTENT] β€” *Go to [Section](./visual-studio.md)*
-  - **(2025)** [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./ai.md)*
+  - **(2025)** [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) 🌟🌟 [COMMUNITY-TOOL] [TYPESCRIPT CONTENT] β€” *Go to [Section](./kubernetes.md)*
 
 *... and 95 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
 

@@ -4155,28 +4155,28 @@ Resources indexed by their primary source language or document format.
 

 Click to view top 100 of 417 resources under Yaml Content
 
-  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==github.com/redhat-cop/gitops-catalog==](https://github.com/redhat-cop/gitops-catalog) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./ocp4.md)*
+  - **(2026)** [==github.com/k8spatterns/examples==](https://github.com/k8spatterns/examples) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2026)** [==Ansible Role - Kubernetes (Jeff Geerling)==](https://github.com/geerlingguy/ansible-role-kubernetes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-on-premise.md)*
   - **(2026)** [==Apache Airflow official helm chart 🌟==](https://airflow.apache.org/docs/helm-chart) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2025)** [==Raspbernetes - Kubernetes Cluster: k8s-gitops==](https://github.com/xUnholy/k8s-gitops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2025)** [==microsoft/azure-pipelines-yaml: Azure Pipelines YAML 🌟==](https://github.com/microsoft/azure-pipelines-yaml) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2025)** [==Raspbernetes - Kubernetes Cluster: k8s-gitops==](https://github.com/xUnholy/k8s-gitops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2024)** [==Ansible for DevOps Examples==](https://github.com/geerlingguy/ansible-for-devops) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./devops.md)*
-  - **(2024)** [==github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux==](https://github.com/onedr0p/cluster-template) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./flux.md)*
-  - **(2024)** [==OpenShift Tekton pipelines==](https://www.redhat.com/en/topics/devops/what-cicd-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./tekton.md)*
   - **(2024)** [==github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟==](https://github.com/nnellans/ado-pipelines-guide) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2024)** [==OpenShift Tekton pipelines==](https://www.redhat.com/en/topics/devops/what-cicd-pipeline) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./tekton.md)*
+  - **(2024)** [==github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux==](https://github.com/onedr0p/cluster-template) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./flux.md)*
+  - **(2023)** [==Azure-Samples/azure-pipelines-variable-templates==](https://github.com/Azure-Samples/azure-pipelines-variable-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2023)** [==OpenShift Pipelines Catalog==](https://github.com/openshift/pipelines-catalog) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [==youtube: Stop using shared secrets! CI/CD authentication the proper way==](https://www.youtube.com/watch?v=sd2wuAVush4) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./terraform.md)*
-  - **(2023)** [==Azure-Samples/azure-pipelines-variable-templates==](https://github.com/Azure-Samples/azure-pipelines-variable-templates) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
-  - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2022)** [==kubernetes-common-services==](https://github.com/ManagedKube/kubernetes-common-services) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
   - **(2022)** [==github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)==](https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [==k8s-security-policies==](https://github.com/raspbernetes/k8s-security-policies) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2022)** [==linkedin.com: Selenium 4 and Grid Integration with Kubernetes 🌟==](https://www.linkedin.com/pulse/selenium-4-grid-integration-kubernetes-rishi-khanna) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
-  - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [==bmuschko/ckad-prep==](https://github.com/bmuschko/ckad-prep) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2021)** [==OpenSLO specification 🌟==](https://github.com/OpenSLO/OpenSLO) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./sre.md)*
+  - **(2021)** [==ahmetb/kubernetes-network-policy-recipes 🌟==](https://github.com/ahmetb/kubernetes-network-policy-recipes) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./kubernetes-networking.md)*
   - **(2021)** [==Kubectl output options 🌟==](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2021)** [==opensource.google: Prometheus SLO example==](https://github.com/google/prometheus-slo-burn-example) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./prometheus.md)*
-  - **(2021)** [==OpenSLO specification 🌟==](https://github.com/OpenSLO/OpenSLO) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [YAML CONTENT] β€” *Go to [Section](./sre.md)*
   - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2020)** [==Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟==](https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./registries.md)*
   - **(2026)** [**Ansible Role: Docker 🌟**](https://github.com/geerlingguy/ansible-role-docker) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
@@ -4184,43 +4184,44 @@ Resources indexed by their primary source language or document format.
   - **(2024)** [**github.com/k3s-io/k3s-ansible 🌟**](https://github.com/k3s-io/k3s-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2024)** [**techno-tim/k3s-ansible**](https://github.com/timothystewart6/k3s-ansible) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./rancher.md)*
   - **(2024)** [**click-to-deploy/sonarqube**](https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./sonarqube.md)*
-  - **(2023)** [**fluxcd/flux2-multi-tenancy**](https://github.com/fluxcd/flux2-multi-tenancy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./flux.md)*
   - **(2023)** [**dev.to: KeyCloak with Nginx Ingress**](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
   - **(2023)** [**adamtheautomator.com: How To Perform a MongoDB Kubernetes Installation 🌟**](https://adamtheautomator.com/mongodb-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
+  - **(2023)** [**fluxcd/flux2-multi-tenancy**](https://github.com/fluxcd/flux2-multi-tenancy) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./flux.md)*
   - **(2023)** [**hub.helm.sh/charts/oteemo/sonarqube**](https://artifacthub.io/packages/helm/oteemo/sonarqube) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./sonarqube.md)*
-  - **(2022)** [**blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 1**](https://palark.com/blog/best-practices-kubernetes-part-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2022)** [**dev.to: The most elegant way to performance test your microservices running on Kubernetes**](https://dev.to/ksingh7/the-most-elegant-way-to-performance-test-your-microservices-running-on-kubernetes-2mo2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
   - **(2022)** [**confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault**](https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2022)** [**blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 1**](https://palark.com/blog/best-practices-kubernetes-part-1) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2022)** [**thenewstack.io: Deploy MongoDB in a Container, Access It Outside the Cluster**](https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2022)** [**dev.to: The most elegant way to performance test your microservices running on Kubernetes**](https://dev.to/ksingh7/the-most-elegant-way-to-performance-test-your-microservices-running-on-kubernetes-2mo2) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./performance-testing-with-jenkins-and-jmeter.md)*
   - **(2022)** [**docs.ansible.com: YAML anchors and aliases: sharing variable values**](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./yaml.md)*
   - **(2022)** [**blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress**](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./api.md)*
-  - **(2022)** [**thenewstack.io: Deploy MongoDB in a Container, Access It Outside the Cluster**](https://thenewstack.io/deploy-mongodb-in-a-container-access-it-outside-the-cluster) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./nosql.md)*
+  - **(2021)** [**blog.sighup.io: How to run Keycloak in HA on Kubernetes**](https://blog.sighup.io/keycloak-ha-on-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2021)** [**galaxy.ansible.com/nginxinc/nginx_core**](https://galaxy.ansible.com/nginxinc/nginx_core) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2021)** [**github.com/oravirt/ansible-oracle**](https://github.com/oravirt/ansible-oracle) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2021)** [**blog.sighup.io: How to run Keycloak in HA on Kubernetes**](https://blog.sighup.io/keycloak-ha-on-kubernetes) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
-  - **(2021)** [**flink.apache.org: How to natively deploy Flink on Kubernetes with High-Availability (HA)**](https://flink.apache.org/2021/02/10/native-k8s-with-ha.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [**github.com/kostis-codefresh: How to Model Your Gitops Environments with' kustomize 🌟**](https://github.com/kostis-codefresh/gitops-environment-promotion) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./kustomize.md)*
+  - **(2021)** [**flink.apache.org: How to natively deploy Flink on Kubernetes with High-Availability (HA)**](https://flink.apache.org/2021/02/10/native-k8s-with-ha.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2020)** [**thorsten-hans.com: Encrypt your Kubernetes Secrets with Mozilla SOPS**](https://www.thorsten-hans.com/encrypt-your-kubernetes-secrets-with-mozilla-sops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2020)** [**blog.getambassador.io: Step-by-Step Centralized Authentication for Kubernetes with Keycloak and the Ambassador Edge Stack**](https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
   - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./jenkins-alternatives.md)*
   - **(2025)** [ansible-role-jenkins](https://github.com/geerlingguy/ansible-role-jenkins) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2025)** [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2024)** [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2024)** [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2024)** [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2024)** [github.com/marketplace: Automating your Kubernetes dev environments with' the open source oktetohq Cloud got easier with GitHub Actions](https://github.com/marketplace?query=publisher%3Aokteto&type=actions) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
-  - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2023)** [kubernetes.io: Multi-tenancy 🌟🌟🌟](https://kubernetes.io/docs/concepts/security/multi-tenancy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
-  - **(2023)** [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2023)** [github.com/myspotontheweb/gitops-workloads-demo](https://github.com/myspotontheweb/gitops-workloads-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./argo.md)*
   - **(2023)** [dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!](https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2023)** [artifacthub.io: mlflow-server](https://artifacthub.io/packages/helm/mlflowserver/mlflow-server) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2022)** [Ansistrano](https://github.com/ansistrano) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
-  - **(2022)** [patrick.easte.rs: Forging an optimal MetalLB configuration](https://patrick.easte.rs/post/2022/forging-optimal-metallb-config) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [adaltas.com: Ingresses and Load Balancers in Kubernetes with MetalLB and' nginx-ingress](https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [infracloud.io: Securing Kubernetes Cluster using Kubescape and kube-bench](https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
-  - **(2022)** [tutorials.virtualan.io: Idaithalam - Lowcode Test Automation](https://tutorials.virtualan.io) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
+  - **(2023)** [kubernetes.io: Multi-tenancy 🌟🌟🌟](https://kubernetes.io/docs/concepts/security/multi-tenancy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
+  - **(2023)** [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2023)** [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2023)** [github.com/myspotontheweb/gitops-workloads-demo](https://github.com/myspotontheweb/gitops-workloads-demo) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./argo.md)*
   - **(2022)** [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
   - **(2022)** [sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./azure.md)*
+  - **(2022)** [infracloud.io: Securing Kubernetes Cluster using Kubescape and kube-bench](https://www.infracloud.io/blogs/securing-kubernetes-cluster-kubescape-kubebench) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [patrick.easte.rs: Forging an optimal MetalLB configuration](https://patrick.easte.rs/post/2022/forging-optimal-metallb-config) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [adaltas.com: Ingresses and Load Balancers in Kubernetes with MetalLB and' nginx-ingress](https://www.adaltas.com/en/2022/09/08/kubernetes-metallb-nginx) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes-tools.md)*
+  - **(2022)** [Ansistrano](https://github.com/ansistrano) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
+  - **(2022)** [tutorials.virtualan.io: Idaithalam - Lowcode Test Automation](https://tutorials.virtualan.io) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./test-automation-frameworks.md)*
+  - **(2021)** [towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments](https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
   - **(2021)** [blog.brujordet.no: Using custom hardware in kubernetes](https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2021)** [ssbostan/jenkins-stack-kubernetes 🌟](https://github.com/ssbostan/jenkins-stack-kubernetes) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
   - **(2021)** [strimzi.io: Using Kubernetes Configuration Provider to load data from Secrets and Config Maps](https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data-from-secrets-and-config-maps) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
@@ -4228,30 +4229,29 @@ Resources indexed by their primary source language or document format.
   - **(2021)** [confluent.io: Monitoring Your Event Streams: Integrating Confluent with Prometheus and Grafana](https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [developers.redhat.com: Deploying the Mosquitto MQTT message broker on Red Hat OpenShift, Part 1](https://developers.redhat.com/blog/2021/04/16/deploying-the-mosquitto-mqtt-message-broker-on-red-hat-openshift-part-1) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2021)** [redhat.com: Monitoring Apache Airflow using Prometheus](https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2021)** [towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments](https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./mlops.md)*
-  - **(2020)** [GitHub: redhat-cop OpenShift Toolkit Network Policy 🌟](https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2020)** [jenkins-x.io: Setting up the secrets for your installation](https://jayex.io/v3/admin/setup/secrets) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./devsecops.md)*
+  - **(2020)** [GitHub: redhat-cop OpenShift Toolkit Network Policy 🌟](https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./openshift.md)*
   - **(2020)** [developers.redhat.com: how easy to deploy and configure a Kafka Connect on Kubernetes through strimziio operator and use secrets](https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-connect-configuration) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2020)** [developers.redhat.com: Connecting external clients to Red Hat AMQ Broker on Red Hat OpenShift](https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
   - **(2018)** [Kubernetes DaemonSet that enables a direct shell on each Node using SSH to localhost](https://gist.github.com/xandout/8d24558c75c53f3cb8bf0a97ec25fcfc) 🌟🌟🌟 [LEGACY] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2017)** [developers.redhat.com: JDBC Master-Slave Persistence setup with Activemq using Postgresql database](https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database) 🌟🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./message-queue.md)*
-  - **(2023)** [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ansible.md)*
   - **(2023)** [GitHub redhat-cop: Ansible Role 🌟](https://github.com/redhat-cop/infra-ansible) 🌟🌟 [ENTERPRISE-STABLE] [YAML CONTENT] β€” *Go to [Section](./ocp3.md)*
+  - **(2023)** [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery' with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2023)** [blog.tekspace.io: Deploying Kubernetes Dashboard in K3S Cluster](https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./kubernetes-based-devel.md)*
   - **(2022)** [debianmaster/actions-k3s](https://github.com/debianmaster/actions-k3s) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2021)** [StarpTech/k-andy](https://github.com/StarpTech/k-andy) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2021)** [ssbostan/jenkins-stack-docker](https://github.com/ssbostan/jenkins-stack-docker) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2021)** [StarpTech/k-andy](https://github.com/StarpTech/k-andy) 🌟🌟 [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2019)** [Configure bitbucket-pipelines.yml to automatically merge feature branch to master?](https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222) 🌟🌟 [COMMUNITY-TOOL] [GUIDE] [YAML CONTENT] β€” *Go to [Section](./git.md)*
-  - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./GoogleCloudPlatform.md)*
+  - **(2026)** [Google Cloud Build](https://cloud.google.com/build) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./devops.md)*
   - **(2026)** [kyverno.io: Auto-Gen Rules for Pod Controllers](https://kyverno.io/docs/writing-policies/autogen) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./securityascode.md)*
   - **(2026)** [artifacthub.io: Official Helm charts for HAProxy and the HAProxy Kubernetes Ingress Controller on Artifact Hub 🌟](https://artifacthub.io/packages/search?repo=haproxytech) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
   - **(2026)** [prometheus-community.github.io: Prometheus Community Kubernetes Helm Charts 🌟](https://prometheus-community.github.io/helm-charts) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./helm.md)*
-  - **(2025)** [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2025)** [galaxy.ansible.com/ansible/product_demos 🌟](https://galaxy.ansible.com/ansible/product_demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./ai.md)*
   - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./kubernetes.md)*
   - **(2025)** [docs.cloudbees.com: Configuration as Code for CloudBees Core on modern cloud platforms](https://docs.cloudbees.com/docs/cloudbees-ci/latest/casc-controller/distribute-casc-bundles-from-oc) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./jenkins.md)*
+  - **(2025)** [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
+  - **(2025)** [galaxy.ansible.com/ansible/product_demos 🌟](https://galaxy.ansible.com/ansible/product_demos) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./demos.md)*
   - **(2025)** [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2025)** [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./terraform.md)*
   - **(2025)** [docs.ansible.com: Netbox Ansible Modules 🌟](https://docs.ansible.com/projects/ansible/latest/collections/netbox/netbox/index.html) [COMMUNITY-TOOL] [YAML CONTENT] β€” *Go to [Section](./networking.md)*
@@ -4283,7 +4283,7 @@ Resources indexed by their primary source language or document format.
 Click to view 2 resources under Yaml/Go Content
 
   - **(2024)** [**wardviaene/kubernetes-course**](https://github.com/wardviaene/kubernetes-course) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [YAML/GO CONTENT] β€” *Go to [Section](./demos.md)*
-  - **(2022)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) [COMMUNITY-TOOL] [YAML/GO CONTENT] β€” *Go to [Section](./databases.md)*
+  - **(2022)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) [COMMUNITY-TOOL] [YAML/GO CONTENT] β€” *Go to [Section](./managed-kubernetes-in-public-cloud.md)*
 
 

 
diff --git a/v2-docs/tekton.md b/v2-docs/tekton.md
index 804a5c08..4b50b01c 100644
--- a/v2-docs/tekton.md
+++ b/v2-docs/tekton.md
@@ -11,7 +11,7 @@ description: "Top Tekton resources for 2026, AI-ranked: github: Tekton Pipelines
 
 ## Cloud Native Delivery
 
-### CICD and GitOps
+### CICD
 
 #### Policy and Enforcement
 
@@ -29,7 +29,7 @@ description: "Top Tekton resources for 2026, AI-ranked: github: Tekton Pipelines
   - **(2022)** [piotrminkowski.com: Canary Release on Kubernetes with Knative and Tekton](https://piotrminkowski.com/2022/03/29/canary-release-on-kubernetes-with-knative-and-tekton) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates how to build automated canary deployments by chaining Knative's serverless scaling properties with Tekton delivery workflows. By defining declarative Knative service revisions, teams can systematically route a fraction of incoming traffic to green deployments while verifying performance telemetry. It delivers an excellent architectural design for self-healing serverless microservices.
 ## Continuous Integration and Delivery
 
-### Cloud Native CI-CD
+### CICD (1)
 
 #### Demonstrations and Demos
 
@@ -37,7 +37,10 @@ description: "Top Tekton resources for 2026, AI-ranked: github: Tekton Pipelines
 #### Governance and Community
 
   - **(2024)** [**Tekton community**](https://github.com/tektoncd/community) ⭐ 396  [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Features the repository hosting governance, contribution guidelines, design proposals (TEPs), and meeting schedules for the Tekton open-source ecosystem. Vital for understanding the community-driven roadmap, architecture reviews, and technical steering decisions shaping the future of Tekton CI/CD.
-#### OpenShift Pipelines
+#### Hybrid Integration
+
+  - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) [GROOVY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Details the technical cooperation between Jenkins, Jenkins X, and Tekton. It demonstrates how traditional Jenkins users can trigger Tekton's containerized cloud-native tasks, allowing teams to smoothly modernize their build architectures incrementally without completely rewriting their legacy Jenkinsfiles.
+#### Openshift Pipelines
 
   - **(2024)** [==OpenShift Tekton pipelines==](https://www.redhat.com/en/topics/devops/what-cicd-pipeline) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise overview of OpenShift Pipelines, Red Hat's native CI/CD solution built entirely on Tekton. Explains how OpenShift integrates Tekton into its developer console, securing execution with OpenShift RBAC, and offering out-of-the-box cluster tasks to streamline secure container builds.
 #### Release Analysis
@@ -56,14 +59,14 @@ description: "Top Tekton resources for 2026, AI-ranked: github: Tekton Pipelines
   - **(2021)** [tekline 🌟](https://github.com/joyrex2001/tekline) ⭐ 11  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores Tekline, a lightweight community-driven visualization and command-line helper tool for viewing the status of Tekton Pipeline runs. Bypasses the complex dashboard setups, providing developers with instant, readable feedback on pipeline step executions and container build logs directly in terminal dashboards.
 ## Platform Architecture
 
-### CICD
+### CICD (2)
 
 #### Tekton Pipelines (2)
 
   - **(2020)** [openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines) [YAML CONTENT]  [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces OpenShift Pipelines as the modern serverless, cloud-native standard built on the Tekton project. Explains how Tekton's CRD-first strategy delivers secure, isolated build containers without a centralized daemon or controller bottlenecks.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [CI/CD](./cicd.md) | [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/terraform.md b/v2-docs/terraform.md
index 6d8639cc..aa0b84af 100644
--- a/v2-docs/terraform.md
+++ b/v2-docs/terraform.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infracost and more β€” curated Cloud Native tools, guides and references."
+description: "Top Terraform resources for 2026, AI-ranked: tfenv, terraform-cdk and more β€” curated Cloud Native tools, guides and references."
 ---
 # Hashicorp Terraform and Packer. Kubernetes Boilerplates
 
@@ -24,8 +24,12 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Security
 
   - **(2023)** [dev.to/verifacrew: How to assume an AWS IAM role from a Service Account in EKS with Terraform](https://dev.to/verifacrew/how-to-assume-an-aws-iam-role-from-a-service-account-in-eks-with-terraform-28gd) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Walks through implementing AWS IAM Roles for Service Accounts (IRSA) inside EKS using Terraform configuration templates. Explains federated identity mapping via OpenID Connect (OIDC) to enable native Kubernetes service accounts to assume precise IAM roles. This guide enforces the Principle of Least Privilege for pod execution environments.
-### Multi-Account Setup
+### Multi-account Setup
 
+#### Governance
+
+  - **(2023)** [aws.amazon.com: AWS Control Tower](https://aws.amazon.com/controltower) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Official AWS product reference for AWS Control Tower, a managed service that streamlines multi-account governance and landing zone orchestration. It details how the platform enforces automated guardrails, visualizes enterprise health, and coordinates with AWS Organizations for centralized billing and policy compliance.
+  - **(2022)** [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical introduction to the AWS Control Tower Account Factory for Terraform (AFT), enabling GitOps-driven deployment of AWS accounts. Discusses custom pipeline orchestration and landing zone configurations that maintain strict security compliance metrics across large organizations.
 #### Strategy
 
   - **(2023)** [trek10.com: Control Tower: Then vs Now](https://caylent.com/insights) [NONE CONTENT]  [COMMUNITY-TOOL] β€” An evolutionary comparison of AWS landing zone patterns, comparing historic custom pipelines against modern managed AWS Control Tower architectures. It details best practices for organizational planning and highlights the shift toward managed control planes that simplify compliance overhead.
@@ -113,7 +117,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 
   - **(2024)** [**github.com/Azure/terraform-azurerm-caf-enterprise-scale**](https://github.com/Azure/terraform-azurerm-caf-enterprise-scale) ⭐ 961  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” The legacy enterprise scale module (CAF) for managing cloud landscapes. While a dominant historical template, engineering teams are transitioning toward Azure Verified Modules (AVM) for modern landing zones.
   - **(2023)** [**techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp Terraform**](https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071) [HCL CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An authoritative technical summary of how to implement Microsoft's Cloud Adoption Framework (CAF) Landing Zones using Terraform. Explains deep-seated architectural principles, governance models, and scalable networking blueprints aligned with official enterprise standards.
-#### Governance
+#### Governance (1)
 
   - **(2024)** [**registry.terraform.io/modules/Azure/lz-vending**](https://registry.terraform.io/modules/Azure/lz-vending) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Azure Landing Zone Subscription Vending module. It automates account lifecycle actions, network configurations, identity bindings, and security rules across enterprise multi-subscription landscapes.
 ### Monitoring (1)
@@ -162,7 +166,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### IaC (3)
 
   - **(2024)** [==registry.terraform.io: Terraform Azure Resources 🌟==](https://registry.terraform.io/modules/azurerm/resources/azure/latest) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official HashiCorp documentation registry detailing resource definitions and configuration syntax for the AzureRM provider. It acts as the definitive engineering blueprint for implementing cloud infrastructure, handling resource management, lifecycle controls, and API calls across the Azure cloud environment.
-## CICD Pipelines
+## CICD (1)
 
 ### Terraform
 
@@ -176,7 +180,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2025)** [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Detailed technical blueprint demonstrating the integration of automated security verification and configuration syntax checks inside Azure DevOps release steps for HashiCorp Terraform.
 ## Cloud DevOps
 
-### Infrastructure as Code
+### Infrastructure As Code
 
 #### Terraform Orchestration
 
@@ -223,7 +227,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2022)** [youtube: Three tier architecture using Terraform in AWs](https://www.youtube.com/watch?v=3uDxwNOtilU) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A step-by-step video architectural walkthrough showing how to build a dynamic three-tier AWS network structure via Terraform. Deploys segregated subnet tiers for the frontend web layer, application runtime, and RDS database layer.
 ### Azure (1)
 
-#### AKS and OpenShift Orchestration
+#### AKS and Openshift Orchestration
 
   - **(2022)** [techcommunity.microsoft.com: Can I create an Azure Red Hat OpenShift cluster in Terraform? Yes, you can!](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/can-i-create-an-azure-red-hat-openshift-cluster-in-terraform-yes-you-can/3670889) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An official Microsoft community blueprint discussing the declarative provisioning of Azure Red Hat OpenShift (ARO) using Terraform. It highlights networking prerequisites, service principal configuration, and automated cluster deployment architectures.
   - **(2021)** [gist.github.com/chadmcrowell: AKS w/Virtual Nodes (ACI)](https://gist.github.com/chadmcrowell/4d11b8a56aba3bdc32ea73c31104357b) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A practical Gist code blueprint illustrating how to integrate AKS with Virtual Nodes backed by Azure Container Instances (ACI). Provides a dynamic model for running containerized burst workloads serverlessly without additional VM node provisioning.
@@ -235,7 +239,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Legacy Migrations
 
   - **(2020)** [arnaudlheureux.io: Migrating Azure CAF landing zones to Terraform 0.13](https://www.arnaudlheureux.io/2020/10/02/migrating-azure-caf-landing-zones-on-terraform-0-13) [ADVANCED LEVEL]  [GUIDE] [LEGACY] β€” A historic technical retrospective outlining migration strategies when shifting legacy Microsoft CAF landing zone modules to Terraform 0.13. Illustrates handling state file adjustments and managing module loops.
-### Bare Metal and Multi-Cloud
+### Bare Metal and Multi-cloud
 
 #### Kubernetes Distributions
 
@@ -264,7 +268,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Platform Engineering
 
   - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction)  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical critique from Qovery discussing the boundaries of Terraform. Argues that while it is exceptional for static cloud resource layout, it remains ill-suited for real-time application deployment layers and dynamic developer self-service tasks.
-### Infrastructure as Code (1)
+### Infrastructure As Code (1)
 
 #### AWS Integrations
 
@@ -275,6 +279,9 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Best Practices
 
   - **(2021)** [opensource.com: My top 5 tips for setting up Terraform 🌟](https://opensource.com/article/21/8/terraform-tips)  [COMMUNITY-TOOL] β€” A brief structural best-practices post detailing the absolute essentials for early Terraform setups: remote backend locking, declarative module isolation, automated syntax checks, dry-run validations, and secret scrubbing.
+#### CICD (2)
+
+  - **(2021)** [scalefactory.com: Failing faster with terraform](https://scalefactory.com/blog/2021/10/13/failing-faster-with-terraform)  [COMMUNITY-TOOL] [GUIDE] β€” Discusses modern paradigms for catching HCL flaws early. Focuses on combining automated formatting commands, dynamic linters (e.g. tflint), local state validation, and policy checks directly inside developer pre-commit hooks.
 #### CLI Utilities
 
   - **(2025)** [==tfenv==](https://github.com/tfutils/tfenv) ⭐ 4939  [BASH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” A lightweight, highly adopted CLI utility for managing multiple concurrent local installations of Terraform. Crucial for platform engineers operating in multi-project environments where legacy workspaces require older HCL runtimes.
@@ -337,9 +344,6 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Terraform Practices
 
   - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) ⭐ 2473  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A definitive guide detailing patterns and antipatterns for structural Terraform designs. Features industry-accepted guidelines on monorepo layout, variable validation, dynamic module injection, and drift remediation within production enterprise clouds.
-#### Testing and CICD
-
-  - **(2021)** [scalefactory.com: Failing faster with terraform](https://scalefactory.com/blog/2021/10/13/failing-faster-with-terraform)  [COMMUNITY-TOOL] [GUIDE] β€” Discusses modern paradigms for catching HCL flaws early. Focuses on combining automated formatting commands, dynamic linters (e.g. tflint), local state validation, and policy checks directly inside developer pre-commit hooks.
 ### Linode
 
 #### Kubernetes Provisioning
@@ -355,9 +359,9 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Application Operations
 
   - **(2021)** [shipa.io: Terraform meets AppOps 🌟](https://shipa.io/terraform-meets-appops-2)  [CASE STUDY] [COMMUNITY-TOOL] β€” Details how integrating Shipa's AppOps architecture with declarative Terraform plans bridges the gap between infrastructure deployment and application runtime operations, giving application developers direct deployment capabilities.
-### Red Hat OpenShift
+### Red Hat Openshift
 
-#### Platform as Code
+#### Platform As Code
 
   - **(2022)** [Dzone: Platform as Code With Openshift and Terraform](https://dzone.com/articles/platform-as-code-with-openshift-amp-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An analytical piece detailing the 'Platform as Code' paradigm using OpenShift and Terraform. Explores enterprise automation strategies, state segregation, and declarative resource definitions for managing secure OpenShift enterprise clusters.
 ### Security and Identity
@@ -365,7 +369,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Compliance Auditing
 
   - **(2022)** [accurics.com: Terraform Security: Improving IaC Scans with Terraform Plan Output](https://www.tenable.com/cloud-security/products/cnapp) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Analyzes how importing serialized Terraform plan files (tfplan.json) into static analysis engines (now part of Tenable CNAPP) delivers far more precise security scans than analyzing static HCL files alone, thereby reducing false-positive rates.
-#### Policy as Code
+#### Policy As Code
 
   - **(2022)** [acloudguru.com: Securing your multi-cloud Terraform pipelines with policy-as-code](https://www.pluralsight.com/resources/blog/cloud/securing-your-multi-cloud-terraform-pipelines-with-policy-as-code) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Explores how to leverage modern Open Policy Agent (OPA) and Rego scripting to implement custom guardrails within multicloud CI/CD pipelines. Enables platform engineering teams to enforce automated regulatory compliance prior to resource creation.
 #### Secret Management
@@ -376,7 +380,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2021)** [Bridgecrew: Misconfigured Terraform Modules Are a Security Issue](https://thenewstack.io/bridgecrew-all-these-misconfigured-terraform-modules-are-a-security-issue)  [CASE STUDY] [COMMUNITY-TOOL] β€” Highlights the cybersecurity risks introduced by copying untrusted community-designed modules. Emphasizes the imperative for dev teams to perform automated static analysis and linting (e.g., using Checkov) in CI/CD pipelines to catch vulnerabilities pre-deployment.
 ### Terraform (1)
 
-#### CICD Integration
+#### CICD (3)
 
   - **(2021)** [circleci.com: Infrastructure as Code, part 1: create a Kubernetes cluster with Terraform](https://circleci.com/blog/learn-iac-part1) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A three-part structured technical guide exploring infrastructure-as-code deployment via CircleCI and Terraform. Focuses on orchestrating declarative Kubernetes clusters, building Docker artifacts, and coordinating continuous GitOps-driven deployment pipelines.
 #### Kubernetes Operators
@@ -384,7 +388,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2020)** [infoq.com: Managing Infrastructure from Kubernetes with the HashiCorp Terraform Operator](https://www.infoq.com/news/2020/04/terraform-operator-kubernetes) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural exploration of the HashiCorp Terraform Operator for Kubernetes. Demonstrates how operators reconcile external infrastructure dependencies dynamically via Kubernetes Custom Resource Definitions (CRDs).
 ### Virtualization and Compute
 
-#### Cloud-Init
+#### Cloud-init
 
   - **(2021)** [rpadovani.com: How to make Terraform waiting for cloud-init to finish on EC2 without SSH](https://rpadovani.com/terraform-cloudinit) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Addresses a common race condition by detailing how to orchestrate Terraform to hold resource readiness signals until cloud-init scripts complete execution, without resorting to vulnerable, direct SSH connections.
 ## Cloud Native
@@ -434,22 +438,25 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2020)** [Announcing Databricks Labs Terraform integration on AWS and Azure](https://www.databricks.com/blog/2020/09/11/announcing-databricks-labs-terraform-integration-on-aws-and-azure.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Announcement of the official integration allowing teams to provision Databricks workspaces, clusters, and notebook assets declaratively. Streamlines the delivery of automated data pipelines and data lakehouses within cloud-native platforms.
 ## DevOps (1)
 
-### Infrastructure as Code (2)
+### Infrastructure As Code (2)
 
 #### AI Integration
 
+##### Terraform (2)
+
+  - **(2024)** [Terraform 2.0 in Practice: Using AI to Generate Infrastructure as Code](https://markaicode.com/terraform-ai-infrastructure-as-code)  [COMMUNITY-TOOL] β€” Examines workflow improvements, automated code validation, and prompt-to-infrastructure engineering using modern LLM integrations in Terraform development lifecycles.
   - **(2026)** [**Terraform & OpenTofu Skill for AI Agents**](https://github.com/antonbabenko/terraform-skill) ⭐ 2012  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source Model Context Protocol (MCP) skill set built for AI agents. Simplifies parsing, validating, and managing Terraform and OpenTofu infrastructure configurations through intelligent, context-aware LLM tool calls.
 #### Pulumi
 
   - **(2026)** [==Pulumi: Infrastructure as Code in Any Programming Language==](https://github.com/pulumi/pulumi) ⭐ 25299  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, multi-cloud infrastructure platform that enables architects to build, deploy, and manage resources using general-purpose programming languages. Supports TypeScript, Go, Python, C#, and Java, using real language constructs like loops, functions, and standard testing libraries.
-#### Terraform (2)
+#### Terraform (3)
 
 ##### Secrets
 
   - **(2025)** [Ephemeral Values in Terraform](https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains the design and execution mechanics of Ephemeral Values introduced in modern Terraform releases. Discusses preventing credential leakages by keeping sensitive short-lived resources completely out of persistent state logs.
-## FinOps and Cloud Cost
+## Finops and Cloud Cost
 
-### IaC FinOps
+### IaC Finops
 
 #### Terraform Integration
 
@@ -466,7 +473,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Bare Metal
 
   - **(2026)** [==poseidon/typhoon==](https://github.com/poseidon/typhoon) ⭐ 2044  [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.
-### Infrastructure as Code (3)
+### Infrastructure As Code (3)
 
 #### Newsletters
 
@@ -491,14 +498,19 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Packer Documentation
 
   - **(2026)** [packer.io docs](https://developer.hashicorp.com/packer/docs) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation hub for Packer, containing technical references for builders, provisioners, and post-processors. Details syntax configurations for HCL templates, dynamic plugins, and integrating container/VM deployment images directly into CI/CD pipelines.
-## Infrastructure as Code (4)
+## Infrastructure As Code (4)
 
+### AI Integrations
+
+#### Validation and Testing
+
+  - **(2024)** [AI Meets Terraform: Prompt Strategies for Test Generation](https://masterpoint.io/blog/ai-meets-tf-prompt-strategies-for-test-generation) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores LLM prompting strategies designed to automatically generate high-quality integration testing assertions for Terraform infrastructure codebases. Outlines systematic framework specifications to minimize manual testing overhead.
 ### AWS (2)
 
 #### Arch Study
 
   - **(2017)** [The Segment AWS Stack](https://segment.com/blog/the-segment-aws-stack) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Segment's historic architectural deep dive discussing their infrastructure orchestration models over AWS. Captures early evolution of high-volume container deployments prior to widespread EKS standards.
-#### CI-CD Pipelines
+#### CICD (4)
 
   - **(2023)** [youtube: Terraform Tutorial for beginners | AWS Infrastructure as Code | Github Actions 🌟](https://www.youtube.com/playlist?list=PLlvAxgO7JdIXAzHx887zl-4no4X-CtiFu) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory training playlist that guides novice developers through AWS resources provisioning with Terraform. Focuses heavily on the mechanics of GitHub Actions pipelines as the automated execution engine.
 #### Legacy Tooling
@@ -544,7 +556,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2021)** [github.com/kuhlman-labs/terraform-azurerm-landing-zone](https://github.com/kuhlman-labs/terraform-azurerm-landing-zone) ⭐ 10  [HCL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” A community-focused Terraform module aiming to lay down Azure Landing Zone (ALZ) foundations. Facilitates enterprise-level governance, subscription nesting, management groups, and base platform networking constructs.
 ### Best Practices (1)
 
-#### Anti-Patterns
+#### Anti-patterns
 
   - **(2022)** [thenewstack.io: Terraform’s Best Practices and Pitfalls](https://thenewstack.io/terraforms-best-practices-and-pitfalls) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A diagnostic review examining common Terraform design errors, including monolithic state layouts and static credentials hardcoding. Provides engineering strategies to partition large state networks, establishing solid boundary scopes for cloud infrastructure.
 #### Case Studies
@@ -576,9 +588,12 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Frameworks
 
   - **(2025)** [==terraform-cdk 🌟==](https://github.com/hashicorp/terraform-cdk) ⭐ 5077  [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Cloud Development Kit for Terraform (CDKTF) allowing engineers to write imperative application code (TypeScript, Python, Java) to define declarative infrastructure assets. A strong choice for teams moving away from HCL syntax.
-### CICD and Automation
+### CICD (5)
 
-#### GitHub Actions
+#### Build Automation
+
+  - **(2023)** [buildkite.com: Manage your CI/CD resources as Code with Terraform](https://buildkite.com/resources/blog/manage-your-ci-cd-resources-as-code-with-terraform) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores how Buildkite resources (pipelines, agents, clusters) can be deterministically provisioned and versioned using Terraform providers. Emphasizes the architectural shift from manual web-console administration to auditable, pull-request-driven CI/CD configuration management. Live grounding shows that this GitOps approach prevents pipeline configuration drift and aligns security configurations across corporate repositories.
+#### Github Actions
 
   - **(2023)** [dev.to/bhanufyi: Effective Terraform Variable Management in GitHub Actions](https://dev.to/bhanufyi/effective-terraform-variable-management-in-github-actions-488l) [YAML/HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates advanced workflows for parsing complex inputs, map variables, and dynamic configurations within GitHub Actions environments. Covers secure variable serialization using standard environment-level variables and dynamic JSON-encoded inputs mapped through workflows.
   - **(2023)** [thomasthornton.cloud: Ensuring Your Terraform is Correctly Formatted Using Terraform fmt and GitHub Actions](https://thomasthornton.cloud/ensuring-your-terraform-is-correctly-formatted-using-terraform-fmt-and-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Details how to configure automated linting and formatting validation directly within continuous integration pipelines. Leverages native formatting tools in GitHub Actions to validate standard code syntax rules on repository pull requests.
@@ -594,20 +609,15 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2023)** [dev.to: Provisioning AWS Infrastructure using Terraform and Jenkins CI/CD](https://dev.to/aws-builders/provisioning-aws-infrastructure-using-terraform-and-jenkins-cicd-pgj) [GROOVY/HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates how to build automated deployment pipelines for AWS configurations inside Jenkins. Evaluates Jenkins security bindings, dynamic workspace configurations, and the isolation of run-time states.
   - **(2023)** [github.com/vijaykedar/jenkins-setup-using-terraform](https://github.com/vijaykedar/jenkins-setup-using-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Open-source reference repository containing fully modular files to build and deploy active Jenkins servers on public cloud networks. Configures networking rules, storage buckets, and server definitions.
   - **(2023)** [github.com/reneaudain/jenkins_tf_repo: Jenkins Server and S3 Artifact Storage' on AWS using Terraform](https://github.com/reneaudain/jenkins_tf_repo) [HCL CONTENT]  [COMMUNITY-TOOL] β€” Practical automation code directory targeting the deployment of Jenkins configurations along with secure S3 storage setups. Integrates infrastructure definitions for continuous delivery processes on AWS platforms.
-#### Terraform Cloud
-
-  - **(2023)** [learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A guide on deploying and configuring lightweight Terraform Cloud Agents inside secure, isolated local environments. Enables enterprises to provision private subnetworks and local systems securely without opening external ports.
-#### Validation and Testing
-
-  - **(2024)** [howdykloudy.in: Implementing Shift Left for Terraform: An Introductory Guide 🌟](https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introductory-guide) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Introductory architectural roadmap to 'Shifting Left' inside infrastructure workflows. Promotes integrating semantic linters, static security engines (such as Checkov or Trivy), and cost projections (Infracost) directly inside native development sandboxes.
-### CICD and Linting
-
-#### Build Automation
-
-  - **(2023)** [buildkite.com: Manage your CI/CD resources as Code with Terraform](https://buildkite.com/resources/blog/manage-your-ci-cd-resources-as-code-with-terraform) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores how Buildkite resources (pipelines, agents, clusters) can be deterministically provisioned and versioned using Terraform providers. Emphasizes the architectural shift from manual web-console administration to auditable, pull-request-driven CI/CD configuration management. Live grounding shows that this GitOps approach prevents pipeline configuration drift and aligns security configurations across corporate repositories.
 #### Observability and Security
 
   - **(2023)** [==youtube: Stop using shared secrets! CI/CD authentication the proper way==](https://www.youtube.com/watch?v=sd2wuAVush4) [YAML CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A masterclass exploring OpenID Connect (OIDC) federation mechanisms to completely replace static credentials in CI/CD platforms. Demonstrates how runner environments authenticate directly with cloud APIs using short-lived tokens. Live grounding indicates that adopting OIDC-based identity federation is now the absolute industry-standard security baseline for modern cloud deployments.
+#### Terraform Cloud
+
+  - **(2023)** [learn.hashicorp.com: Manage Private Environments with Terraform Cloud Agents](https://developer.hashicorp.com/terraform/tutorials/cloud/cloud-agents) [BASH CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A guide on deploying and configuring lightweight Terraform Cloud Agents inside secure, isolated local environments. Enables enterprises to provision private subnetworks and local systems securely without opening external ports.
+#### Validation and Testing (1)
+
+  - **(2024)** [howdykloudy.in: Implementing Shift Left for Terraform: An Introductory Guide 🌟](https://www.howdykloudy.in/blog/implementing-shift-left-for-terraform-an-introductory-guide) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Introductory architectural roadmap to 'Shifting Left' inside infrastructure workflows. Promotes integrating semantic linters, static security engines (such as Checkov or Trivy), and cost projections (Infracost) directly inside native development sandboxes.
 ### Cloud Security
 
 #### IAM Translation
@@ -655,43 +665,43 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2023)** [infoq.com: Patcher, a Tool to Keep Updating Infrastructure as a Code](https://www.infoq.com/news/2023/04/patcher-iac-upgrade) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Patcher automates updates for infrastructure-as-code modules by analyzing code syntax and applying safe upgrades across repositories. It addresses maintenance debt by automating dependencies, ensuring platform layers remain secure and current.
 ### Design Patterns (2)
 
-#### Multi-Environment
+#### Multi-environment
 
   - **(2021)** [blog.gruntwork.io: How to manage multiple environments with Terraform 🌟](https://www.gruntwork.io/blog/how-to-manage-multiple-environments-with-terraform) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A foundational analysis by Gruntwork covering strategies to organize code across distinct environments (Dev, Staging, Prod). Contrasts workspace separation with modular folder structures and Terragrunt wrappers, highlighting trade-offs regarding blast radius boundaries, state isolation, and configuration duplicate elimination.
 ### Discussions and Critiques
 
-#### Evolution of IaC
+#### Evolution Of IaC
 
   - **(2024)** [dronov.net: Terraform, the terrible](https://www.dronov.net/2024/02/22/terraform-the-terrible-en.html) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep critical review outlining inherent design limitations and architectural friction of the Terraform eco-system. Highlights concerns with state serialization hazards, syntax-level limits in HCL, and complex cyclic graphs inside enterprise multi-tenant designs.
   - **(2024)** [nedinthecloud.com: Comparing Open TOFU And Terraform](https://nedinthecloud.com/2024/01/22/comparing-opentofu-and-terraform) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A balanced, technical side-by-side assessment evaluating the feature-level convergence and divergence of OpenTofu and HashiCorp Terraform. Breaks down functional differences including custom registry configurations, enhanced state encryption architectures, and tooling divergence.
   - **(2023)** [blog.realkinetic.com: It’s Time to Retire Terraform](https://blog.realkinetic.com/its-time-to-retire-terraform-30545fd5f186) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A critical, forward-looking architectural analysis evaluating the limitations of declarative static HCL. Argues for migrating toward programming-language-based Infrastructure as Code (IaC) architectures (e.g., Pulumi or AWS CDK) to mitigate the cognitive load, state-locking friction, and custom domain DSL limitations inherent in large-scale enterprise deployments.
 ### Enterprise Platforms
 
-#### Catalogs and Blueprints
+#### Catalogs And Blueprints
 
   - **(2023)** [blog.gruntwork.io: Introducing: The Gruntwork Module, Service, and Architecture Catalogs](https://www.gruntwork.io/blog/introducing-the-gruntwork-module-service-and-architecture-catalogs) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The Gruntwork Service Catalog provides structured templates to accelerate developer self-service workflows inside enterprise environments. By decoupling infrastructure blueprints from daily application releases, developers can safely deploy scalable databases or microservices. It balances developer velocity with rigorous platform engineering standards.
 #### Managed IaC Library
 
   - **(2025)** [**gruntwork.io**](https://www.gruntwork.io) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Gruntwork provides thoroughly tested, enterprise-grade Infrastructure-as-Code modules that establish robust standards for cloud platforms. Covering critical elements like secure networks, IAM, and orchestrators, it reduces custom development time. Gruntwork serves as a benchmark for platform architects designing reliable cloud strategies.
-### FinOps
+### Finops
 
 #### Cost Estimation
 
   - **(2025)** [==Infracost 🌟==](https://github.com/infracost/infracost) ⭐ 12365  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital continuous integration step for budget enforcement.
   - **(2023)** [pratapreddypilaka.blogspot.com: Azure FinOps using Terraform and Infracost - Finding the hourly or monthly cost before Azure DevOps Deployments](https://pratapreddypilaka.blogspot.com/2023/11/azure-finops-using-terraform-and.html) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A specialized guide documenting how to build predictive cost checking gates for Azure workloads inside Azure DevOps pipelines. Leverages Infracost to generate budget analysis summaries before applying changes.
   - **(2023)** [linkedin.com/pulse: How to Estimate Cloud Costs with Terraform (Azure, AWS, GCP, etc.) via Azure DevOps Pipelines](https://www.linkedin.com/pulse/how-estimate-cloud-costs-terraform-azure-aws-gcp-etc-via-kaan-turgut-msexc) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Details multi-cloud cost assessment integrations inside Azure DevOps pipelines. Outlines YAML structures to validate resources targeting AWS, Azure, and GCP, giving platforms pre-deployment visibility of expected changes.
-### GitOps
+### Gitops
 
 #### Alternative Orchestrators
 
   - **(2025)** [digger.dev](https://digger.dev) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Digger is an open-source GitOps tool designed to run Terraform and OpenTofu directly within existing CI/CD runners (such as GitHub Actions or GitLab CI) rather than requiring dedicated hosted platforms. This minimizes enterprise security overhead by ensuring credentials and secrets never leave the primary CI system.
-#### Push-Based Workflows
+#### Push-based Workflows
 
   - **(2023)** [**about.gitlab.com: How to use a push-based approach for GitOps with Terraform and AWS ECS and EC2**](https://about.gitlab.com/blog/how-to-agentless-gitops-aws) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Evaluates push-based GitOps strategies using GitLab CI/CD pipelines to manage Terraform states targeted at AWS ECS and EC2. Contrasts agentless runner-driven pushes with pull-based execution models to help architects choose the ideal strategy.
 #### Terraform Cloud (1)
 
   - **(2022)** [youtube: GitOps for infrastructure using GitHub and Terraform Cloud 🌟](https://www.youtube.com/watch?v=W_PmtDm4IXk&ab_channel=RobertdeBock) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” This visual and structural guide walks through the implementation of GitOps principles for infrastructure management by integrating GitHub Actions and Terraform Cloud. Modern architectural standards in 2026 emphasize decoupling orchestration from execution platforms, using webhook-driven plans and policy checks directly within VCS-integrated systems to reduce configuration drift.
-### Guides and Reviews
+### Guides And Reviews
 
 #### Automated Generation
 
@@ -717,11 +727,11 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2022)** [dev.to: Deploy Kubernetes Resources in Minikube cluster using Terraform](https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terraform-1p8o) [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A localized training guide that explains how to configure and use the Terraform Kubernetes provider against a local Minikube cluster. Helps developers practice writing manifests as code locally.
 ### Kubernetes Integration
 
-#### GitOps and Provisioning
+#### Gitops and Provisioning
 
   - **(2023)** [**blog.ogenki.io: Applying GitOps Principles to Infrastructure: An overview of tf-controller**](https://blog.ogenki.io/post/terraform-controller) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the capabilities of Weaveworks' "tf-controller", a specialized Kubernetes operator designed to reconcile Terraform configurations following strict GitOps design loops. Details how this eliminates configuration drift by continuously comparing declared Git repository states with actual live environment structures. Live grounding confirms that despite Weaveworks' corporate restructuring, the community remains actively engaged in developing controller-driven reconciliation loops.
   - **(2022)** [**dev.to/kubestack: A Better Way to Provision Kubernetes Resources Using Terraform 🌟**](https://dev.to/kubestack/a-better-way-to-provision-kubernetes-resources-using-terraform-355n) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights the architectural benefits of Kubestack, an open-source framework built on Terraform designed specifically for managing Kubernetes clusters and platform service deployments. Solves the traditional "two-stage apply" problem by separating cluster infrastructure provisioning from operational workload deployment. Live grounding underscores its utility in providing a deterministic GitOps deployment lifecycle for base platform components.
-#### Hyper-Converged Infrastructure
+#### Hyper-converged Infrastructure
 
   - **(2023)** [**thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform**](https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the architectural patterns of provisioning and managing hyper-converged Kubernetes environments using Terraform. Demonstrates how unified HCL pipelines can coordinate both the physical or virtual computing fabric and the logical Kubernetes control plane. Live grounding emphasizes that this hybrid orchestration layer improves operational consistency across multi-cloud topologies.
 ### Landing Zones
@@ -739,7 +749,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 
   - **(2026)** [==github.com/hashicorp/hcl: HCL==](https://github.com/hashicorp/hcl) ⭐ 5788  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with high-level human-readable configuration attributes and logic.
   - **(2022)** [octopus.com: Introduction to HCL and HCL tooling](https://octopus.com/blog/introduction-to-hcl-and-hcl-tooling) [HCL CONTENT]  [COMMUNITY-TOOL] β€” An introductory guide into HCL syntax and parser tooling. Demystifies blocks, attributes, variables, local scopes, and ternary expressions, equipping developers with the core conceptual constructs needed to build complex Terraform modules.
-### Multi-Tooling
+### Multi-tooling
 
 #### Azure Integration
 
@@ -770,11 +780,11 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2025)** [==terragrunt.gruntwork.io==](https://terragrunt.com) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Terragrunt is the industry-standard orchestrator wrapper that resolves complex code redundancy by establishing DRY configurations, managing dynamic state initialization, and handling cross-module dependency trees. It simplifies variable inheritance structures, minimizing state bloat across hundreds of distinct directories.
 ### Orchestration Platforms
 
-#### Alternative TACOs
+#### Alternative Tacos
 
   - **(2025)** [spacelift.io](https://spacelift.io) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Spacelift serves as an enterprise-grade automation platform supporting Terraform, OpenTofu, Pulumi, CloudFormation, and Ansible. Features strong integration patterns for Rego-based open policy agent compliance, arbitrary pipeline phase hooks, and private worker pools suitable for secure architectures.
   - **(2024)** [scalr.com: An alternative to Terraform Cloud and Terraform Enterprise](https://scalr.com) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Scalr is positioned as an enterprise alternative to Terraform Cloud/Enterprise. While initial positioning emphasized licensing differences, in 2026 it provides mature multi-registry management, hierarchical environment designs, and fine-grained Open Policy Agent (OPA) integrations, serving as a reliable control plane for large-scale enterprise automation.
-#### HashiCorp Cloud
+#### Hashicorp Cloud
 
   - **(2022)** [build5nines.com: What is The HashiCorp Infrastructure Cloud?](https://build5nines.com/what-is-the-hashicorp-infrastructure-cloud) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Analyzes HashiCorp's unified platform approach, combining Terraform, Consul, Vault, and Packer under the HashiCorp Cloud Platform (HCP) banner. Focuses on the transition from disjointed CLI tools to integrated, identity-managed cloud operations designed to reduce platform engineering friction.
 #### Terraform Cloud (2)
@@ -785,20 +795,20 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Tooling
 
   - **(2025)** [==github.com/GoogleCloudPlatform/terraformer 🌟==](https://github.com/GoogleCloudPlatform/terraformer) ⭐ 14540  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely adopted CLI tool that reverse-engineers existing cloud infrastructure into declarative HCL code and states. Acts as a vital tool during migration processes from manual setups to systematic GitOps configurations.
-### SaaS Integration
+### Saas Integration
 
 #### Providers (3)
 
   - **(2021)** [github.com/circa10a/terraform-provider-mailform](https://github.com/circa10a/terraform-provider-mailform) ⭐ 14  [GO CONTENT] 🌟 [EMERGING] β€” A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.
 ### Security (3)
 
-#### CI-CD Pipelines (1)
+#### CICD (6)
 
   - **(2021)** [youtube: Using tfsec and Jenkins to Secure Your Terraform Code](https://www.youtube.com/watch?v=hbMVGEw0HpE&ab_channel=CloudBeesTV) [GROOVY CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A video guide detailing the orchestration of tfsec security verification steps inside classic Jenkins pipeline engines. Employs best practices to catch infrastructure vulnerabilities early in deployment.
 #### Penetration Testing
 
   - **(2023)** [offensive-terraform.github.io: Offensive Terraform Modules 🌟](https://offensive-terraform.github.io) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collection of customized HCL templates designed for cybersecurity audits, simulating misconfigured cloud scenarios. Assists DevSecOps teams in proactively testing detection and response pipelines against infrastructure flaws.
-#### Policy as Code (1)
+#### Policy As Code (1)
 
   - **(2024)** [**learn.hashicorp.com: Enforce Policy with Sentinel**](https://developer.hashicorp.com/terraform/tutorials/policy) [SENTINEL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official instructional tutorial on implementing Sentinel policy-as-code controls in Terraform Cloud and Enterprise. Ensures resource checks and cost guardrails are analyzed prior to scheduling active infrastructure executions.
 #### Secrets Management
@@ -811,6 +821,11 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Workload Identity
 
   - **(2023)** [**devblogs.microsoft.com/devops: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform**](https://devblogs.microsoft.com/devops/introduction-to-azure-devops-workload-identity-federation-oidc-with-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive guide on configuring passwordless, secure OIDC authentication between Azure DevOps pipelines and Azure using Terraform. Eliminates the need for managing long-lived secrets, enhancing enterprise-grade compliance and security posture.
+### Serverless Integration
+
+#### Hybrid Automation (1)
+
+  - **(2019)** [**theburningmonk.com: Making Terraform and Serverless framework work together**](https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.
 ### Software Development Kits
 
 #### CDKTF
@@ -821,7 +836,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Providers (4)
 
   - **(2020)** [mitchellh/terraform-provider-multispace](https://github.com/mitchellh/terraform-provider-multispace) ⭐ 148  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly specialized custom provider allowing interaction with external workspaces within a single run. Solves state dependency sharing patterns dynamically, conceptualized by Mitchell Hashimoto.
-### Terraform (3)
+### Terraform (4)
 
 #### AWS Integration
 
@@ -857,7 +872,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### CDK and Alternative Languages
 
   - **(2023)** [**infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions**](https://www.infoq.com/news/2023/04/cdk-terraform-convert) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Reports on progress in Cloud Development Kit for Terraform (CDKTF), showcasing enhanced capabilities to convert standard HCL files to programming languages like Python, TypeScript, and Go. Evaluates how this bridges the divide between pure software development and systems engineering. Live grounding points out that CDKTF is increasingly favored by application developers seeking programmatic multi-tier infrastructure provisioning.
-#### CICD and Linting (1)
+#### CICD (7)
 
   - **(2023)** [**terrateam.io: Terraform Pre-Commit Hooks**](https://terrateam.io/blog/terraform-pre-commit-hooks) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the use of git pre-commit hooks as a local feedback loop to enforce code formatting, syntactic correctness, and security scanning before code reaches upstream repositories. Emphasizes tools like tflint, tfsec, and checkov within the automation hook sequence. Live grounding shows that automating these checks significantly reduces CI failure rates and keeps infrastructure declarations clean.
   - **(2023)** [thenewstack.io: Automating Retry for Failed Terraform Launches](https://thenewstack.io/automating-retry-for-failed-terraform-launches) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses structural solutions for handling intermittent cloud provider API timeouts and throttling failures through automated retry mechanisms. Evaluates how runner environments and CI pipelines can safely retry specific phases without corrupting locks. Live grounding reinforces the importance of using robust, error-tolerant wrappers to maximize pipeline reliability in large-scale deployments.
@@ -950,7 +965,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 
   - **(2023)** [==github.com/PacoVK/tapir==](https://github.com/PacoVK/tapir) ⭐ 237  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browser dashboard before approvals.
   - **(2024)** [terraform-docs.io](https://terraform-docs.io/user-guide/introduction) [GO CONTENT]  [COMMUNITY-TOOL] β€” Official user guide for `terraform-docs`, the standard utility used to auto-generate markdown-formatted documentation from HCL module files. Highlights support for custom templates, flexible output schemas (JSON, YAML, XML), and continuous integration pre-commit hooks.
-#### Validation and Testing (1)
+#### Validation and Testing (2)
 
   - **(2024)** [mattias.engineer: Terraform Variable Cross Validation](https://mattias.engineer/blog/2024/terraform-variable-cross-validation) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Outlines progressive methodologies for variable validation block declarations. Discusses cross-variable dependencies and structural validation patterns that ensure dynamic validation constraints are applied before triggering execution phases.
   - **(2024)** [mattias.engineer: A Comprehensive Guide to Testing in Terraform: Keep your tests, validations, checks, and policies in order 🌟](https://mattias.engineer/posts/terraform-testing-and-validation) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An outstanding, comprehensive architectural exploration of HCL validation layers. Compares variable validations, dynamic resource checks, state-level policy engines, and the native `terraform test` testing suite to build reliable codebases.
@@ -1004,7 +1019,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
   - **(2024)** [edotor.net](https://edotor.net) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An interactive, web-based DOT language editor. Serves as a streamlined sandbox to drop `terraform graph` outputs and tweak rendering settings without local Graphviz runtime dependencies.
   - **(2024)** [dreampuf.github.io/GraphvizOnline](https://dreampuf.github.io/GraphvizOnline) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An online editor to render and preview Graphviz graphs interactively. Widely leveraged by cloud engineers to paste Terraform DAG configurations and visually optimize infrastructure topologies on the fly.
   - **(2024)** [graphviz.online](https://graphviz.online) [JAVASCRIPT CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An alternative web interface facilitating online rendering of Graphviz constructs. Standardizes the design and inspection of infrastructure dependencies dynamically computed via declarative schemas.
-#### SaaS Tools
+#### Saas Tools
 
   - **(2025)** [**Brainboard 🌟**](https://www.brainboard.co) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A collaborative visual cloud architecture platform that lets teams design cloud topologies visually and auto-generate corresponding, clean, production-ready Terraform code configurations synchronously.
 #### Tooling (2)
@@ -1022,10 +1037,10 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### Best Practices (4)
 
   - **(2024)** [techcommunity.microsoft.com: How to deploy a production-ready AKS cluster with Terraform verified module](https://techcommunity.microsoft.com/discussions/azurepartners/how-to-deploy-a-production-ready-aks-cluster-with-terraform-verified-module/4122013) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An article walking through Azure Verified Modules (AVM) standards for AKS deployments. Promotes Microsoft-endorsed configuration architectures optimizing cost, security, performance, and maintenance.
-#### CI-CD Pipelines (2)
+#### CICD (8)
 
   - **(2022)** [thomasthornton.cloud: Building and deploying to an AKS cluster using Terraform and Azure DevOps with Kubernetes and Helm providers](https://thomasthornton.cloud/building-and-deploying-to-an-aks-cluster-using-terraform-and-azure-devops-with-kubernetes-and-helm-providers) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A tactical guide focused on end-to-end GitOps deployment. Integrates Terraform provisioning of AKS with the Helm and Kubernetes providers within Azure DevOps pipelines to automate application layer deployment.
-#### GitOps (1)
+#### Gitops (1)
 
   - **(2023)** [thomasthornton.cloud: Deploying Azure AKS GitOps Flux extension with Terraform](https://thomasthornton.cloud/deploying-azure-aks-gitops-flux-extension-with-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Illustrates how to leverage Terraform to programmatically install the managed Azure GitOps Flux v2 extension on an AKS cluster. Automates cluster synchronization with target configurations directly from repository state.
 #### Masterclass
@@ -1058,7 +1073,7 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 
 ### Secrets Management (1)
 
-#### GitOps Encrypted Secrets
+#### Gitops Encrypted Secrets
 
   - **(2026)** [==sops: Simple and flexible tool for managing secrets 🌟==](https://github.com/getsops/sops) ⭐ 22092  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with AWS KMS, GCP KMS, Azure Key Vault, HashiCorp Vault, age, and PGP. It is highly valued in GitOps workflows for its ability to securely commit encrypted configurations.
 ## Serverless (1)
@@ -1075,12 +1090,12 @@ description: "Top Terraform resources for 2026, AI-ranked: terraform-cdk, Infrac
 #### API Gateway
 
   - **(2024)** [learn.hashicorp.com: y Serverless Applications with AWS Lambda and API Gateway 🌟](https://developer.hashicorp.com/terraform/tutorials/aws/lambda-api-gateway)  [COMMUNITY-TOOL] [GUIDE] β€” Standard HashiCorp tutorial teaching developers how to architect, deploy, and configure high-performance serverless endpoints using AWS Lambda and API Gateway, entirely declared via modular HCL files.
-#### Infrastructure as Code (5)
+#### Infrastructure As Code (5)
 
   - **(2023)** [==AWS Lambda the Terraform Way==](https://github.com/nsriram/lambda-the-terraform-way) ⭐ 1260  [HCL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A widely starred open-source template repository outlining best practices for packaging, versioning, and deploying AWS Lambda functions natively using Terraform. Eliminates dependencies on external serverless frameworks by leveraging HCL zip archiving capabilities.
 
 ---
-πŸ’‘ **Explore Related:** [Securityascode](./securityascode.md) | [Ansible](./ansible.md) | [Crossplane](./crossplane.md)
+πŸ’‘ **Explore Related:** [Devsecops](./devsecops.md) | [Securityascode](./securityascode.md) | [IaC](./iac.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/test-automation-frameworks.md b/v2-docs/test-automation-frameworks.md
index 27deeed2..11b749cb 100644
--- a/v2-docs/test-automation-frameworks.md
+++ b/v2-docs/test-automation-frameworks.md
@@ -20,34 +20,23 @@ description: "Top Test Automation Frameworks resources for 2026, AI-ranked: Robo
   - [dzone: API Testing With Cucumber](https://dzone.com/articles/api-testing-with-cucumber)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: API Testing With Cucumber in the Kubernetes Tools ecosystem.
   - [Dzone: 14 of the best automation testing tools available](https://dzone.com/articles/14-of-the-best-automation-testing-tools-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 14 of the best automation testing tools available in the Kubernetes Tools ecosystem.
   - [Dzone: The power of automated testing and test management](https://dzone.com/articles/the-power-of-automated-testing-and-test-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: The power of automated testing and test management in the Kubernetes Tools ecosystem.
-## Cloud Architecture
-
-### Governance
-
-#### Azure
-
-##### Cloud Adoption Framework
-
-###### Monitoring
-
-  - **(2024)** [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Microsoft's official framework for implementing enterprise-wide monitoring strategies across Azure subscription models. It details Azure Monitor integrations, Log Analytics configurations, and service-level baseline configurations. Curator Insight: Strategic enterprise adoption guide. Live Grounding: Focuses heavily on mapping technical telemetry directly to business outcomes and platform compliance frameworks.
 ## Cloud Operations
 
 ### Infrastructure Validation
 
-#### OpenStack Testing
+#### Openstack Testing
 
   - **(2024)** [**Tempest Testing Project**](https://docs.openstack.org/tempest/latest) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes Tempest, the comprehensive open-source integration test suite designed specifically to validate OpenStack cloud deployments. Evaluates how Tempest performs API validation and functional scenario testing across core OpenStack components (like Nova, Neutron, and Keystone) to ensure infrastructure conformance and stability.
 ## Quality Assurance and Testing
 
 ### API Automation
 
-#### Low-Code Testing
+#### Low-code Testing
 
   - **(2022)** [tutorials.virtualan.io: Idaithalam - Lowcode Test Automation](https://tutorials.virtualan.io) [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Introduces Idaithalam, a low-code, metadata-driven API testing framework built under Virtualan. It details how to leverage declarative Excel spreadsheets or Postman collections to generate and execute complex integration test suites, reducing the necessity for heavy programming while ensuring high test coverage.
 ### Acceptance Testing
 
-#### Keyword-Driven Frameworks
+#### Keyword-driven Frameworks
 
   - **(2024)** [==Robot Framework 🌟==](https://robotframework.org) [ROBOT CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source, keyword-driven acceptance testing and robotic process automation (RPA) framework. Built on Python, Robot Framework provides an abstraction layer over Selenium, Appium, and API clients, enabling non-programmers to define readable testing scripts while keeping underlying code highly modular and extensible.
 ### Containerization
@@ -67,7 +56,7 @@ description: "Top Test Automation Frameworks resources for 2026, AI-ranked: Robo
 #### Build Tooling
 
   - **(2023)** [**lambdatest.com: Why You Need Build Automation Tools for Selenium Automation Testing?**](https://www.testmuai.com/blog/why-you-need-build-automation-tools-for-selenium-automation-testing) [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the essential role of build tools like Maven, Gradle, and Ant in managing external dependencies, orchestrating test execution, and generating unified reports for Selenium frameworks. Highlights the risk of manual dependency management and how build tools standardize QA pipelines across teams.
-#### GitHub Actions
+#### Github Actions
 
   - **(2023)** [**lambdatest.com: Complete Guide To Selenium Testing with GitHub Actions 🌟**](https://www.testmuai.com/blog/selenium-github-actions-example) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Demystifies the deployment of browser-based automation tests within GitHub Actions runner environments. Evaluates the configurations needed to run headless Chrome or Firefox inside Linux containers, specifying steps to checkout code, cache Maven artifacts, and publish execution reports. Establishes a modernized, Git-centric continuous testing practice.
 #### Parallel Testing
@@ -183,7 +172,7 @@ description: "Top Test Automation Frameworks resources for 2026, AI-ranked: Robo
   - **(2022)** [freecodecamp.org: Use Selenium to Create a Web Scraping Bot](https://www.freecodecamp.org/news/use-selenium-to-create-a-web-scraping-bot) [PYTHON CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An engineering guide demonstrating how to leverage Selenium for scraping complex, dynamic JavaScript-rendered single-page applications where simple HTTP libraries fail. It outlines managing browser sessions, interacting with dynamic elements, bypassing basic detection systems, and extracting raw DOM data systematically.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/testops.md b/v2-docs/testops.md
index 5869302c..952a788b 100644
--- a/v2-docs/testops.md
+++ b/v2-docs/testops.md
@@ -21,7 +21,7 @@ description: "Top Testops resources for 2026, AI-ranked: Diffblue, copyist and m
 
 ### Continuous Testing
 
-#### AI-Powered QA
+#### Ai-powered QA
 
   - **(2022)** [**Diffblue**](https://www.diffblue.com) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Looks at Diffblue's AI-driven approach to automated test generation. Utilizes automated analysis algorithms to maintain Java unit test blocks and reduce manual developer test-writing burdens.
 #### Database Mocking
@@ -33,11 +33,6 @@ description: "Top Testops resources for 2026, AI-ranked: Diffblue, copyist and m
 #### Performance Testing
 
   - **(2020)** [**thenewstack.io: Removing the Roadblock to Continuous Performance Testing**](https://thenewstack.io/removing-the-roadblock-to-continuous-performance-testing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents options for automating continuous load and performance tests inside active pipelines. Looks at scaling out containerized, ephemeral mock testing endpoints to mimic production conditions.
-#### TestOps Strategy
-
-  - **(2021)** [**opcito.com: TestOps: How to automate your software pipeline at the speed' of DevOps**](https://www.opcito.com/blogs/testops-how-to-automate-your-software-pipeline-at-the-speed-of-devops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on incorporating high-frequency test automation steps into standard continuous delivery environments. Details patterns for dynamic mock environments and rollback automation based on test feedback loops.
-  - **(2020)** [**devops.com: Shift-Right Testing: The Emergence of TestOps**](https://devops.com/shift-right-testing-the-emergence-of-testops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines Shift-Right testing methodologies and TestOps workflows. Advocates validating configurations directly against production deployments under active user loads, supported by analytics and monitoring tools.
-  - **(2020)** [devopsonline.co.uk: DevOps and the emergence of TestOps!](https://www.devopsonline.co.uk/devops-and-the-emergence-of-testops) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses operational alignment challenges between DevOps deployment speeds and QA operations. Argues for the programmatic codification of testing metrics and test configurations directly within target pipelines.
 #### Testing Frameworks
 
   - **(2020)** [**opensource.com: Cerberus - An open source solution for continuous testing' at scale**](https://opensource.com/article/20/8/cerberus-test-automation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights Cerberus, an open-source low-code platform for pipeline test integration. Manages automated test scripts for cross-browser, visual, API, and mobile environments within unified delivery flows.
@@ -48,6 +43,11 @@ description: "Top Testops resources for 2026, AI-ranked: Diffblue, copyist and m
   - **(2020)** [**opensource.com: What you need to know about automation testing in CI/CD**](https://opensource.com/article/20/7/automation-testing-cicd) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents strategies for continuous integration-driven automated testing. Highlights the parallel execution of functional tests and dynamic environment teardown approaches to accelerate release cadence.
   - **(2020)** [functionize.com: Testers vs TDD](https://www.functionize.com/blog/testers-vs-tdd) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines structural differences in perspective between dedicated QA testers and developer-focused TDD processes. Promotes unified test-authoring strategies to combine unit assertions with broader system workflows.
   - **(2016)** [gcreddy.com: Domain Knowledge for Software Testers](https://www.gcreddy.com/2016/06/domain-knowledge-for-testers.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Underlines the value of vertical-specific domain expertise in the software testing lifecycle. Points out that technical automated tests must be paired with functional understanding to capture logic-level bugs.
+#### Testops Strategy
+
+  - **(2021)** [**opcito.com: TestOps: How to automate your software pipeline at the speed' of DevOps**](https://www.opcito.com/blogs/testops-how-to-automate-your-software-pipeline-at-the-speed-of-devops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on incorporating high-frequency test automation steps into standard continuous delivery environments. Details patterns for dynamic mock environments and rollback automation based on test feedback loops.
+  - **(2020)** [**devops.com: Shift-Right Testing: The Emergence of TestOps**](https://devops.com/shift-right-testing-the-emergence-of-testops) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Outlines Shift-Right testing methodologies and TestOps workflows. Advocates validating configurations directly against production deployments under active user loads, supported by analytics and monitoring tools.
+  - **(2020)** [devopsonline.co.uk: DevOps and the emergence of TestOps!](https://www.devopsonline.co.uk/devops-and-the-emergence-of-testops) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses operational alignment challenges between DevOps deployment speeds and QA operations. Argues for the programmatic codification of testing metrics and test configurations directly within target pipelines.
 ## Development Methodology
 
 ### DevOps
@@ -72,21 +72,21 @@ description: "Top Testops resources for 2026, AI-ranked: Diffblue, copyist and m
   - **(2020)** [==Smocker (server mock) is a simple and efficient HTTP mock server==](https://github.com/smocker-dev/smocker) ⭐ 1281  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Smocker is an execution-efficient, REST API-driven HTTP mocking utility designed for microservice local integration testing. It allows defining dynamic request matches and custom mocking scenarios via direct YAML configurations.
 ## Kubernetes Platform
 
-### K8s Security and Compliance
+### Kubernetes Security and Compliance
 
 #### Static Analysis
 
   - **(2020)** [**developers.redhat.com: Static analysis with KubeAudit for Red Hat OpenShift**](https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for-red-hat-openshift) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Walks through deploying KubeAudit to analyze deployment files for Red Hat OpenShift. Demonstrates scanning manifests for security misconfigurations, path privileges, and resource constraints before cluster deployment.
 ## Security
 
-### DevSecOps
+### Devsecops
 
 #### Application Security
 
   - **(2021)** [synopsys.com: How to integrate automated AST tools in your CI/CD pipeline](https://www.blackduck.com/blog/integrating-automated-ast-tools.html) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This article describes how to integrate automated Application Security Testing (AST) scanners (SAST, DAST, SCA) inside CI/CD pipelines. It explains how to establish automated quality gates to prevent vulnerable code from progressing to integration and production staging layers.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [QA](./qa.md) | [DevOps](./devops.md) | [Chaos Engineering](./chaos-engineering.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/topic-map.md b/v2-docs/topic-map.md
index e87df046..d1adefff 100644
--- a/v2-docs/topic-map.md
+++ b/v2-docs/topic-map.md
@@ -15,80 +15,80 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 

 
AI

 

-MLOps81
-AI78
+MLOps82
+AI68
 AI Agents MCP52
-ChatGPT13
+ChatGPT20
 

 

 

 
Architectural Foundations

 

-Kubernetes Tools583
-Kubernetes561
-Git343
-Demos324
-Introduction204
-Linux192
-Cheatsheets184
-Monitoring152
+Kubernetes Tools587
+Kubernetes551
+Git353
+Demos331
+Introduction211
+Linux197
+Monitoring173
+Cheatsheets172
 Other Awesome Lists123
-Prometheus115
+Prometheus119
 Helm81
-Grafana49
-Kubernetes Tutorials43
-Cloud Arch Diagrams39
-DevOps Tools28
-Customer28
+Grafana46
+Kubernetes Tutorials41
+Cloud Arch Diagrams37
+Customer29
+DevOps Tools27
 AWS Databases26
 Mkdocs25
+Faq21
 AWS Tools Scripts20
-Faq20
 AWS Pricing18
-Matrix Table17
+Matrix Table16
 About14
+Cloud Asset Inventory6
 AWS Monitoring5
-Cloud Asset Inventory4
 AWS Architecture3
 AWS Miscellaneous3
 Dom3
 AWS Containers2
-AWS DevOps1
-JVM Parameters Matrix Table1
-Uncategorized1
-Scaleway1
-Stackstorm1
 AWS Training1
 Newsql1
+JVM Parameters Matrix Table1
+AWS DevOps1
+Stackstorm1
+Uncategorized1
+Scaleway1
 

 

 

 
Platform & Site Reliability

 

-DevOps216
-Project Management Methodology90
-Developerportals70
-Test Automation Frameworks50
-SRE49
-QA45
-Performance Testing With Jenkins And Jmeter40
+DevOps227
+Project Management Methodology93
+Developerportals68
+Test Automation Frameworks49
+QA46
+SRE45
+Performance Testing With Jenkins And Jmeter41
 Chaos Engineering28
 Project Management Tools27
 Testops21
-Scaffolding4
+Scaffolding7
 

 

 

 
Hardened Infrastructure

 

-Terraform361
-Devsecops287
+Terraform366
+Devsecops285
 Ansible189
-Kubernetes Security154
+Kubernetes Security158
 IaC54
-Securityascode45
-Pulumi21
-Kustomize18
+Securityascode44
+Pulumi20
+Kustomize19
 Liquibase11
 Crossplane8
 

@@ -96,59 +96,59 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 

 
Cloud Providers (Hyperscalers)

 

-Azure325
-Managed Kubernetes In Public Cloud215
-AWS214
+Azure318
+AWS218
+Managed Kubernetes In Public Cloud218
 AWS Newfeatures108
-AWS Security74
-Googlecloudplatform70
+AWS Security71
+Googlecloudplatform64
 AWS Serverless39
-AWS Networking37
+AWS Networking34
 Public Cloud Solutions34
-AWS Storage20
 AWS IaC19
+AWS Storage19
 AWS Backup18
-Ibm_Cloud11
+Ibm_Cloud13
+Digitalocean8
 Edge Computing7
-Digitalocean7
 Oraclecloud5
 

 

 

 
Networking & Service Mesh

 

-Kubernetes Networking100
-Servicemesh65
-Istio52
-Networking30
+Kubernetes Networking113
+Servicemesh63
+Istio53
+Networking35
 Caching24
-Web Servers22
+Web Servers17
 Cloudflare5
 

 

 

 
The Container Stack

 

-OCP 4186
-Docker165
-Kubernetes Operators Controllers119
-Container Managers74
-Kubernetes Storage71
-Rancher67
-Kubernetes On Premise64
-Serverless59
-Kubernetes Based Devel58
-Openshift56
-Kubernetes Troubleshooting56
+Docker173
+OCP 4171
+Kubernetes Operators Controllers112
+Kubernetes Storage70
+Container Managers69
+Kubernetes On Premise65
+Rancher65
+Serverless60
+Kubernetes Based Devel60
+Kubernetes Troubleshooting55
+Openshift55
 Kubernetes Releases54
-Kubernetes Monitoring54
-Kubernetes Autoscaling42
-Kubernetes Alternatives39
-Kubernetes Backup Migrations38
-Kubernetes Client Libraries29
+Kubernetes Monitoring51
+Kubernetes Backup Migrations42
+Kubernetes Autoscaling41
+Kubernetes Alternatives37
+Kubectl Commands33
 OCP 329
-Kubectl Commands23
-Kubernetes Bigdata9
+Kubernetes Client Libraries27
+Kubernetes Bigdata10
 Noops7
 

 

@@ -156,65 +156,65 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 
Data & Advanced Analytics

 

 Message Queue208
-Databases140
-Yaml66
-Crunchydata60
-NoSQL30
+Databases130
+Yaml64
+Crunchydata63
+NoSQL31
 

 

 

 
Engineering Pipeline

 

-Jenkins288
-Gitops115
-Jenkins Alternatives81
-CI/CD78
-Argo45
+Jenkins260
+Gitops117
+CI/CD76
+Jenkins Alternatives75
+Argo46
 Registries35
-Openshift Pipelines30
+Openshift Pipelines33
 Flux23
-Tekton14
+Tekton15
 Sonarqube13
 Keptn9
-CI/CD Kubernetes Plugins2
+CI/CD Kubernetes Plugins4
 

 

 

 
Developer Ecosystem

 

-Python219
-Visual Studio187
-Java_Frameworks160
-API105
-Golang64
-Java And Java Performance Optimization44
+Python221
+Visual Studio190
+Java_Frameworks168
+API103
+Golang66
 Maven Gradle42
-Devel Sites33
-Dotnet24
-Javascript20
+Java And Java Performance Optimization40
+Devel Sites32
+Dotnet26
+Javascript22
 Postman17
-Linux Dev Env15
-Java_App_Servers10
+Linux Dev Env16
 Lowcode Nocode7
+Java_App_Servers7
 Chromedevtools7
 Swagger Code Generator For Rest APIs5
-Angular3
 Web33
 Embedded Servlet Containers2
+Angular2
 

 

 

 
Career & Industry

 

-Recruitment66
+Recruitment65
 Interview Questions48
 Finops40
 Freelancing39
-Elearning28
-Newsfeeds27
-Workfromhome22
+Newsfeeds26
+Elearning23
+Workfromhome21
 Appointment Scheduling12
-Remote Tech Jobs10
+Remote Tech Jobs9
 HR3
 

 

@@ -229,9 +229,9 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 ## AI
 
 - **[AI Agents MCP](./ai-agents-mcp.md)** 52
-- **[AI](./ai.md)** 78
-- **[ChatGPT](./chatgpt.md)** 13
-- **[MLOps](./mlops.md)** 81
+- **[AI](./ai.md)** 68
+- **[ChatGPT](./chatgpt.md)** 20
+- **[MLOps](./mlops.md)** 82
 
 
 
@@ -249,29 +249,29 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 - **[AWS Pricing](./aws-pricing.md)** 18
 - **[AWS Tools Scripts](./aws-tools-scripts.md)** 20
 - **[AWS Training](./aws-training.md)** 1
-- **[Cheatsheets](./cheatsheets.md)** 184
-- **[Cloud Arch Diagrams](./cloud-arch-diagrams.md)** 39
-- **[Cloud Asset Inventory](./cloud-asset-inventory.md)** 4
-- **[Customer](./customer.md)** 28
-- **[Demos](./demos.md)** 324
-- **[DevOps Tools](./devops-tools.md)** 28
+- **[Cheatsheets](./cheatsheets.md)** 172
+- **[Cloud Arch Diagrams](./cloud-arch-diagrams.md)** 37
+- **[Cloud Asset Inventory](./cloud-asset-inventory.md)** 6
+- **[Customer](./customer.md)** 29
+- **[Demos](./demos.md)** 331
+- **[DevOps Tools](./devops-tools.md)** 27
 - **[Dom](./dom.md)** 3
-- **[Faq](./faq.md)** 20
-- **[Git](./git.md)** 343
-- **[Grafana](./grafana.md)** 49
+- **[Faq](./faq.md)** 21
+- **[Git](./git.md)** 353
+- **[Grafana](./grafana.md)** 46
 - **[Helm](./helm.md)** 81
-- **[Introduction](./introduction.md)** 204
+- **[Introduction](./introduction.md)** 211
 - **[JVM Parameters Matrix Table](./jvm-parameters-matrix-table.md)** 1
-- **[Kubernetes Tools](./kubernetes-tools.md)** 583
-- **[Kubernetes Tutorials](./kubernetes-tutorials.md)** 43
-- **[Kubernetes](./kubernetes.md)** 561
-- **[Linux](./linux.md)** 192
-- **[Matrix Table](./matrix-table.md)** 17
+- **[Kubernetes Tools](./kubernetes-tools.md)** 587
+- **[Kubernetes Tutorials](./kubernetes-tutorials.md)** 41
+- **[Kubernetes](./kubernetes.md)** 551
+- **[Linux](./linux.md)** 197
+- **[Matrix Table](./matrix-table.md)** 16
 - **[Mkdocs](./mkdocs.md)** 25
-- **[Monitoring](./monitoring.md)** 152
+- **[Monitoring](./monitoring.md)** 173
 - **[Newsql](./newsql.md)** 1
 - **[Other Awesome Lists](./other-awesome-lists.md)** 123
-- **[Prometheus](./prometheus.md)** 115
+- **[Prometheus](./prometheus.md)** 119
 - **[Scaleway](./scaleway.md)** 1
 - **[Stackstorm](./stackstorm.md)** 1
 - **[Uncategorized](./uncategorized.md)** 1
@@ -283,15 +283,15 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 ## Platform & Site Reliability
 
 - **[Chaos Engineering](./chaos-engineering.md)** 28
-- **[Developerportals](./developerportals.md)** 70
-- **[DevOps](./devops.md)** 216
-- **[Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md)** 40
-- **[Project Management Methodology](./project-management-methodology.md)** 90
+- **[Developerportals](./developerportals.md)** 68
+- **[DevOps](./devops.md)** 227
+- **[Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md)** 41
+- **[Project Management Methodology](./project-management-methodology.md)** 93
 - **[Project Management Tools](./project-management-tools.md)** 27
-- **[QA](./qa.md)** 45
-- **[Scaffolding](./scaffolding.md)** 4
-- **[SRE](./sre.md)** 49
-- **[Test Automation Frameworks](./test-automation-frameworks.md)** 50
+- **[QA](./qa.md)** 46
+- **[Scaffolding](./scaffolding.md)** 7
+- **[SRE](./sre.md)** 45
+- **[Test Automation Frameworks](./test-automation-frameworks.md)** 49
 - **[Testops](./testops.md)** 21
 
 
@@ -302,14 +302,14 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 
 - **[Ansible](./ansible.md)** 189
 - **[Crossplane](./crossplane.md)** 8
-- **[Devsecops](./devsecops.md)** 287
+- **[Devsecops](./devsecops.md)** 285
 - **[IaC](./iac.md)** 54
-- **[Kubernetes Security](./kubernetes-security.md)** 154
-- **[Kustomize](./kustomize.md)** 18
+- **[Kubernetes Security](./kubernetes-security.md)** 158
+- **[Kustomize](./kustomize.md)** 19
 - **[Liquibase](./liquibase.md)** 11
-- **[Pulumi](./pulumi.md)** 21
-- **[Securityascode](./securityascode.md)** 45
-- **[Terraform](./terraform.md)** 361
+- **[Pulumi](./pulumi.md)** 20
+- **[Securityascode](./securityascode.md)** 44
+- **[Terraform](./terraform.md)** 366
 
 
 
@@ -317,20 +317,20 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 
 ## Cloud Providers (Hyperscalers)
 
-- **[Googlecloudplatform](./GoogleCloudPlatform.md)** 70
+- **[Googlecloudplatform](./GoogleCloudPlatform.md)** 64
 - **[AWS Backup](./aws-backup.md)** 18
 - **[AWS IaC](./aws-iac.md)** 19
-- **[AWS Networking](./aws-networking.md)** 37
+- **[AWS Networking](./aws-networking.md)** 34
 - **[AWS Newfeatures](./aws-newfeatures.md)** 108
-- **[AWS Security](./aws-security.md)** 74
+- **[AWS Security](./aws-security.md)** 71
 - **[AWS Serverless](./aws-serverless.md)** 39
-- **[AWS Storage](./aws-storage.md)** 20
-- **[AWS](./aws.md)** 214
-- **[Azure](./azure.md)** 325
-- **[Digitalocean](./digitalocean.md)** 7
+- **[AWS Storage](./aws-storage.md)** 19
+- **[AWS](./aws.md)** 218
+- **[Azure](./azure.md)** 318
+- **[Digitalocean](./digitalocean.md)** 8
 - **[Edge Computing](./edge-computing.md)** 7
-- **[Ibm_Cloud](./ibm_cloud.md)** 11
-- **[Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)** 215
+- **[Ibm_Cloud](./ibm_cloud.md)** 13
+- **[Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)** 218
 - **[Oraclecloud](./oraclecloud.md)** 5
 - **[Public Cloud Solutions](./public-cloud-solutions.md)** 34
 
@@ -342,11 +342,11 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 
 - **[Caching](./caching.md)** 24
 - **[Cloudflare](./cloudflare.md)** 5
-- **[Istio](./istio.md)** 52
-- **[Kubernetes Networking](./kubernetes-networking.md)** 100
-- **[Networking](./networking.md)** 30
-- **[Servicemesh](./servicemesh.md)** 65
-- **[Web Servers](./web-servers.md)** 22
+- **[Istio](./istio.md)** 53
+- **[Kubernetes Networking](./kubernetes-networking.md)** 113
+- **[Networking](./networking.md)** 35
+- **[Servicemesh](./servicemesh.md)** 63
+- **[Web Servers](./web-servers.md)** 17
 
 
 
@@ -354,27 +354,27 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 
 ## The Container Stack
 
-- **[Container Managers](./container-managers.md)** 74
-- **[Docker](./docker.md)** 165
-- **[Kubectl Commands](./kubectl-commands.md)** 23
-- **[Kubernetes Alternatives](./kubernetes-alternatives.md)** 39
-- **[Kubernetes Autoscaling](./kubernetes-autoscaling.md)** 42
-- **[Kubernetes Backup Migrations](./kubernetes-backup-migrations.md)** 38
-- **[Kubernetes Based Devel](./kubernetes-based-devel.md)** 58
-- **[Kubernetes Bigdata](./kubernetes-bigdata.md)** 9
-- **[Kubernetes Client Libraries](./kubernetes-client-libraries.md)** 29
-- **[Kubernetes Monitoring](./kubernetes-monitoring.md)** 54
-- **[Kubernetes On Premise](./kubernetes-on-premise.md)** 64
-- **[Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)** 119
+- **[Container Managers](./container-managers.md)** 69
+- **[Docker](./docker.md)** 173
+- **[Kubectl Commands](./kubectl-commands.md)** 33
+- **[Kubernetes Alternatives](./kubernetes-alternatives.md)** 37
+- **[Kubernetes Autoscaling](./kubernetes-autoscaling.md)** 41
+- **[Kubernetes Backup Migrations](./kubernetes-backup-migrations.md)** 42
+- **[Kubernetes Based Devel](./kubernetes-based-devel.md)** 60
+- **[Kubernetes Bigdata](./kubernetes-bigdata.md)** 10
+- **[Kubernetes Client Libraries](./kubernetes-client-libraries.md)** 27
+- **[Kubernetes Monitoring](./kubernetes-monitoring.md)** 51
+- **[Kubernetes On Premise](./kubernetes-on-premise.md)** 65
+- **[Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)** 112
 - **[Kubernetes Releases](./kubernetes-releases.md)** 54
-- **[Kubernetes Storage](./kubernetes-storage.md)** 71
-- **[Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)** 56
+- **[Kubernetes Storage](./kubernetes-storage.md)** 70
+- **[Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)** 55
 - **[Noops](./noops.md)** 7
 - **[OCP 3](./ocp3.md)** 29
-- **[OCP 4](./ocp4.md)** 186
-- **[Openshift](./openshift.md)** 56
-- **[Rancher](./rancher.md)** 67
-- **[Serverless](./serverless.md)** 59
+- **[OCP 4](./ocp4.md)** 171
+- **[Openshift](./openshift.md)** 55
+- **[Rancher](./rancher.md)** 65
+- **[Serverless](./serverless.md)** 60
 
 
 
@@ -382,11 +382,11 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 
 ## Data & Advanced Analytics
 
-- **[Crunchydata](./crunchydata.md)** 60
-- **[Databases](./databases.md)** 140
+- **[Crunchydata](./crunchydata.md)** 63
+- **[Databases](./databases.md)** 130
 - **[Message Queue](./message-queue.md)** 208
-- **[NoSQL](./nosql.md)** 30
-- **[Yaml](./yaml.md)** 66
+- **[NoSQL](./nosql.md)** 31
+- **[Yaml](./yaml.md)** 64
 
 
 
@@ -394,18 +394,18 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 
 ## Engineering Pipeline
 
-- **[Argo](./argo.md)** 45
-- **[CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)** 2
-- **[CI/CD](./cicd.md)** 78
+- **[Argo](./argo.md)** 46
+- **[CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md)** 4
+- **[CI/CD](./cicd.md)** 76
 - **[Flux](./flux.md)** 23
-- **[Gitops](./gitops.md)** 115
-- **[Jenkins Alternatives](./jenkins-alternatives.md)** 81
-- **[Jenkins](./jenkins.md)** 288
+- **[Gitops](./gitops.md)** 117
+- **[Jenkins Alternatives](./jenkins-alternatives.md)** 75
+- **[Jenkins](./jenkins.md)** 260
 - **[Keptn](./keptn.md)** 9
-- **[Openshift Pipelines](./openshift-pipelines.md)** 30
+- **[Openshift Pipelines](./openshift-pipelines.md)** 33
 - **[Registries](./registries.md)** 35
 - **[Sonarqube](./sonarqube.md)** 13
-- **[Tekton](./tekton.md)** 14
+- **[Tekton](./tekton.md)** 15
 
 
 
@@ -414,23 +414,23 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 ## Developer Ecosystem
 
 - **[Chromedevtools](./ChromeDevTools.md)** 7
-- **[Angular](./angular.md)** 3
-- **[API](./api.md)** 105
-- **[Devel Sites](./devel-sites.md)** 33
-- **[Dotnet](./dotnet.md)** 24
+- **[Angular](./angular.md)** 2
+- **[API](./api.md)** 103
+- **[Devel Sites](./devel-sites.md)** 32
+- **[Dotnet](./dotnet.md)** 26
 - **[Embedded Servlet Containers](./embedded-servlet-containers.md)** 2
-- **[Golang](./golang.md)** 64
-- **[Java And Java Performance Optimization](./java-and-java-performance-optimization.md)** 44
-- **[Java_App_Servers](./java_app_servers.md)** 10
-- **[Java_Frameworks](./java_frameworks.md)** 160
-- **[Javascript](./javascript.md)** 20
-- **[Linux Dev Env](./linux-dev-env.md)** 15
+- **[Golang](./golang.md)** 66
+- **[Java And Java Performance Optimization](./java-and-java-performance-optimization.md)** 40
+- **[Java_App_Servers](./java_app_servers.md)** 7
+- **[Java_Frameworks](./java_frameworks.md)** 168
+- **[Javascript](./javascript.md)** 22
+- **[Linux Dev Env](./linux-dev-env.md)** 16
 - **[Lowcode Nocode](./lowcode-nocode.md)** 7
 - **[Maven Gradle](./maven-gradle.md)** 42
 - **[Postman](./postman.md)** 17
-- **[Python](./python.md)** 219
+- **[Python](./python.md)** 221
 - **[Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)** 5
-- **[Visual Studio](./visual-studio.md)** 187
+- **[Visual Studio](./visual-studio.md)** 190
 - **[Web3](./web3.md)** 3
 
 
@@ -440,15 +440,15 @@ Each tile is a category; the warmer the colour, the more AI-curated resources it
 ## Career & Industry
 
 - **[Appointment Scheduling](./appointment-scheduling.md)** 12
-- **[Elearning](./elearning.md)** 28
+- **[Elearning](./elearning.md)** 23
 - **[Finops](./finops.md)** 40
 - **[Freelancing](./freelancing.md)** 39
 - **[HR](./hr.md)** 3
 - **[Interview Questions](./interview-questions.md)** 48
-- **[Newsfeeds](./newsfeeds.md)** 27
-- **[Recruitment](./recruitment.md)** 66
-- **[Remote Tech Jobs](./remote-tech-jobs.md)** 10
-- **[Workfromhome](./workfromhome.md)** 22
+- **[Newsfeeds](./newsfeeds.md)** 26
+- **[Recruitment](./recruitment.md)** 65
+- **[Remote Tech Jobs](./remote-tech-jobs.md)** 9
+- **[Workfromhome](./workfromhome.md)** 21
 
 
 
diff --git a/v2-docs/uncategorized.md b/v2-docs/uncategorized.md
index 9331c0d9..16b68e3f 100644
--- a/v2-docs/uncategorized.md
+++ b/v2-docs/uncategorized.md
@@ -21,7 +21,7 @@ description: "Curated, AI-ranked Uncategorized resources for the 2026 Cloud Nati
 * **Live Grounding**: Industry analysts note that securing regional power infrastructures is becoming a primary bottleneck for hyper-scale cloud deployments supporting next-generation machine learning workloads.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [About](./about.md) | [AWS Architecture](./aws-architecture.md)
 
-πŸ”— **See Also:** [Postman](./postman.md) | [Angular](./angular.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/visual-studio.md b/v2-docs/visual-studio.md
index 0d853700..7de83a8a 100644
--- a/v2-docs/visual-studio.md
+++ b/v2-docs/visual-studio.md
@@ -19,8 +19,13 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(None)** [](https://code.visualstudio.com/updates/v1_120/v1_46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering code.visualstudio.com in the Kubernetes Tools ecosystem.
   - [dzone.com: 10 VS Code Extensions to Fight Technical Debt](https://dzone.com/articles/10-vs-code-extensions-to-fight-technical-debt)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: 10 VS Code Extensions to Fight Technical Debt in the Kubernetes Tools ecosystem.
   - **(None)** [](https://ona.com/stories/gitpod-is-now-ona)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ona.com in the Kubernetes Tools ecosystem.
-## CICD Pipeline
+## CICD
 
+### Configuration As Code
+
+#### Developer Tooling
+
+  - **(2024)** [Visual Studio Code JCasC-Plugin 🌟](https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” A high-performance developer editor tool designed to provide autocompletion, real-time schema linting, and context-aware validation syntax checks specifically for managing complex Jenkins Configuration as Code declarations.
 ### Jenkins Tools
 
 #### Monitoring
@@ -36,17 +41,17 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2021)** [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Provides targeted code snippets, auto-complete utilities, and syntax validations optimized for declarative Jenkinsfiles. It dramatically reduces developer syntax errors when managing complex multi-stage pipeline steps.
 ## Cloud Infrastructure
 
-### Infrastructure as Code
+### Infrastructure As Code
 
 #### Azure
 
   - **(2026)** [**Azure Resource Manager (ARM) Tools 🌟**](https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides language server support, validation, and autocomplete for Azure Resource Manager (ARM) JSON templates. Although Microsoft Bicep and Terraform are often preferred for new projects, ARM tools remain critical for maintaining enterprise deployment patterns.
-### PaaS
+### Paas
 
 #### Azure (1)
 
   - **(2026)** [**marketplace.visualstudio.com: Azure App Service for Visual Studio Code**](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Simplifies deployment, configuration, and monitoring of applications hosted on Azure App Service. Useful for deploying monolithic apps and APIs, though complex architectures have shifted toward Kubernetes and Serverless.
-### SecOps
+### Secops
 
 #### AWS IAM
 
@@ -67,13 +72,13 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
 
   - **(2026)** [**marketplace.visualstudio.com: Kubernetes Reference Highlighter 🌟**](https://marketplace.visualstudio.com/items?itemName=dag-andersen.kubernetes-reference-highlighter) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highlights cross-references inside Kubernetes manifest files, such as linking ConfigMaps and Secrets to Deployment specifications. Reduces misconfigurations and deployments crashes in complex environments.
   - **(2026)** [**marketplace.visualstudio.com: Kubernetes YAML Formatter 🌟**](https://marketplace.visualstudio.com/items?itemName=kennylong.kubernetes-yaml-formatter) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Formats Kubernetes YAML manifests specifically, enforcing standardization across deployments. Crucial for platform engineers managing large declarative infrastructures in multi-tenant environments.
-#### GitOps
+#### Gitops
 
   - **(2026)** [**marketplace.visualstudio.com: GitOps Tools for Flux 🌟**](https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Simplifies managing and visualizing GitOps resources powered by Flux directly inside the editor. Despite Weaveworks restructuring, the Flux ecosystem remains a dominant engine for production-grade Kubernetes deployments.
 #### Local Clusters
 
   - **(2026)** [**Kubernetes Kind (by Microsoft)**](https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.kind-vscode) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integrates KinD (Kubernetes in Docker) cluster management directly within VS Code, easing local microservice prototyping and controller debugging workflows.
-#### Red Hat OpenShift
+#### Red Hat Openshift
 
   - **(2026)** [**developers.redhat.com: Devfiles and Kubernetes cluster support in OpenShift' Connector 0.2.0 extension for VS Code 🌟**](https://developers.redhat.com/blog/2020/11/16/devfiles-and-kubernetes-cluster-support-in-openshift-connector-0-2-0-extension-for-vs-code) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed Red Hat technical blog showcasing the integration of Devfiles and Kubernetes cluster targeting within OpenShift Connector. It highlights how developers can maintain container-native configurations directly from their IDE.
 #### VS Code Tooling (1)
@@ -87,7 +92,14 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
 #### Kubernetes Integration
 
   - [blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode](https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1) [EN CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” Explores techniques for real-time remote debugging of Go microservices running inside a Kubernetes cluster using Telepresence and VSCode, bridging local development environments with cloud resources.
-## Cloud-Native Development
+## Cloud Platform
+
+### AWS Infrastructure
+
+#### Developer Tooling (1)
+
+  - **(2021)** [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An AWS announcement highlighting the release of updated AWS Toolkits for popular IDEs (Cloud9, JetBrains, VS Code), expanding interaction capabilities to over 200 resource types. This update greatly reduced context switching for developers, enabling local generation of IAM, DynamoDB, and CloudFormation schemas without visiting the AWS web console.
+## Cloud-native Development
 
 ### Azure (2)
 
@@ -185,7 +197,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2023)** [Error Lens](https://marketplace.visualstudio.com/items?itemName=usernamehw.errorlens) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Error Lens improves dev speed by outputting warning and error diagnostic texts directly on the code line. Eliminates the need to hover over syntax errors, reducing debug-cycle latency.
   - **(2021)** [dev.to: How to configure VSCode Bracket Pair Colors Natively](https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl) [JSON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Provides deep details on configuring native bracket pair colorization in VS Code settings. Highlights the migration from resource-heavy third-party extensions to the built-in, highly optimized AST-based rendering engine to lower CPU utilization.
   - **(2020)** [blogs.windows.com: Bringing the browser developer tools to Visual Studio' Code](https://blogs.windows.com/msedgedev/2020/10/01/microsoft-edge-tools-vscode) [JAVASCRIPT CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Introduces Microsoft Edge Developer Tools integration directly inside VS Code. This allows engineers to run element inspection, network profiling, and DOM debugging natively in the IDE, reducing context-switching latency during web application development.
-##### Language-Specific Tooling
+##### Language-specific Tooling
 
   - **(2024)** [==Python Visual Studio Code==](https://github.com/microsoft/vscode-python) ⭐ 4623  [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official VS Code Python extension repository. Serves as a primary integration layer for code-formatting, Jupyter Notebook systems, pytest architectures, and type checker implementations.
   - **(2022)** [freecodecamp.org: How to Use Markdown in VSCode – Syntax and Examples](https://www.freecodecamp.org/news/how-to-use-markdown-in-vscode) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A technical guide to writing, parsing, and rendering Markdown natively in VS Code. Highlights capabilities for inline previewing, styling syntax, and utilizing the editor for software architecture decision records (ADRs).
@@ -266,7 +278,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2023)** [Minimap Makeover](https://www.youtube.com/shorts/t5vXCNIBVYw) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Shows customization options for the editor minimap to emphasize error markers, highlights, and structural complexity indicators.
 ### Version Control (1)
 
-#### GitHub
+#### Github
 
   - **(2022)** [Hacking GitHub?](https://www.youtube.com/shorts/nMJBbH7g1M4) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Covers high-impact shortcuts on the GitHub interface, focusing on the browser-based VS Code environment launcher. Streamlines remote file traversal and light code reviews without requiring a local clone.
 ## Developer Tools
@@ -276,6 +288,11 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
 #### VS Code (1)
 
   - **(2026)** [==Awesome Visual Studio Code==](https://github.com/viatsko/awesome-vscode) ⭐ 28747  [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A massive directory of extensions, themes, and configuration recipes designed to turn VS Code into a productivity powerhouse. Highly relevant for cloud-native developers seeking extensions for Kubernetes, Terraform, Docker, and remote workspace development. Serves as a daily driver resource for developer enablement teams.
+### IDE Extensions
+
+#### Azure Learning
+
+  - **(2024)** [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Visual Studio Code extension designed to accelerate cloud onboarding directly within the developer workspace. It streamlines access to Azure training modules and sandboxed labs, reducing cognitive context switching during technical training.
 ## Development
 
 ### DevOps
@@ -285,7 +302,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2022)** [gitlab.com: VS Code extension development with GitLab](https://about.gitlab.com/blog/vscode-extension-development-with-gitlab) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Explores how developers can construct VS Code extensions integrated with GitLab CI/CD and APIs. The post showcases best practices for extension design, testing automation, and deployment mechanisms, streamlining local-to-cloud workspace automation.
 ## Development Environment
 
-### AI-Assisted Engineering
+### Ai-assisted Engineering
 
 #### VS Code Tooling (7)
 
@@ -335,7 +352,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
 #### VS Code Tooling (11)
 
   - **(2026)** [**Path Intellisense**](https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Provides dynamic path autocompletion during import statements and file references. This capability reduces import failures across large directories. Although modern language servers have improved built-in path resolution, this extension remains popular for deep directory layouts.
-### IDE Extensions
+### IDE Extensions (1)
 
 #### Git Integration (1)
 
@@ -355,14 +372,14 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2022)** [realpython.com: Python Development in Visual Studio Code](https://realpython.com/python-development-visual-studio-code) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive deep dive by Real Python into configuring Visual Studio Code as a professional Python development IDE. Covers workspace setup, linters, debug configurations, and unit testing frameworks.
   - **(2021)** [Python in Visual Studio Code – January 2021 Release](https://devblogs.microsoft.com/python/python-in-visual-studio-code-january-2021-release) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Reviews the January 2021 releases for Python in VS Code, emphasizing Pylance type checker improvements, multi-root workspace support, and simplified Pytest test discovery structures.
   - **(2020)** [Python in Visual Studio Code – September 2020 Release](https://devblogs.microsoft.com/python/python-in-visual-studio-code-september-2020-release) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Highlights the September 2020 updates for Python in VS Code, detailing enhancements to Debug Adapter Protocol (DAP) implementations and environment discovery. Streamlines the execution of local virtual environment packages.
-### Linter and Formatter
+### Linter And Formatter
 
 #### Python (2)
 
   - **(2026)** [==marketplace.visualstudio.com: Ruff extension for Visual Studio Code==](https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Integrates the ultra-fast Rust-based Ruff linter and formatter directly into VS Code. In 2026, it is the standard for microservice backends, replacing flake8 and black with massive speed enhancements.
-### Next-Gen IDE
+### Next-gen IDE
 
-#### JetBrains
+#### Jetbrains
 
   - **(2024)** [Fleet](https://www.jetbrains.com/fleet) [KOTLIN CONTENT]  [COMMUNITY-TOOL] β€” JetBrains' polyglot, lightweight development editor designed with a distributed, collaborative architecture. Supports local file editing or remote backend offloading, providing competition to VS Code's remote development extensions.
   - **(2022)** [softzone.es: Conoce Fleet, el nuevo IDE ultraligero de la mano de JetBrains](https://www.softzone.es/noticias/programas/conoce-fleet-ide-ultraligero-mano-jetbrains) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An early assessment of JetBrains Fleet, detailing its modular UI and hybrid mode. Focuses on the IDE's rapid start times, remote engine execution, and embedded collaboration features.
@@ -392,7 +409,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2026)** [**Local History**](https://marketplace.visualstudio.com/items?itemName=xyz.local-history) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Maintains an independent local timeline of file changes, acting as a fallback when code modifications have not yet been committed to Git. This local safety net helps prevent accidental data loss during local refactoring.
 ## Development Environments
 
-### Cloud IDEs
+### Cloud Ides
 
 #### CDE
 
@@ -418,7 +435,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
 #### Architecture Visualization
 
   - **(2022)** [dev.to: Video: Visualize the architecture of your Java app, in VS Code, in 2 ΒΉ/β‚‚ minutes](https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” An introduction to AppMap for VS Code, illustrating how to automatically record and render execution paths, database queries, and architectural layouts of Java applications in real time.
-#### CICD Extensions
+#### CICD (1)
 
   - **(2022)** [GitHub Actions 🌟](https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” The official GitHub Actions extension for VS Code, enabling developers to build, validate, monitor, and run CI/CD workflows natively within the IDE with real-time log streaming.
   - **(2019)** [GitLab Workflow](https://marketplace.visualstudio.com/items?itemName=gitlab.gitlab-workflow) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Integrates GitLab's merge requests, issues, and CI/CD pipelines directly into VS Code, allowing platform engineers to monitor CI statuses and conduct code reviews seamlessly inside the workspace.
@@ -464,7 +481,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2015)** [Using Version Control in VS Code](https://code.visualstudio.com/docs/sourcecontrol/overview) [MARKDOWN CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official guide detailing VS Code's native source control integration, enabling developers to execute Git workflows directly within the editor. It covers staging, committing, branching, and resolving merge conflicts without switching to an external terminal.
 ## Documentation (3)
 
-### Developer Tooling
+### Developer Tooling (2)
 
 #### IDE Platforms
 
@@ -521,7 +538,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
 #### NoSQL
 
   - **(2026)** [**MongoDB for VS Code**](https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores, queries, and modifies MongoDB data collections natively without leaving the editor. Essential tool for developers writing and verifying backend microservices backed by document stores.
-#### ORM and Tools
+#### ORM And Tools
 
   - **(2026)** [==prisma.io: Improving the Prisma Visual Studio Code Extension with WebAssembly' 🌟==](https://www.prisma.io/blog/vscode-extension-prisma-rust-webassembly) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A deep dive explaining the compilation of Prisma's core engine to WebAssembly to optimize VS Code schema analysis and validation. It demonstrates how WASM can be used to improve tool startup performance and runtime efficiency.
 ### Python (3)
@@ -536,7 +553,7 @@ description: "Top Visual Studio resources for 2026, AI-ranked: Awesome Visual St
   - **(2026)** [**Jest**](https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Integrates Jest unit testing workflows directly into the editor. It offers real-time inline test failures, active watch mode triggers, and visual coverage reports. This setup simplifies local feedback loops for enterprise microservices developed in TypeScript or JavaScript.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/web-servers.md b/v2-docs/web-servers.md
index 9a0cba99..099bd1f7 100644
--- a/v2-docs/web-servers.md
+++ b/v2-docs/web-servers.md
@@ -1,5 +1,5 @@
 ---
-description: "Top Web Servers resources for 2026, AI-ranked: Traefik, Apache and more β€” curated Cloud Native tools, guides and references."
+description: "Top Web Servers resources for 2026, AI-ranked: Apache, Apache Reverse Proxy Guide and more β€” curated Cloud Native tools, guides and references."
 ---
 # Web Servers and Reverse Proxies: Apache, Nginx, HAProxy, Traefik and more
 
@@ -36,7 +36,7 @@ description: "Top Web Servers resources for 2026, AI-ranked: Traefik, Apache and
 #### App Servers
 
   - **(2025)** [unit.nginx.org](https://unit.nginx.org) [C CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official portal for NGINX Unit, a dynamic, lightweight application server designed to run polyglot microservices simultaneously. Dynamically configured on the fly via JSON REST APIs without service disruption.
-#### CICD Integration
+#### CICD
 
   - **(2020)** [Apache Reverse Proxy for Jenkins](https://github.com/nubenetes/apache-reverse-proxy-jenkins) ⭐ 1  [APACHECONF CONTENT] 🌟 [LEGACY] β€” A historical configuration repository detailing reverse-proxy deployment configurations for Jenkins behind Apache. Due to more than 4 years of inactivity, it is maintained as a legacy setup reference.
 #### NGINX Handbooks
@@ -45,30 +45,6 @@ description: "Top Web Servers resources for 2026, AI-ranked: Traefik, Apache and
 #### Reverse Proxy
 
   - **(2025)** [Apache Reverse Proxy Guide](https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering handbook illustrating the deployment and configuration of the Apache HTTP Server as a reverse proxy. Details mod_proxy directives, buffer limits, and load-balancer grouping policies.
-## Infrastructure Security
-
-### Inbound Traffic Management
-
-#### Traefik
-
-  - **(2020)** [blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical integration blog detailing how to deploy and customize the Traefik v2.2 Ingress Controller using Kustomize configurations. It illustrates how to define overlays for environment-specific network values, secure SSL contexts, and service exposures. Useful reference for managing non-trivial ingress manifests programmatically.
-## NGINXConfig
-
-### Community Tools
-
-  - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers.
-## Networking
-
-### Load Balancing (1)
-
-#### HAProxy
-
-  - **(2025)** [HAProxy](https://www.haproxy.org) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency.
-### Multi-Cluster
-
-#### DNS
-
-  - **(2022)** [nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](https://www.f5.com/products/nginx) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers.
 ## Traffic Management
 
 ### Kubernetes Ingress Controllers
@@ -78,12 +54,11 @@ description: "Top Web Servers resources for 2026, AI-ranked: Traefik, Apache and
   - **(2020)** [opensource.com: Try this Kubernetes HTTP router and reverse proxy](https://opensource.com/article/20/4/http-kubernetes-skipper) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An overview of Skipper, an open-source HTTP router and reverse proxy designed for highly customized routing scenarios. It highlights Skipper's unique strength in dynamically modifying requests using an extensible filter chain, though it occupies a niche compared to market-dominant ingress engines.
 #### Traefik Ingress
 
-  - **(2026)** [Traefik](https://traefik.io) [GO CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The canonical repository and site for Traefik, a modern cloud-native reverse proxy and ingress controller designed for dynamic service discovery. It automatically listens to platform API registries (such as Kubernetes and Consul) to dynamically update routing tables without manual reloads.
   - **(2020)** [opensource.com: Directing Kubernetes traffic with Traefik](https://opensource.com/article/20/3/kubernetes-traefik) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An introductory engineering guide outlining the mechanics of deploying Traefik to route internal cluster traffic. The resource demonstrates how Traefik processes Custom Resource Definitions (CRDs) to define advanced routing rules, headers, and SSL termination points transparently.
   - **(2020)** [thenewstack.io: Using Traefik Ingress Controller with Istio Service Mesh](https://thenewstack.io/using-traefik-ingress-controller-with-istio-service-mesh) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural examination of combining Traefik's edge ingress capabilities with the granular micro-segmentation of the Istio Service Mesh. This dual-layer approach optimizes ingress pathing while maintaining strict mTLS and telemetry enforcement across internal pod networks.
 ### Load Balancing and Reverse Proxy
 
-#### HAProxy Administration
+#### Haproxy Administration
 
   - **(2020)** [tecmint.com: How to Setup High-Availability Load Balancer with β€˜HAProxy’ to Control Web Server Traffic](https://www.tecmint.com/install-haproxy-load-balancer-in-linux) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive hands-on tutorial detailing the implementation of high-availability load balancing using HAProxy. It guides administrators through configuring active-passive failover and traffic scheduling algorithms, serving as an operational reference for classical infrastructure paradigms.
   - **(2020)** [Tecmint.com: How to Setup HAProxy as Load Balancer for Nginx on CentOS 8](https://www.tecmint.com/setup-nginx-haproxy-load-balancer-in-centos-8) [N/A CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A targeted administrative blueprint for deploying HAProxy as a frontend load balancer to manage multiple backend Nginx web server nodes. While CentOS 8 has transitioned to stream variants, the underlying architecture pattern for proxy pass and upstream failover remains structurally sound and highly applicable.
@@ -93,7 +68,7 @@ description: "Top Web Servers resources for 2026, AI-ranked: Traefik, Apache and
   - **(2021)** [nginx-playground.wizardzines.com 🌟](https://nginx-playground.wizardzines.com) [N/A CONTENT]  [COMMUNITY-TOOL] β€” The live application corresponding to Julia Evans' Nginx configuration playground. It delivers a sandboxed, browser-based runtime that dynamically executes and reports Nginx behavior on arbitrary configurations, bridging the gap between theoretical syntax and actual routing behaviors without local environment overhead.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/web3.md b/v2-docs/web3.md
index 93fa817a..8e0b6654 100644
--- a/v2-docs/web3.md
+++ b/v2-docs/web3.md
@@ -26,7 +26,7 @@ description: "Curated, AI-ranked Web3 resources for the 2026 Cloud Native archit
   - **(2021)** [wired.com: The Father of Web3 Wants You to Trust Less](https://www.wired.com/story/web3-gavin-wood-interview) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An interview with Ethereum co-founder and Polkadot creator Gavin Wood on the engineering philosophy behind Web3. Wood details the transition from trusting centralized authorities to relying on cryptographic truth, smart contracts, and decentralized state machines to enforce transparency.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Javascript](./javascript.md) | [Dotnet](./dotnet.md) | [Embedded Servlet Containers](./embedded-servlet-containers.md)
 
-πŸ”— **See Also:** [About](./about.md) | [HR](./hr.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/workfromhome.md b/v2-docs/workfromhome.md
index d5cf234c..1873fdc7 100644
--- a/v2-docs/workfromhome.md
+++ b/v2-docs/workfromhome.md
@@ -16,13 +16,6 @@ description: "Top Workfromhome resources for 2026, AI-ranked: krisp, Zoom and mo
 #### External Links
 
   - **(2026)** [Google docs & Sheets](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2F&dsh=S20332737%3A1779029801683182&emr=1&followup=https%3A%2F%2Fdocs.google.com%2F&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauuoeLcrRlG9wsx3FKpxmPOwZ0aEG9g04i8ZgsTyIUOHV3UzhWURaJlrxS0xYmo_YZUJM0_Rw)  [COMMUNITY-TOOL] β€” Redirect link to Google Docs and Sheets login portal, commonly utilized by operations and product teams for maintaining functional specification spreadsheets and collaborative dynamic documentation.
-## DevOps
-
-### Culture
-
-#### Distributed Teams
-
-  - **(2020)** [opensource.com: 10 tips for maintaining a DevOps mindset for distributed teams](https://opensource.com/article/20/6/devops-mindset) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Pragmatic guide focused on remote engineering operations. Details how telemetry alignment, shared ChatOps structures, and open system registries prevent development drift in distributed organizations.
 ## Development
 
 ### Testing and QA
@@ -75,7 +68,7 @@ description: "Top Workfromhome resources for 2026, AI-ranked: krisp, Zoom and mo
   - **(2021)** [portafolio.co: Claves para liderar equipos de teletrabajo y no fracasar en el intento](https://www.portafolio.co/tendencias/claves-para-liderar-equipos-de-teletrabajo-y-no-fracasar-en-el-intento-556586) [SPANISH CONTENT]  [LEGACY] β€” Focuses on strategies for leading virtual teams, highlighting methods to establish trust, measure output over physical presence, and implement clear collaboration frameworks. Highlights Spanish-speaking organizational perspectives on easing transition friction for legacy teams.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Appointment Scheduling](./appointment-scheduling.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Newsfeeds](./newsfeeds.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)
 
diff --git a/v2-docs/yaml.md b/v2-docs/yaml.md
index df3976d4..42f4a33e 100644
--- a/v2-docs/yaml.md
+++ b/v2-docs/yaml.md
@@ -30,12 +30,8 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo
   - **(2021)** [==Kubectl output options 🌟==](https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba) [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated technical guide detailing advanced kubectl formatting options. It covers jsonpath extractions, custom columns, and Go templating recipes. This cheat sheet is incredibly valuable for platform engineers querying complex cluster statuses directly from the command line.
 #### Configuration Management
 
-  - **(2021)** [**k8syaml.com 🌟**](https://k8syaml.com) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An interactive web environment designed to generate clean, standard Kubernetes manifests based on best-practice configurations. It enables operators to construct and validate resources without writing boilerplate templates from scratch.
   - **(2020)** [**boxunix.com: A Better Way of Organizing Your Kubernetes Manifest Files 🌟**](https://boxunix.com/2020/05/15/a-better-way-of-organizing-your-kubernetes-manifest-files) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A tactical blog post detailing file hierarchy designs for managing Kubernetes manifests. It compares simple raw file naming to directory segmentation, Kustomize overrides, and Helm charts. This serves as a helpful guide for platform engineers standardizing GitOps setups.
   - **(2021)** [linkedin.com/pulse: How to write YAML file for Kubernetes | Megha S.k](https://www.linkedin.com/pulse/how-write-yaml-file-kubernetes-megha-s-k) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory LinkedIn Pulse guide on designing and formatting Kubernetes configurations. It covers basic resource schemas for Pods, Services, and Deployments, offering a straightforward reference for developers starting with Kubernetes.
-#### Policy Enforcement
-
-  - **(2021)** [**dev.to: Automating quality checks for Kubernetes YAMLs**](https://dev.to/wkrzywiec/automating-quality-checks-for-kubernetes-yamls-398) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A detailed technical guide demonstrating how to integrate automated quality controls for Kubernetes manifests within build pipelines. It explains how to combine linters and security checks to validate configurations before they are deployed.
 #### Validation
 
   - **(2021)** [**instrumenta/kubeval**](https://github.com/instrumenta/kubeval) ⭐ 3226  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” A historic CLI tool used to validate Kubernetes configuration manifests against JSON schemas. Although it is archived and has been largely replaced by Kubeconform, Kubeval remains an important reference point in the evolution of Kubernetes configuration testing.
@@ -98,7 +94,7 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo
 
 ### JSON and YAML Serialization
 
-#### Configuration DSLs
+#### Configuration Dsls
 
   - **(2025)** [Jsonnet](https://jsonnet.org) [C++ CONTENT]  [COMMUNITY-TOOL] β€” A powerful, Turing-complete data templating language that extends JSON with variables, functions, conditionals, and object inheritance. Eliminates configuration duplication by generating clean JSON configurations programmatically.
 #### Data Modeling
@@ -123,7 +119,7 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo
   - **(1999)** [json.org: Introducing JSON](https://www.json.org/json-en.html) [NONE CONTENT]  [COMMUNITY-TOOL] β€” The authoritative reference specification for JavaScript Object Notation (JSON). Outlines the fundamental grammar, parsing tokens, and universal data structures that underpin modern web APIs and state distribution layers.
 ## Developer Workspace
 
-### Command-Line Tooling
+### Command-line Tooling
 
 #### JSON and YAML Manipulators
 
@@ -138,14 +134,14 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo
 #### Visualizers
 
   - **(2025)** [jsoncrack.com: JSON Crack 🌟🌟](https://jsoncrack.com) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive data visualization platform that constructs graph representations of nested JSON schemas. Helps platform engineers conceptualize structural relationships and analyze nested configurations in high-density graphs.
-## GitOps and Configuration
+## Gitops and Configuration
 
 ### Helm Chart Generation
 
 #### Migration Tools
 
   - **(2021)** [arttor/helmify](https://github.com/arttor/helmify) ⭐ 1738  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An automation utility that converts standard declarative Kubernetes manifests directly into valid, paramaterized Helm charts. It simplifies migrations and accelerates the distribution setup of packaged deployments.
-## Infrastructure as Code
+## Infrastructure As Code
 
 ### Ansible
 
@@ -154,7 +150,7 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo
   - **(2022)** [**docs.ansible.com: YAML anchors and aliases: sharing variable values**](https://docs.ansible.com/projects/ansible/latest/user_guide/playbooks_advanced_syntax.html) [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official Ansible documentation showing how playbooks use YAML anchors and aliases. It demonstrates how to share variable lists, task setups, and connection settings across playbooks. This is a core best practice for maintaining massive infrastructure inventories.
 ## Kubernetes (1)
 
-### DevSecOps
+### Devsecops
 
 #### Linting
 
@@ -183,7 +179,7 @@ description: "Top Yaml resources for 2026, AI-ranked: Polaris, KubeLinter and mo
   - **(2023)** [kubevious.io: Top Kubernetes YAML Validation Tools](https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A market breakdown contrasting modern validation utilities for Kubernetes platforms. Reviews differences between structural validators, OPA-based policy enforcement engines, and semantic layout detectors.
 
 ---
-πŸ’‘ **Explore Related:** [Message Queue](./message-queue.md) | [Databases](./databases.md) | [Crunchydata](./crunchydata.md)
+πŸ’‘ **Explore Related:** [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.md) | [Databases](./databases.md)
 
-πŸ”— **See Also:** [About](./about.md) | [Postman](./postman.md)
+πŸ”— **See Also:** [Kubernetes Backup Migrations](./kubernetes-backup-migrations.md) | [OCP 4](./ocp4.md)