From 3f290d23a8c32e5ad7a2994919ce3bc015a2219e Mon Sep 17 00:00:00 2001 From: Nubenetes Bot Date: Wed, 17 Jun 2026 22:57:01 +0000 Subject: [PATCH] feat: sync V2 elite curated edition and README metrics [skip ci] --- README.md | 10 +- v2-docs/ChromeDevTools.md | 2 +- v2-docs/GoogleCloudPlatform.md | 7 +- v2-docs/about.md | 4 +- v2-docs/ai-agents-mcp.md | 10 +- v2-docs/ai.md | 142 +++- v2-docs/angular.md | 9 +- v2-docs/ansible.md | 59 +- v2-docs/api.md | 80 ++- v2-docs/appointment-scheduling.md | 2 +- v2-docs/argo.md | 70 +- v2-docs/aws-architecture.md | 38 +- v2-docs/aws-backup.md | 10 +- v2-docs/aws-containers.md | 23 +- v2-docs/aws-data.md | 5 +- v2-docs/aws-databases.md | 9 +- v2-docs/aws-devops.md | 24 +- v2-docs/aws-iac.md | 7 +- v2-docs/aws-messaging.md | 6 +- v2-docs/aws-miscellaneous.md | 21 +- v2-docs/aws-monitoring.md | 6 +- v2-docs/aws-networking.md | 22 +- v2-docs/aws-newfeatures.md | 16 +- v2-docs/aws-pricing.md | 9 +- v2-docs/aws-security.md | 49 +- v2-docs/aws-serverless.md | 29 +- v2-docs/aws-spain.md | 2 +- v2-docs/aws-storage.md | 11 +- v2-docs/aws-tools-scripts.md | 12 +- v2-docs/aws-training.md | 24 +- v2-docs/aws.md | 69 +- v2-docs/azure.md | 250 ++----- v2-docs/caching.md | 20 +- v2-docs/chaos-engineering.md | 17 +- v2-docs/chatgpt.md | 43 +- v2-docs/cheatsheets.md | 81 ++- v2-docs/chef.md | 2 +- v2-docs/cicd-kubernetes-plugins.md | 21 +- v2-docs/cicd.md | 135 ++-- v2-docs/cloud-arch-diagrams.md | 21 +- v2-docs/cloud-asset-inventory.md | 7 +- v2-docs/cloudflare.md | 9 +- v2-docs/container-managers.md | 14 +- v2-docs/crossplane.md | 10 +- v2-docs/crunchydata.md | 12 +- v2-docs/customer.md | 18 +- v2-docs/databases.md | 61 +- v2-docs/demos.md | 189 +++-- v2-docs/devel-sites.md | 17 +- v2-docs/developerportals.md | 72 +- v2-docs/devops-tools.md | 74 +- v2-docs/devops.md | 198 +++++- v2-docs/devsecops.md | 139 +++- v2-docs/digital-money.md | 10 +- v2-docs/digitalocean.md | 19 +- v2-docs/docker.md | 95 ++- v2-docs/dom.md | 9 +- v2-docs/dotnet.md | 7 +- v2-docs/edge-computing.md | 4 +- v2-docs/elearning.md | 30 +- v2-docs/embedded-servlet-containers.md | 11 +- v2-docs/faq.md | 13 +- v2-docs/finops.md | 28 +- v2-docs/flux.md | 9 +- v2-docs/freelancing.md | 18 +- v2-docs/git.md | 91 ++- v2-docs/gitops.md | 118 +++- v2-docs/golang.md | 24 +- v2-docs/grafana.md | 20 +- v2-docs/helm.md | 100 +-- v2-docs/hr.md | 9 +- v2-docs/iac.md | 92 ++- v2-docs/ibm_cloud.md | 27 +- v2-docs/interview-questions.md | 14 +- v2-docs/introduction.md | 176 +++-- v2-docs/istio.md | 46 +- .../java-and-java-performance-optimization.md | 32 +- v2-docs/java_app_servers.md | 16 +- v2-docs/java_frameworks.md | 40 +- v2-docs/javascript.md | 17 +- v2-docs/jenkins-alternatives.md | 70 +- v2-docs/jenkins.md | 202 +++++- v2-docs/jvm-parameters-matrix-table.md | 2 +- v2-docs/keptn.md | 11 +- v2-docs/kubectl-commands.md | 44 +- v2-docs/kubernetes-alternatives.md | 29 +- v2-docs/kubernetes-autoscaling.md | 58 +- v2-docs/kubernetes-backup-migrations.md | 45 +- v2-docs/kubernetes-based-devel.md | 36 +- v2-docs/kubernetes-bigdata.md | 10 +- v2-docs/kubernetes-client-libraries.md | 22 +- v2-docs/kubernetes-monitoring.md | 90 ++- v2-docs/kubernetes-networking.md | 151 ++-- v2-docs/kubernetes-on-premise.md | 80 +-- v2-docs/kubernetes-operators-controllers.md | 202 ++++-- v2-docs/kubernetes-releases.md | 15 +- v2-docs/kubernetes-security.md | 113 ++- v2-docs/kubernetes-storage.md | 81 ++- v2-docs/kubernetes-tools.md | 147 ++-- v2-docs/kubernetes-troubleshooting.md | 72 +- v2-docs/kubernetes-tutorials.md | 78 ++- v2-docs/kubernetes.md | 653 +++++++++++++++--- v2-docs/kustomize.md | 26 +- v2-docs/linux-dev-env.md | 7 +- v2-docs/linux.md | 74 +- v2-docs/liquibase.md | 5 +- v2-docs/lowcode-nocode.md | 2 +- v2-docs/managed-kubernetes-in-public-cloud.md | 186 ++++- v2-docs/matrix-table.md | 14 +- v2-docs/maven-gradle.md | 19 +- v2-docs/message-queue.md | 149 ++-- v2-docs/mkdocs.md | 3 +- v2-docs/mlops.md | 39 +- v2-docs/monitoring.md | 109 +-- v2-docs/networking.md | 12 +- v2-docs/newsfeeds.md | 15 +- v2-docs/newsql.md | 9 +- v2-docs/noops.md | 3 +- v2-docs/nosql.md | 25 +- v2-docs/oauth.md | 8 +- v2-docs/ocp3.md | 67 +- v2-docs/ocp4.md | 139 +++- v2-docs/openshift-pipelines.md | 16 +- v2-docs/openshift.md | 47 +- v2-docs/oraclecloud.md | 11 +- v2-docs/other-awesome-lists.md | 32 +- ...ormance-testing-with-jenkins-and-jmeter.md | 48 +- v2-docs/postman.md | 29 +- v2-docs/private-cloud-solutions.md | 2 +- v2-docs/project-management-methodology.md | 48 +- v2-docs/project-management-tools.md | 11 +- v2-docs/prometheus.md | 72 +- v2-docs/public-cloud-solutions.md | 21 +- v2-docs/pulumi.md | 16 +- v2-docs/python.md | 76 +- v2-docs/qa.md | 21 +- v2-docs/rancher.md | 67 +- v2-docs/react.md | 2 +- v2-docs/recruitment.md | 13 +- v2-docs/registries.md | 20 +- v2-docs/remote-tech-jobs.md | 2 +- v2-docs/scaffolding.md | 10 +- v2-docs/scaleway.md | 9 +- v2-docs/securityascode.md | 31 +- v2-docs/serverless.md | 40 +- v2-docs/servicemesh.md | 50 +- v2-docs/sonarqube.md | 4 +- v2-docs/sre.md | 42 +- v2-docs/stackstorm.md | 2 +- .../swagger-code-generator-for-rest-apis.md | 9 +- v2-docs/tekton.md | 22 +- v2-docs/terraform.md | 290 +++++++- v2-docs/test-automation-frameworks.md | 16 +- v2-docs/testops.md | 2 +- v2-docs/visual-studio.md | 18 +- v2-docs/web-servers.md | 35 +- v2-docs/web3.md | 9 +- v2-docs/workfromhome.md | 2 +- v2-docs/xamarin.md | 9 +- v2-docs/yaml.md | 33 +- 160 files changed, 5507 insertions(+), 2074 deletions(-) diff --git a/README.md b/README.md index a43f9c94..1ce17ba2 100644 --- a/README.md +++ b/README.md @@ -141,7 +141,7 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T | :--- | :--- | | **Total Technical Resources (Links)** | **18639+** | | **Specialized MD Pages** | **162** | -| **Total Commits** | **5889+** | +| **Total Commits** | **5890+** | | **Primary AI Engine** | **Google Gemini (Agentic)** | @@ -179,7 +179,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem. | 6 | 2023 | 30 | 123 | Maintenance & Refinement | | 7 | 2024 | 53 | 218 | Curation Strategy Pivot | | 8 | 2025 | 5 | 20 | Stability & Research Phase | -| 9 | 2026 | 2330 | 9,622 | **Agentic AI Surge** (May 2026 Inception) | +| 9 | 2026 | 2331 | 9,627 | **Agentic AI Surge** (May 2026 Inception) | @@ -195,8 +195,8 @@ xychart-beta title "Nubenetes Annual Growth Metrics (2018–2026)" x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"] y-axis "Volume (Commits / Estimated New Refs)" 0 --> 10000 - bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 9622] - bar [350, 142, 2046, 531, 402, 30, 53, 5, 2330] + bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 9627] + bar [350, 142, 2046, 531, 402, 30, 53, 5, 2331] ``` @@ -206,7 +206,7 @@ xychart-beta | :--- | :---: | :---: | :--- | | 2026-04 | 25 | 103 | Active Curation | | 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** | -| 2026-06 | 204 | 842 | Active Curation | +| 2026-06 | 205 | 846 | Active Curation | ### 2.4. Content Distribution and Semantic Clustering diff --git a/v2-docs/ChromeDevTools.md b/v2-docs/ChromeDevTools.md index 71ec5e62..d13178da 100644 --- a/v2-docs/ChromeDevTools.md +++ b/v2-docs/ChromeDevTools.md @@ -23,5 +23,5 @@ - **(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:** [Angular](./angular.md) | [API](./api.md) | [Linux Dev Env](./linux-dev-env.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/GoogleCloudPlatform.md b/v2-docs/GoogleCloudPlatform.md index 6928e1e9..ac5f6be1 100644 --- a/v2-docs/GoogleCloudPlatform.md +++ b/v2-docs/GoogleCloudPlatform.md @@ -58,7 +58,12 @@ #### General Reference + - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud/tagged/devops in the Kubernetes Tools ecosystem. + - [venturebeat.com: Google Cloud announces Network Connectivity Center to simplify' hybrid cloud management](https://venturebeat.com/2021/03/23/google-cloud-announces-network-connectivity-center-to-simplify-hybrid-cloud-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Google Cloud announces Network Connectivity Center to simplify' hybrid cloud management in the Kubernetes Tools ecosystem. + - [medium.com/google-cloud: Design your Landing Zone β€” Design Considerations' Part 4β€” IaC, GitOps and CI/CD (Google Cloud Adoption Series)](https://medium.com/google-cloud/design-your-landing-zone-design-considerations-part-4-iac-gitops-and-ci-cd-google-cloud-ae3f533c6dbd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Design your Landing Zone β€” Design Considerations' Part 4β€” IaC, GitOps and CI/CD (Google Cloud Adoption Series) in the Kubernetes Tools ecosystem. - [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner in the Kubernetes Tools ecosystem. + - [medium.com/google-cloud: Anthos-at-Home: Spinning Up a Bare-Metal Anthos' Cluster on Dumpster Servers](https://medium.com/google-cloud/anthos-at-home-spinning-up-a-bare-metal-anthos-cluster-on-dumpster-servers-5bcef301cfa5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Anthos-at-Home: Spinning Up a Bare-Metal Anthos' Cluster on Dumpster Servers in the Kubernetes Tools ecosystem. + - [Terraform Provider for Google Cloud 7.0 is now GA](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Provider for Google Cloud 7.0 is now GA in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### Compute @@ -335,5 +340,5 @@ - **(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:** [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) | [AWS Data](./aws-data.md) +πŸ’‘ **Explore Related:** [Edge Computing](./edge-computing.md) | [Azure](./azure.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/about.md b/v2-docs/about.md index 5d802d38..e43ecaed 100644 --- a/v2-docs/about.md +++ b/v2-docs/about.md @@ -120,8 +120,10 @@ An O'Reilly-style technical library where 18k+ resources are filtered, ranked by ### General Reference - [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. + - [alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟](https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-engineering-teams-323d1f78ef68) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟 in the Kubernetes Tools ecosystem. - [reddit.com: Promotion Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Promotion Driven Development in the Kubernetes Tools ecosystem. + - [en.wikipedia.org: Kiss up kick down](https://en.wikipedia.org/wiki/Kiss_up_kick_down) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem. --- -πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Other Awesome Lists](./other-awesome-lists.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/ai-agents-mcp.md b/v2-docs/ai-agents-mcp.md index daf3147b..79172fc4 100644 --- a/v2-docs/ai-agents-mcp.md +++ b/v2-docs/ai-agents-mcp.md @@ -50,6 +50,14 @@ #### 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. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM IAM for AI Agents in the Kubernetes Tools ecosystem. + - [PulseMCP](https://pulsemcp.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PulseMCP in the Kubernetes Tools ecosystem. ## Cloud Native Operations ### AI AIOps @@ -73,5 +81,5 @@ - **(2025)** [youtube: The 6 Levels of Claude Code Explained](https://www.youtube.com/watch?v=TUKYbUIXLOE) [COMMUNITY-TOOL] β€” A deep-dive video breakdown analyzing the capabilities of Anthropic's Claude Code interface. Evaluates the progression from basic code generation and syntax correction to advanced multi-file refactoring and semi-autonomous agentic software engineering tasks. --- -πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md) +πŸ’‘ **Explore Related:** [AI](./ai.md) | [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) diff --git a/v2-docs/ai.md b/v2-docs/ai.md index 85c34f21..19b7ff1d 100644 --- a/v2-docs/ai.md +++ b/v2-docs/ai.md @@ -17,6 +17,13 @@ #### 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 @@ -30,10 +37,24 @@ #### General Reference - - [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. - - [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. - [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. + - [technologyreview.es: "Las empresas que empiezan a lo grande con la IA' fracasan mΓ‘s" 🌟](https://www.technologyreview.es/s/13258/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==technologyreview.es: "Las empresas que empiezan a lo grande con la IA' fracasan mΓ‘s"== 🌟 in the Kubernetes Tools ecosystem. + - [hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning' y Deep Learning](https://hipertextual.com/2023/02/diferencias-ia-machine-learning) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning' y Deep Learning 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. + - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE 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. + - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer 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. + - [blog.redbrickai.com: F.A.S.T. ⚑️ Meta AI’s Segment Anything for Medical' Imaging](https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.redbrickai.com: F.A.S.T. ⚑️ Meta AI’s Segment Anything for Medical' Imaging in the Kubernetes Tools ecosystem. + - [hashicorp.com: Accelerating AI adoption on Azure with Terraform](https://www.hashicorp.com/blog/accelerating-ai-adoption-on-azure-with-terraform) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Accelerating AI adoption on Azure with Terraform in the Kubernetes Tools ecosystem. + - [hashicorp.com: AI for infrastructure management](https://www.hashicorp.com/solutions/ai-infrastructure-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: AI for infrastructure management in the Kubernetes Tools ecosystem. +## Architecture and Visualization + +### Interactive Diagramming + +#### AI Integration + + - **(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) [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Implements the Model Context Protocol (MCP) to dynamically generate and modify Draw.io structures directly via conversational AI interfaces. Seamlessly links large language models with visual blueprint execution, allowing real-time canvas updates and automated layout formatting based on conversational technical specs. ## Artificial Intelligence (1) ### AI Strategy @@ -120,9 +141,26 @@ ### 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). +## Artificial Intelligence and Machine Learning + +### LLM Deployment + +#### 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 + +### AI and Automation + +#### AI PR Automation + + - **(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) [YAML CONTENT] [COMMUNITY-TOOL] β€” A tutorial showing how to automate the generation of pull request descriptions within Azure DevOps pipelines using Azure OpenAI APIs. Streamlines developer velocity and documentation standards. +#### Model Context Protocol (1) + + - **(2025)** [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official Microsoft announcement outlining the preview release of the Azure DevOps MCP Server. Details how developer agents leverage safe API contexts to build and deploy complex assets. ## Cloud Infrastructure ### CICD and DevOps @@ -146,6 +184,7 @@ #### 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) @@ -157,6 +196,13 @@ #### AI Workloads on K8s - **(2024)** [itnext.io: Deploy Flexible and Custom Setups with Anything LLM on Kubernetes](https://itnext.io/deploy-flexible-and-custom-setups-with-anything-llm-on-kubernetes-a2b5687f2bcc) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details the architectural deployment of AnythingLLM on top of a Kubernetes cluster, covering PV provisioning, ingress configurations, and resource limits. Deploying private RAG environments on Kubernetes gives enterprise teams localized, secured multi-user document search. This tutorial bridges raw AI services with cloud-native hosting stability. +## Cloud Platform + +### Enterprise Solutions + +#### AI and Infrastructure + + - **(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) [ADVANCED LEVEL] [CASE STUDY] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” This case study highlights BMW Group's deployment of a generative AI assistant on AWS designed to automate and optimize cloud infrastructure operations. By synthesizing telemetry data and AWS resource metrics, the assistant accelerates infrastructure diagnostics, reduces operational overhead, and drives cost-efficient resource provisioning. It demonstrates how LLMs can be integrated into enterprise cloud operations (AIOps) to simplify complex architectural decision-making. ## Computer Vision ### Deep Learning Research @@ -170,6 +216,13 @@ #### ML Notebooks - **(2023)** [==github.com/jupyterlab/jupyter-ai==](https://github.com/jupyterlab/jupyter-ai) ⭐ 4272 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs. +## Container Orchestration + +### Azure Kubernetes Service + +#### AKS Fleet Manager + + - **(2025)** [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](http://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on utilizing Azure Kubernetes Service (AKS) Fleet Manager to coordinate multi-cluster scaling for modern AI and data-heavy services. It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes. ## DevOps ### Automation @@ -177,6 +230,13 @@ #### 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 @@ -184,13 +244,27 @@ #### Claude Code - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660 [MARKDOWN CONTENT] [GUIDE] 🌟🌟🌟🌟🌟 [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. + - **(2025)** [Claude Code in Action](https://anthropic.skilljar.com/claude-code-in-action) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An official hands-on tutorial and demonstration course by Anthropic showing the real-world utility of Claude Code. It covers basic terminal setups, interactive file refactoring, automated git commit orchestration, and contextual testing loops. Highly valuable for teams integrating terminal-based AI agents directly into daily engineering pipelines. +#### 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 Tooling ### AI Code Assistants +#### Effort Frameworks + + - **(2026)** [Cursor Bugbot Effort Levels Documentation](https://cursor.com/docs/bugbot#effort-levels) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” This reference document outlines the effort metrics and execution paradigms utilized by Cursor's Bugbot tool inside the editor context. It guides development teams in managing priority levels for automated debugging routines across repositories. #### 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 @@ -207,38 +281,77 @@ - **(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 +### 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 #### 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 + +#### 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 +#### AI Integration (2) - **(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. -## Management and Strategy +## Software Architecture and .NET Development -### Artificial Intelligence (2) +### Artificial Intelligence (3) -#### Enterprise Transformation +#### Agent Integration - - **(2023)** [**technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan mΓ‘s" 🌟**](https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analytical piece focusing on enterprise strategies for AI adoption, arguing that companies attempting large-scale, over-ambitious transformations from day one experience higher failure rates. Advocates for incremental, focused deployments coupled with robust cultural and organizational shifts. Highly recommended reading for CTOs and enterprise architects. [SPANISH CONTENT] + - **(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 (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 +#### 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/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) [GUIDE] [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 - **(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 + + - **(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 + +#### Terminal Emulators + + - **(2026)** [Warp: The Agentic Development Environment](https://www.warp.dev) [COMMUNITY-TOOL] β€” A modern, Rust-based terminal emulator incorporating AI agent assistance directly into the command-line interface. Reimagines input fields like text editors, supports real-time workspace collaboration, and native context-sharing for accelerated platform ops troubleshooting. ### Database Management -#### Model Context Protocol (1) +#### Model Context Protocol (2) - **(2024)** [==Tabularis: Open Source Desktop Client for Modern Databases with AI and MCP' Integration==](https://github.com/TabularisDB/tabularis/blob/main/README.es.md) ⭐ 2422 [SPANISH CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An open-source desktop database client featuring Model Context Protocol (MCP) integrations. This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user security boundaries. ### Professional Development @@ -246,7 +359,14 @@ #### 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:** [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md) +πŸ’‘ **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) diff --git a/v2-docs/angular.md b/v2-docs/angular.md index 7eac420d..9a402bce 100644 --- a/v2-docs/angular.md +++ b/v2-docs/angular.md @@ -10,6 +10,13 @@ #### 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. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [javascript.plainenglish.io: Angular is Costing Companies Billions](https://javascript.plainenglish.io/enough-why-its-time-to-rip-out-angular-7d831802c8a2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javascript.plainenglish.io: Angular is Costing Companies Billions in the Kubernetes Tools ecosystem. ## Frontend Development ### Web Frameworks @@ -22,5 +29,5 @@ - **(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:** [Chromedevtools](./ChromeDevTools.md) | [API](./api.md) | [Linux Dev Env](./linux-dev-env.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) | [Java_Frameworks](./java_frameworks.md) diff --git a/v2-docs/ansible.md b/v2-docs/ansible.md index bc2aac30..3a8cb794 100644 --- a/v2-docs/ansible.md +++ b/v2-docs/ansible.md @@ -9,10 +9,25 @@ #### 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. + - [Udemy.com: Ansible Essentials: Simplicity in Automation (Free Tutorial)](https://www.udemy.com/ansible-essentials-simplicity-in-automation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udemy.com: Ansible Essentials: Simplicity in Automation (Free Tutorial) in the Kubernetes Tools ecosystem. + - [Deployment of Microservices in Cloud With Ansible](https://medium.com/avmconsulting-blog/deploying-microservices-via-ansible-in-cloud-platform-a03d46b7bd68) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Deployment of Microservices in Cloud With Ansible in the Kubernetes Tools ecosystem. + - [cyberciti.biz: How to define multiple when conditions in Ansible](https://www.cyberciti.biz/faq/how-to-define-multiple-when-conditions-in-ansible) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to define multiple when conditions in Ansible in the Kubernetes Tools ecosystem. + - [blog.learncodeonline.in: Everything about Ansible Variables 🌟](https://blog.learncodeonline.in/everything-about-ansible-variables) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Everything about Ansible Variables 🌟 in the Kubernetes Tools ecosystem. + - [blog.learncodeonline.in: Managing File Operations With Ansible 🌟](https://blog.learncodeonline.in/managing-file-operations-with-ansible) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Managing File Operations With Ansible 🌟 in the Kubernetes Tools ecosystem. + - [sayali.hashnode.dev: Day 56: Understanding Ad-hoc commands in Ansible' 🌟](https://sayali.hashnode.dev/day-56-understanding-ad-hoc-commands-in-ansible) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==sayali.hashnode.dev: Day 56: Understanding Ad-hoc commands in Ansible==' 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@Techie1: Networking tasks in production using Ansible](https://medium.com/@Techie1/networking-tasks-in-production-using-ansible-b09d0a6121f7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Techie1: Networking tasks in production using Ansible in the Kubernetes Tools ecosystem. + - [medium.com/cloud-native-daily: Getting Started with Ansible: A Comprehensive' Guide for DevOps Beginners](https://medium.com/cloud-native-daily/getting-started-with-ansible-a-comprehensive-guide-for-devops-beginners-fd2fb3fd7a40) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloud-native-daily: Getting Started with Ansible: A Comprehensive' Guide for DevOps Beginners in the Kubernetes Tools ecosystem. + - [venturebeat.com: Red Hat brings Ansible IT automation engine to Azure](https://venturebeat.com/2021/12/08/red-hat-brings-its-ansible-it-automation-engine-to-azure) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Red Hat brings Ansible IT automation engine to Azure in the Kubernetes Tools ecosystem. + - [wraltechwire.com: Red Hat expands hybrid cloud efforts in Ansible deal with' Microsoft Azure](https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-ansible-deal-with-microsoft-azure) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wraltechwire.com: Red Hat expands hybrid cloud efforts in Ansible deal with' Microsoft Azure in the Kubernetes Tools ecosystem. + - [techsupportpk.com: Install Ansible AWX on CentOS, RHEL 7, 8](https://www.techsupportpk.com/2020/03/how-to-install-ansible-awx-centos-rhel-7-8.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techsupportpk.com: Install Ansible AWX on CentOS, RHEL 7, 8 in the Kubernetes Tools ecosystem. + - [medium: Ansible AWX: from scratch to REST API (part 4 of 8)](https://medium.com/@claudio.domingos/ansible-awx-from-scratch-to-rest-api-part-4-of-8-4aa860d823f6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ansible AWX: from scratch to REST API (part 4 of 8) in the Kubernetes Tools ecosystem. + - [medium.com: Test driven Development with Ansible using Molecule](https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecule-3386cef987ac) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Test driven Development with Ansible using Molecule in the Kubernetes Tools ecosystem. + - [medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟](https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟 in the Kubernetes Tools ecosystem. + - [medium: AWS Configuration with Web Server in EC2 Using Ansible](https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-using-ansible-2ef61f98872e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Configuration with Web Server in EC2 Using Ansible 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 @@ -288,16 +303,6 @@ #### 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 - -#### Ansible Integration (3) - - - **(2021)** [itnext.io: Ansible and Jenkins β€” automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” Explores the architectural integration of Ansible with Jenkins automation pipelines. By utilizing the Jenkins Ansible Plugin, it demonstrates how to leverage Jenkins for orchestration, scheduling, and secret management while offloading configuration deployment tasks to Ansible playbooks. -#### 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 @@ -305,25 +310,10 @@ #### Ansible (3) - **(2023)** [youtube playlist: Ansible Tutorial - by Infra Xpertzz 🌟](https://www.youtube.com/playlist?list=PLOwxB_PX3s3WSfhzVtwhxXwy7QpkmtnzR) [COMMUNITY-TOOL] β€” Video-driven learning path focusing on task controls and failure remediation. Teaches handlers, block-rescue operations, and robust error management patterns within unstable systems. - - **(2022)** [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p) [COMMUNITY-TOOL] β€” An extensive video tutorial series mapping out foundational DevOps patterns using Ansible. Progresses from single-target ad-hoc commands to complex corporate role orchestration. - **(2021)** [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk) [FRENCH CONTENT] [COMMUNITY-TOOL] β€” An introductory video tutorial cataloging infrastructure automation concepts in French. Perfect for engineering teams building foundational declarative syntax and control loop capabilities. #### 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. -## 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. -## Hybrid Cloud and Enterprise - -### 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 as Code (1) ### Ansible (4) @@ -382,7 +372,6 @@ #### 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. @@ -428,9 +417,6 @@ #### Identity Access Management - **(2021)** [developer.okta.com: Tutorial: Ansible and Account Automation with Okta](https://developer.okta.com/blog/2021/02/05/okta-ansible) [PYTHON/YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Illustrates how to bridge identity providers with system-level configuration, specifically integrating Okta APIs with Ansible modules. Details dynamic workflows for onboarding user accounts, security grouping, and programmatic credential management directly within continuous integration topologies. -#### Image Provisioning - - - **(2021)** [getbetterdevops.io: Build Docker Images Using Ansible and Packer](https://www.empowersurvivors.net) [YAML/HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Technical blueprint demonstrating how to integrate Ansible playbooks as provisioning engines inside HashiCorp Packer build runs. Outlines processes to construct audited, standardized, and security-hardened Docker images. #### Introduction - **(2021)** [redhat.com: Demystifying Ansible for Linux sysadmins 🌟](https://www.redhat.com/en/blog/demystifying-ansible-sysadmins) [YAML CONTENT] [COMMUNITY-TOOL] β€” Demystifies Ansible automation mechanics specifically tailored to system administration architectures. The guide explores the core agentless architecture, declarative state models, SSH control path transport, and how standard shell operations mapping to modules can prevent configuration drift on production fleets. @@ -547,8 +533,8 @@ #### Machine Images - - **(2020)** [github.com/scorputty/packer-centos-awx](https://github.com/scorputty/packer-centos-awx) ⭐ 1 [HCL CONTENT] 🌟 [LEGACY] β€” A legacy Packer configuration designed to output CentOS-based virtual machine images with pre-baked AWX deployments. Reflects older DevOps paradigms focused on VM-based immutable infrastructure instead of Kubernetes runtimes. - **(2020)** [github.com/tom-256/ansible-awx-packer](https://github.com/tom-256/ansible-awx-packer) [HCL CONTENT] 🌟 [COMMUNITY-TOOL] β€” An inactive HashiCorp Packer template configured to compile machine images with Ansible AWX pre-installed. Represents vintage configuration patterns before the containerized, operator-managed microservices architecture became the default delivery method. + - **(2020)** [github.com/scorputty/packer-centos-awx](https://github.com/scorputty/packer-centos-awx) ⭐ 1 [HCL CONTENT] 🌟 [LEGACY] β€” A legacy Packer configuration designed to output CentOS-based virtual machine images with pre-baked AWX deployments. Reflects older DevOps paradigms focused on VM-based immutable infrastructure instead of Kubernetes runtimes. - **(2019)** [github.com/jsmartin/ansible-tower-packer](https://github.com/jsmartin/ansible-tower-packer) [HCL CONTENT] 🌟 [LEGACY] β€” Vintage HashiCorp Packer scripts utilized to generate machine images initialized with Red Hat Ansible Tower software. Serves as historical code archeology for engineers maintaining legacy, VM-based environments. ## Kubernetes (2) @@ -557,18 +543,11 @@ #### Ansible Operators - **(2021)** [ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes](https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes) [PYTHON/GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” This benchmark study analyzes Ansible-based Kubernetes Operators versus Go and Helm alternatives. It compares reconciliation latency, operational memory consumption, and execution complexity, demonstrating that while Ansible operators provide rapid developer velocity and utilize familiar YAML logic, Go operators excel at higher scaling metrics. -## Networking - -### 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 ### Automation (2) -#### Ansible Integration (4) +#### Ansible Integration (3) - **(2022)** [dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)](https://www.dynatrace.com/platform/oneagent) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” Details utilizing Ansible automation to rapidly deploy and configure thousands of Dynatrace OneAgent nodes simultaneously. It leverages certified collections to deploy system services across heterogeneous OS landscapes while ensuring uniform host tagging and environment variables. ## System Administration @@ -588,5 +567,5 @@ - **(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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md) diff --git a/v2-docs/api.md b/v2-docs/api.md index 05f6e400..25675962 100644 --- a/v2-docs/api.md +++ b/v2-docs/api.md @@ -188,24 +188,6 @@ #### Mockoon - **(2026)** [==mockoon 🌟==](https://mockoon.com) [TYPESCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Home of Mockoon, the premier open-source desktop and CLI application for spinning up mock servers instantly. Supports highly custom JSON response schemas, rules engines, and delay configurations. -## Application Architecture - -### API Management (1) - -#### Design Patterns - - - **(2021)** [apifriends.com: What are the different types of APIs? 🌟](https://blog.axway.com/learning-center/apis/basics/different-types-apis) 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight identifies this as a categorization guide. Live Grounding reveals a deep breakdown of open, partner, and internal APIs, along with architectural styles like REST, GraphQL, and gRPC. It is a key reference for establishing service-to-service governance rules. -#### Fundamentals - - - **(2021)** [apifriends.com: What is an API?](https://blog.axway.com/learning-center/apis/basics/what-is-an-api) [COMMUNITY-TOOL] β€” Curator Insight highlights this resource as an entry point for understanding API fundamentals. Live Grounding verifies it details REST, SOAP, and RPC protocols with clear architectural trade-offs. It serves as an educational starting point for cloud-native developers navigating API design patterns. -#### Lifecycle - - - **(2022)** [axway.com: What is API Management?](https://blog.axway.com/learning-center/apis/api-management/what-is-api-management) 🌟 [COMMUNITY-TOOL] β€” Curator Insight focuses on the operational oversight of APIs. Live Grounding confirms the resource details the full lifecycle of API management, including policy enforcement, rate limiting, and analytics. It provides architects with foundational criteria for evaluating enterprise-grade API gateways. -### Inter-Service Communication - -#### Protocols - - - **(2020)** [REST vs. gRPC: Battle of the APIs](https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents this as a direct technical showdown. Live Grounding details the underlying HTTP/2 multiplexing advantage of gRPC versus HTTP/1.1 REST patterns. This guide provides concrete latency, serialization (Protobuf), and performance benchmarks crucial for microservices architects. ## Application Integration ### API Design @@ -221,10 +203,7 @@ #### Best Practices (1) - **(2023)** [==freecodecamp.org: REST API Best Practices – REST Endpoint Design Examples 🌟==](https://www.freecodecamp.org/news/rest-api-best-practices-rest-endpoint-design-examples) [GUIDE] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A comprehensive blueprint for designing RESTful API endpoints using industry-standard conventions. It explains semantic HTTP verbs (GET, POST, PUT, DELETE), logical plural resource naming, status code mappings, and pagination practices. Adhering to these standards ensures intuitive consumption and predictable API performance. -#### Documentation - - - **(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. -#### Fundamentals (1) +#### Fundamentals - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) [GUIDE] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” Postman’s foundational guide explaining the mechanics of Application Programming Interfaces (APIs). It covers request-response patterns, typical protocols, payloads (JSON/XML), and the strategic business value of exposing software interfaces. It serves as an industry-standard primer for developers starting with web services. - **(2022)** [**Youtube Playlist: Introduction to APIs**](https://www.youtube.com/playlist?list=PLM-7VG-sgbtBBnWb2Jc5kufgtWYEmiMAw) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A comprehensive video playlist introducing the structural components of modern APIs. Topics covered include REST design principles, authentication mechanisms (OAuth2, API Keys), request headers, and standard response codes. This visual guide is optimal for engineers looking for an intuitive walk-through of API mechanics. @@ -268,24 +247,66 @@ #### General Reference + - [mulesoft.com: What is a RESTful API?](https://www.mulesoft.com/api/rest/what-is-rest-api) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mulesoft.com in the Kubernetes Tools ecosystem. + - [wikipedia: API Application Programming Interface](https://simple.wikipedia.org/wiki/Application_programming_interface) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: API Application Programming Interface in the Kubernetes Tools ecosystem. + - [apifriends.com: What is an API?](https://apifriends.com/api-management/what-is-an-api) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering apifriends.com: What is an API? in the Kubernetes Tools ecosystem. + - [axway.com: What is API Management?](https://www.axway.com/en/products/api-management/what-is-api-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering axway.com: What is API Management? in the Kubernetes Tools ecosystem. + - [amazicworld.com: Why APIs can’t be missed when it comes to DevOps](https://amazicworld.com/why-apis-cant-be-missed-when-it-comes-to-devops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amazicworld.com: Why APIs can’t be missed when it comes to DevOps in the Kubernetes Tools ecosystem. + - [medium: API Gateway Part 1](https://medium.com/easyread/api-gateway-part-1-7901ba703f9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Gateway Part 1 in the Kubernetes Tools ecosystem. + - [medium: API Gateway Part 2](https://medium.com/easyread/api-gateway-part-2-7264ee5be187) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Gateway Part 2 in the Kubernetes Tools ecosystem. - [dzone: API Throttling Strategies When Clients Exceed Their Limit](https://dzone.com/articles/api-throttling-strategies) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: API Throttling Strategies When Clients Exceed Their Limit in the Kubernetes Tools ecosystem. + - [abdulrwahab.medium.com: API Architecture β€” Design Best Practices for REST' APIs](https://abdulrwahab.medium.com/api-architecture-best-practices-for-designing-rest-apis-bf907025f5f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abdulrwahab.medium.com: API Architecture β€” Design Best Practices for REST' APIs in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: Principles & Best practices of REST API Design](https://blog.devgenius.io/best-practice-and-cheat-sheet-for-rest-api-design-6a6e12dfa89f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Principles & Best practices of REST API Design in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: What’s Wrong With Your CRUD APIsβ€” Besides Everything?](https://levelup.gitconnected.com/whats-wrong-with-your-crudy-interfaces-besides-everything-bde4f4c8cb8a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: What’s Wrong With Your CRUD APIsβ€” Besides Everything? in the Kubernetes Tools ecosystem. + - [jkebertz.medium.com: The Art of Writing Amazing REST APIs](https://jkebertz.medium.com/the-art-of-writing-amazing-rest-apis-dc4c4100478d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jkebertz.medium.com: The Art of Writing Amazing REST APIs in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How To Deprecate APIs the Right Way](https://betterprogramming.pub/how-to-deprecate-apis-the-right-way-371c1cbf1723) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Deprecate APIs the Right Way in the Kubernetes Tools ecosystem. - [dzone.com: REST vs. Messaging for Microservices 🌟](https://dzone.com/articles/rest-vs-messaging-for-microservices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: REST vs. Messaging for Microservices 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@ezinneanne: Best API documentation tools you need](https://medium.com/@ezinneanne/best-api-documentation-tools-you-need-cf3ef2c47e89) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ezinneanne: Best API documentation tools you need in the Kubernetes Tools ecosystem. + - [writersbyte.com: Introduction to APIs with Python FastAPI](https://writersbyte.com/introduction-to-apis-with-python-fastapi) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering writersbyte.com: Introduction to APIs with Python FastAPI in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: REST APIs with Python 🌟](https://blog.devgenius.io/rest-apis-with-python-f330c7ffc6ab) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: REST APIs with Python== 🌟 in the Kubernetes Tools ecosystem. + - [apifriends.com: What are the different types of APIs? 🌟](https://apifriends.com/api-creation/different-types-apis) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering apifriends.com: What are the different types of APIs? 🌟 in the Kubernetes Tools ecosystem. + - [wikipedia: SOAP](https://en.wikipedia.org/wiki/SOAP) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: SOAP in the Kubernetes Tools ecosystem. - [guru99.com: SOAP Web Services Tutorial: Simple Object Access Protocol. What' is SOAP?](https://www.guru99.com/soap-simple-object-access-protocol.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: SOAP Web Services Tutorial: Simple Object Access Protocol. What' is SOAP? in the Kubernetes Tools ecosystem. - [dzone: Creating a SOAP Web Service With Spring Boot Starter Web Services](https://dzone.com/articles/creating-a-soap-web-service-with-spring-boot-start) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Creating a SOAP Web Service With Spring Boot Starter Web Services in the Kubernetes Tools ecosystem. + - [wikipedia: REST](https://en.wikipedia.org/wiki/Representational_state_transfer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: REST in the Kubernetes Tools ecosystem. + - [Dzone refcard: Foundations of **RESTful Architecture** 🌟](https://dzone.com/refcardz/rest-foundations-restful) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Foundations of **RESTful Architecture** 🌟 in the Kubernetes Tools ecosystem. - [Dzone: REST API tutorials](https://dzone.com/articles/rest-api-tutorials) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: REST API tutorials in the Kubernetes Tools ecosystem. - [dzone: REST API Versioning Strategies](https://dzone.com/articles/rest-api-versioning-strategies-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: REST API Versioning Strategies in the Kubernetes Tools ecosystem. + - [medium.com/@shubhadeepchat: Best Practices for good REST API Design](https://medium.com/@shubhadeepchat/best-practices-for-good-rest-api-design-b5fae9a62c86) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@shubhadeepchat: Best Practices for good REST API Design in the Kubernetes Tools ecosystem. - [OpenAPI](https://www.openapis.org) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenAPI in the Kubernetes Tools ecosystem. + - [Wikipedia: OpenAPI Specification 🌟](https://en.wikipedia.org/wiki/OpenAPI_Specification) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: OpenAPI Specification 🌟 in the Kubernetes Tools ecosystem. - [OpenAPI FAQ. What is OpenAPI Specification (OAS)? OpenAPI Specification](https://www.openapis.org/faq) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenAPI FAQ. What is OpenAPI Specification (OAS)? OpenAPI Specification in the Kubernetes Tools ecosystem. + - [wikipedia: RPC Remote Procedure Call](https://en.wikipedia.org/wiki/Remote_procedure_call) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: RPC Remote Procedure Call in the Kubernetes Tools ecosystem. + - [wikipedia: gRPC](https://en.wikipedia.org/wiki/GRPC) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: gRPC in the Kubernetes Tools ecosystem. - [cncf.io: Think gRPC, when you are architecting modern microservices!](https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-microservices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Think gRPC, when you are architecting modern microservices! in the Kubernetes Tools ecosystem. + - [gendocu.com: RPC API Developer Portal](https://gendocu.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==gendocu.com: RPC API Developer Portal== in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Microservices communication using gRPC Protocol](https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Microservices communication using gRPC Protocol== in the Kubernetes Tools ecosystem. + - [WebSocket](https://en.wikipedia.org/wiki/WebSocket) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering WebSocket in the Kubernetes Tools ecosystem. + - [SPDY and WebSocket Support at Akamai](https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering SPDY and WebSocket Support at Akamai in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance== in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Truth About { SOAP vs REST vs GRPC vs GraphQL' } Checklist](https://levelup.gitconnected.com/truth-about-soap-vs-rest-vs-grpc-vs-graphql-checklist-f50bcb475adf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Truth About { SOAP vs REST vs GRPC vs GraphQL' } Checklist in the Kubernetes Tools ecosystem. + - [medium: REST, RPC, GraphQL… What to choose?](https://medium.com/geekculture/rest-rpc-graphql-what-to-choose-c57c78c0593d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: REST, RPC, GraphQL… What to choose? in the Kubernetes Tools ecosystem. + - [medium.com/dlt-labs-publication: gRPC vs. REST β€” Performance Test using' JMeter](https://medium.com/dlt-labs-publication/grpc-vs-rest-performance-test-using-jmeter-f17e5ba1c23b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dlt-labs-publication: gRPC vs. REST β€” Performance Test using' JMeter in the Kubernetes Tools ecosystem. - [dzone: A Comprehensive Guide to REST vs. SOAP](https://dzone.com/articles/comprehensive-guide-rest-vs-soap) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Comprehensive Guide to REST vs. SOAP in the Kubernetes Tools ecosystem. - [dzone: Comparing RESTful APIs and SOAP APIs Using MuleSoft as an Example](https://dzone.com/articles/comparing-restful-apis-and-soap-apis) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Comparing RESTful APIs and SOAP APIs Using MuleSoft as an Example in the Kubernetes Tools ecosystem. + - [baeldung.com: REST vs SOAP](https://www.baeldung.com/cs/rest-vs-soap) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: REST vs SOAP in the Kubernetes Tools ecosystem. + - [REST vs. gRPC: Battle of the APIs](https://code.tutsplus.com/tutorials/rest-vs-grpc-battle-of-the-apis--cms-30711) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering REST vs. gRPC: Battle of the APIs in the Kubernetes Tools ecosystem. - [Comparing OpenAPI With gRPC 🌟](https://dzone.com/articles/comparing-openapi-with-grpc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Comparing OpenAPI With gRPC 🌟 in the Kubernetes Tools ecosystem. - [dzone.com: 10 API Testing Tips for Beginners (SOAP and REST)](https://dzone.com/articles/10-api-testing-tips-for-beginners-soap-amp-rest) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: 10 API Testing Tips for Beginners (SOAP and REST) in the Kubernetes Tools ecosystem. + - [blog.dream11engineering.com: Lessons learned from running GraphQL at scale](https://blog.dream11engineering.com/lessons-learned-from-running-graphql-at-scale-2ad60b3cefeb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.dream11engineering.com: Lessons learned from running GraphQL at scale in the Kubernetes Tools ecosystem. + - [medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL' (But Were Afraid to Ask)](https://medium.datadriveninvestor.com/everything-you-wanted-to-know-about-graphql-but-were-afraid-to-ask-ad66980116cb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL' (But Were Afraid to Ask) in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Building GraphQL Server Using Schema-first Approach' in Python](https://betterprogramming.pub/building-graphql-server-using-schema-first-approach-in-python-68aeee38bcc3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Building GraphQL Server Using Schema-first Approach' in Python in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: 4 Awesome Browser APIs You Might Not Be Using Yet](https://betterprogramming.pub/4-awesome-browser-apis-you-might-not-be-using-yet-726d3e3237d2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 4 Awesome Browser APIs You Might Not Be Using Yet in the Kubernetes Tools ecosystem. + - [medium.com/@sajjadfazlani: How to protect your APIs and Microservices?' 🌟](https://medium.com/@sajjadfazlani/how-to-protect-your-apis-and-microservices-f22b99ce2322) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@sajjadfazlani: How to protect your APIs and Microservices?==' 🌟 in the Kubernetes Tools ecosystem. + - [programmableweb.com](https://www.programmableweb.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering programmableweb.com in the Kubernetes Tools ecosystem. + - [Open Banking](https://en.wikipedia.org/wiki/Open_banking) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Open Banking in the Kubernetes Tools ecosystem. - [Dzone: How to Create a REST API With Spring Boot](https://dzone.com/articles/how-to-create-rest-api-with-spring-boot) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: How to Create a REST API With Spring Boot in the Kubernetes Tools ecosystem. - [Dzone: Step-By-Step Spring Boot RESTful Web Service Complete Example](https://dzone.com/articles/spring-boot-restful-web-service-complete-example) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Step-By-Step Spring Boot RESTful Web Service Complete Example in the Kubernetes Tools ecosystem. + - [portal.dev](https://portal.dev) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portal.dev in the Kubernetes Tools ecosystem. + - [IBM creates an open source tool to simplify API documentation](https://www.techrepublic.com/article/ibm-creates-an-open-source-tool-to-simplify-api-documentation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM creates an open source tool to simplify API documentation in the Kubernetes Tools ecosystem. ## Architecture -### API Management (2) +### API Management (1) #### SaaS Platforms @@ -330,16 +351,9 @@ #### Trends - **(2021)** [**thenewstack.io: AsyncAPI Could Be the Default API Format for Event-Driven Architectures**](https://thenewstack.io/asyncapi-could-be-the-default-api-format-for-event-driven-architectures) [AGNOSTIC CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines the industry shift toward AsyncAPI as the default specification for event networks. Outlines how standardizing AsyncAPI structures provides OpenAPI-style interface validation to queues and message streams. -## Infrastructure - -### Artificial Intelligence - -#### 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. ## Microservices -### Design Patterns (1) +### Design Patterns #### Process Automation @@ -394,12 +408,12 @@ #### Public Directories (1) - **(2026)** [Public APIs Directory](https://publicapis.io) [COMMUNITY-TOOL] β€” A comprehensive index of public, developer-friendly APIs categorized by domain (e.g., weather, auth, finance). Serving as a core design-discovery tool, it enables engineers to rapidly find mock data, integration targets, and third-party solutions for prototyping. -### API Management (3) +### API Management (2) #### Testing (1) - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [Linux Dev Env](./linux-dev-env.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/appointment-scheduling.md b/v2-docs/appointment-scheduling.md index 3f89cba3..7f68e877 100644 --- a/v2-docs/appointment-scheduling.md +++ b/v2-docs/appointment-scheduling.md @@ -31,5 +31,5 @@ - **(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:** [Finops](./finops.md) | [Digital Money](./digital-money.md) | [Elearning](./elearning.md) +πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) diff --git a/v2-docs/argo.md b/v2-docs/argo.md index b965801b..4ad7c9d1 100644 --- a/v2-docs/argo.md +++ b/v2-docs/argo.md @@ -3,15 +3,62 @@ !!! info "Architectural Context" Detailed reference for Argo Declarative GitOps for Kubernetes in the context of Engineering Pipeline. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [medium: Argo CD: A Tool for Kubernetes DevOps](https://medium.com/geekculture/argo-cd-a-tool-for-kubernetes-devops-c46f2881edfe) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Argo CD: A Tool for Kubernetes DevOps in the Kubernetes Tools ecosystem. + - [wecloudpro.com: Deploying Helm Charts with ArgoCD](https://www.wecloudpro.com/2021/11/28/Argocd-helm.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com: Deploying Helm Charts with ArgoCD in the Kubernetes Tools ecosystem. + - [medium.com/gumgum-tech: Streamlining your Kubernetes adoption with Helmfile' / ArgoCD and GitOps](https://medium.com/gumgum-tech/streamlining-your-kubernetes-adoption-with-helmfile-argocd-and-gitops-211937e21e29) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gumgum-tech: Streamlining your Kubernetes adoption with Helmfile' / ArgoCD and GitOps in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Getting Started With ArgoCD on your Kubernetes' Cluster](https://levelup.gitconnected.com/getting-started-with-argocd-on-your-kubernetes-cluster-552ca5d8cf41) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Getting Started With ArgoCD on your Kubernetes' Cluster in the Kubernetes Tools ecosystem. + - [igboie.medium.com: Kubernetes CI/CD with GitHub, GitHub Actions and Argo' CD](https://igboie.medium.com/kubernetes-ci-cd-with-github-github-actions-and-argo-cd-36b88b6bda64) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering igboie.medium.com: Kubernetes CI/CD with GitHub, GitHub Actions and Argo' CD in the Kubernetes Tools ecosystem. + - [medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments' with Argo CD at Scale](https://medium.com/containers-101/using-gitops-multiple-argo-instances-and-environments-with-argo-cd-at-scale-e6b19c86be36) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments' with Argo CD at Scale in the Kubernetes Tools ecosystem. + - [medium.com/@ScrumPokerPro: Cloud native architecture with Kubernetes and' ArgoCD](https://medium.com/@ScrumPokerPro/cloud-native-architecture-with-kubernetes-and-argocd-ebecda7784b8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ScrumPokerPro: Cloud native architecture with Kubernetes and' ArgoCD in the Kubernetes Tools ecosystem. + - [faun.pub: Deploying Argo CD and Sealed Secrets with Helm](https://faun.pub/deploying-argo-cd-and-sealed-secrets-with-helm-8de12f53051b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Deploying Argo CD and Sealed Secrets with Helm in the Kubernetes Tools ecosystem. + - [amralaayassen.medium.com: How to create ArgoCD Applications Automatically' using ApplicationSet? β€œAutomation of GitOps”](https://amralaayassen.medium.com/how-to-create-argocd-applications-automatically-using-applicationset-automation-of-the-gitops-59455eaf4f72) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amralaayassen.medium.com: How to create ArgoCD Applications Automatically' using ApplicationSet? β€œAutomation of GitOps” in the Kubernetes Tools ecosystem. + - [blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at' Enterprise Scale with Argo CD](https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-enterprise-scale-with-argo-cd-7c5b4057ee49) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at' Enterprise Scale with Argo CD in the Kubernetes Tools ecosystem. + - [prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo' CD](https://prashant-48386.medium.com/continuous-delivery-for-kubernetes-with-argo-cd-9d5f3b69f1db) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo' CD in the Kubernetes Tools ecosystem. + - [medium.com/@outlier.developer: Getting Started with ArgoCD for GitOps Kubernetes' Deployments](https://medium.com/@outlier.developer/getting-started-with-argocd-for-gitops-kubernetes-deployments-fafc2ad2af0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@outlier.developer: Getting Started with ArgoCD for GitOps Kubernetes' Deployments in the Kubernetes Tools ecosystem. + - [medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Automating' Kubernetes with ArgoCD](https://medium.com/@hmquan08011996/setup-microservices-on-kubernetes-automating-kubernetes-with-argocd-cb94622dac5b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Automating' Kubernetes with ArgoCD in the Kubernetes Tools ecosystem. + - [kamsjec.medium.com: ArgoCD Setup on Kubernetes/OpenShift Cluster](https://kamsjec.medium.com/argocd-setup-on-kubernetes-openshift-cluster-f7340344c017) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kamsjec.medium.com: ArgoCD Setup on Kubernetes/OpenShift Cluster in the Kubernetes Tools ecosystem. + - [medium.com/@versentfastforward: GitOps on Kubernetes with ArgoCD](https://medium.com/@versentfastforward/gitops-and-argocd-to-automate-kubernetes-deployments-640f3a086865) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@versentfastforward: GitOps on Kubernetes with ArgoCD in the Kubernetes Tools ecosystem. + - [medium.com/@versentfastforward: One-click Bootstrap Deployment of ArgoCD](https://medium.com/@versentfastforward/one-click-bootstrap-deployment-of-argocd-e06f848aacc5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@versentfastforward: One-click Bootstrap Deployment of ArgoCD in the Kubernetes Tools ecosystem. + - [medium.com/@versentfastforward: Structuring Your Repo for ArgoCD, Part 1](https://medium.com/@versentfastforward/structuring-your-repo-for-argocd-part-1-582817713b0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@versentfastforward: Structuring Your Repo for ArgoCD, Part 1 in the Kubernetes Tools ecosystem. + - [faun.pub: Continuous Deployments of Kubernetes Applications using Argo CD' GitOps & Helm Charts](https://faun.pub/continuous-deployments-of-kubernetes-applications-using-argo-cd-gitops-helm-charts-9df917caa2e4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Continuous Deployments of Kubernetes Applications using Argo CD' GitOps & Helm Charts in the Kubernetes Tools ecosystem. + - [jamalshahverdiev.medium.com: ArgoCD ApplicationSet with Applications, Image' Updater and Notification controller with SSO](https://jamalshahverdiev.medium.com/argocd-applicationset-with-applications-image-updater-and-notification-controller-with-sso-bba3182dad8a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jamalshahverdiev.medium.com: ArgoCD ApplicationSet with Applications, Image' Updater and Notification controller with SSO in the Kubernetes Tools ecosystem. + - [faun.pub: Hygiene of an ArgoCD-built automation at a scale](https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Hygiene of an ArgoCD-built automation at a scale in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: Argo CD Introduction](https://blog.devgenius.io/argo-cd-introduction-4b16f50b0d56) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Argo CD Introduction in the Kubernetes Tools ecosystem. + - [figments.medium.com: ArgoCD: The first step towards GitOps](https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering figments.medium.com: ArgoCD: The first step towards GitOps in the Kubernetes Tools ecosystem. + - [medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster](https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71f16) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster in the Kubernetes Tools ecosystem. + - [medium.com/containers-101: How to Install and Upgrade Argo CD](https://medium.com/containers-101/how-to-install-and-upgrade-argo-cd-a64f4635f97b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: How to Install and Upgrade Argo CD in the Kubernetes Tools ecosystem. + - [medium.com/containers-101: Argo CD Best Practices](https://medium.com/containers-101/best-practices-for-argo-cd-8253bcd31897) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: Argo CD Best Practices in the Kubernetes Tools ecosystem. + - [gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration](https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration in the Kubernetes Tools ecosystem. + - [blog.tanmaysarkar.tech: Beginners Guide to Argo CD](https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.tanmaysarkar.tech: Beginners Guide to Argo CD== in the Kubernetes Tools ecosystem. + - [medium.com/devops-techable: GitOps with ArgoCD running in Kubernetes for' deployment processing](https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-deployment-processing-c5d21770ca97) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-techable: GitOps with ArgoCD running in Kubernetes for' deployment processing in the Kubernetes Tools ecosystem. + - [medium.com/@eduard.mihai.lemnaru: Auto-update helm chart version using ArgoCD](https://medium.com/@eduard.mihai.lemnaru/auto-update-helm-chart-version-using-argocd-4936933a2bac) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eduard.mihai.lemnaru: Auto-update helm chart version using ArgoCD in the Kubernetes Tools ecosystem. + - [53jk1.medium.com: ArgoCD: The Continuous Delivery Solution for Kubernetes](https://53jk1.medium.com/argocd-the-continuous-delivery-solution-for-kubernetes-ae5b008e76d1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 53jk1.medium.com: ArgoCD: The Continuous Delivery Solution for Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com/@jon.mclean: ArgoCD: The GitOps Way](https://medium.com/@jon.mclean/argocd-the-gitops-way-90f7eb0d2606) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jon.mclean: ArgoCD: The GitOps Way in the Kubernetes Tools ecosystem. + - [medium.com/@devopsrockers: Blue-Green Deployment on EKS using Argocd with' Kubecost, Istio, External DNS, Grafana-Prometheus and More: β€œBuild, Deploy a Resilient and Observability-Driven Application”](https://medium.com/@devopsrockers/blue-green-deployment-on-eks-using-argocd-with-kubecost-istio-external-dns-grafana-prometheus-d5d5508f0748) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devopsrockers: Blue-Green Deployment on EKS using Argocd with' Kubecost, Istio, External DNS, Grafana-Prometheus and More: β€œBuild, Deploy a Resilient and Observability-Driven Application” in the Kubernetes Tools ecosystem. + - [medium.com/@samuelbagattin: Partial Helm values encryption using AWS KMS' with ArgoCD](https://medium.com/@samuelbagattin/partial-helm-values-encryption-using-aws-kms-with-argocd-aca1c0d36323) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@samuelbagattin: Partial Helm values encryption using AWS KMS' with ArgoCD in the Kubernetes Tools ecosystem. + - [blog.devops.dev: GitOps at Scale](https://blog.devops.dev/gitops-at-scale-69639c9a3dd7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: GitOps at Scale in the Kubernetes Tools ecosystem. + - [medium.com/@jerome.decoster: Create temporary environment from Pull Request' with ArgoCD ApplicationSet](https://medium.com/@jerome.decoster/create-temporary-environment-from-pull-request-with-argocd-applicationset-1cef9803223a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jerome.decoster: Create temporary environment from Pull Request' with ArgoCD ApplicationSet in the Kubernetes Tools ecosystem. + - [medium.com/@geoffrey.muselli: ArgoCD: Multi-cluster Helm charts management' in mono-repo](https://medium.com/@geoffrey.muselli/argocd-multi-cluster-helm-charts-installation-in-mono-repo-0a406ff7c578) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@geoffrey.muselli: ArgoCD: Multi-cluster Helm charts management' in mono-repo in the Kubernetes Tools ecosystem. + - [medium.com/otomi-platform: Helmfile and ArgoCD are better together](https://medium.com/otomi-platform/helmfile-and-argocd-better-together-f8d4587263ff) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/otomi-platform: Helmfile and ArgoCD are better together in the Kubernetes Tools ecosystem. + - [overcast.blog: GitOps with ArgoCD for Kubernetes](https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba75f88) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overcast.blog: GitOps with ArgoCD for Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com/globant: Using multiple sources for a Helm Chart deployment in' ArgoCD](https://medium.com/globant/using-multiple-sources-for-a-helm-chart-deployment-in-argocd-cf3cd2d598fc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Using multiple sources for a Helm Chart deployment in' ArgoCD in the Kubernetes Tools ecosystem. + - [faun.pub: ArgoCD Finalizer Shield: Protecting Your Production Clusters from' Unintended Deletion](https://faun.pub/argocd-finalizer-shield-protecting-your-clusters-from-unintended-deletion-c7929a82d983) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: ArgoCD Finalizer Shield: Protecting Your Production Clusters from' Unintended Deletion in the Kubernetes Tools ecosystem. + - [overcast.blog: Kubernetes β€” ArgoCD β€” Gitlab Webhook Configuration](https://overcast.blog/kubernetes-argocd-gitlab-webhook-configuration-30bc5a75139e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overcast.blog: Kubernetes β€” ArgoCD β€” Gitlab Webhook Configuration in the Kubernetes Tools ecosystem. + - [dnastacio.medium.com: Six critical blindspots while securing Argo CD](https://dnastacio.medium.com/gitops-argocd-security-cbb6fb6378bb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dnastacio.medium.com: Six critical blindspots while securing Argo CD in the Kubernetes Tools ecosystem. + - [jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,' and Argo-Rollouts](https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-helm-argocd-and-argo-rollouts-a683c66f8646) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,' and Argo-Rollouts in the Kubernetes Tools ecosystem. + - [medium.com/@ej.sta.ana: Easy Blue-Green Deployment on Openshift Container' Platform using Argo Rollouts](https://medium.com/@ej.sta.ana/easy-blue-green-deployment-on-openshift-container-platform-using-argo-rollouts-4d514b3c5c0f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ej.sta.ana: Easy Blue-Green Deployment on Openshift Container' Platform using Argo Rollouts in the Kubernetes Tools ecosystem. + - [medium.com/everything-full-stack: Deployment Strategies: Argo Rollouts](https://medium.com/everything-full-stack/deployment-strategies-argo-rollouts-1980fc0685e6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/everything-full-stack: Deployment Strategies: Argo Rollouts in the Kubernetes Tools ecosystem. + - [faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo' Rollouts](https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-rollouts-2279aa890c53) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Practice β€” Automating Blue/Green Deployment with Argo' Rollouts in the Kubernetes Tools ecosystem. + - [faun.pub: How Helm Subcharts Make the Transition to Argo Rollouts a Breeze](https://faun.pub/how-helm-subcharts-make-the-transition-to-argo-rollouts-a-breeze-aaf160924dbf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How Helm Subcharts Make the Transition to Argo Rollouts a Breeze in the Kubernetes Tools ecosystem. + - [medium.com/atlantbh: Implementing CI/CD pipeline using Argo Workflows and' Argo Events 🌟](https://medium.com/atlantbh/implementing-ci-cd-pipeline-using-argo-workflows-and-argo-events-6417dd157566) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/atlantbh: Implementing CI/CD pipeline using Argo Workflows and' Argo Events 🌟 in the Kubernetes Tools ecosystem. ## Cloud Native -### Community - -#### Events - -##### ArgoCon - - - **(2026)** [ArgoCon North America 2026 Call for Proposals](https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon/#call-for-proposals) [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. ### Orchestration #### Argo Workflows @@ -139,13 +186,6 @@ ##### RBAC - **(2021)** [itnext.io: ArgoCD: users, access, and RBAC](https://itnext.io/argocd-users-access-and-rbac-ddf9f8b51bad) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Details the configuration of user management, local accounts, and role-based access control (RBAC) in ArgoCD. Guides platform engineers through restricting access to specific applications, projects, or clusters using fine-grained policies. -### CICD Migration - -#### Argo Workflows (2) - -##### 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 @@ -231,5 +271,5 @@ - **(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:** [CI/CD](./cicd.md) | [Gitops](./gitops.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) diff --git a/v2-docs/aws-architecture.md b/v2-docs/aws-architecture.md index 25c8da9b..fa806751 100644 --- a/v2-docs/aws-architecture.md +++ b/v2-docs/aws-architecture.md @@ -3,6 +3,24 @@ !!! info "Architectural Context" Detailed reference for AWS Architecture and Best Practices in the context of Cloud Providers (Hyperscalers). +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [The Truth About Downtime in the Cloud](http://cloud.netapp.com/blog/prepare-for-the-day-of-all-cloud) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.netapp.com in the Kubernetes Tools ecosystem. + - [awstip.com: Increase Security and Efficiency with a 3-Tier Cloud Architecture](https://awstip.com/increase-security-and-efficiency-with-a-3-tier-cloud-architecture-bf5e835cd55a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==awstip.com: Increase Security and Efficiency with a 3-Tier Cloud Architecture== in the Kubernetes Tools ecosystem. + - [DZone: A Guide to Performance Challenges with AWS EC2: Part 1](https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec2-part-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: A Guide to Performance Challenges with AWS EC2: Part 1 in the Kubernetes Tools ecosystem. + - [foreseeti.com: How to become and stay AWS well architected in a smart way](https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering foreseeti.com: How to become and stay AWS well architected in a smart way in the Kubernetes Tools ecosystem. + - [medium.com/@buraktahtacioglu: AWS Well-Architected Framework β€” AWS Roadmap](https://medium.com/@buraktahtacioglu/aws-well-architected-framework-aws-roadmap-80aaa6ca7f53) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@buraktahtacioglu: AWS Well-Architected Framework β€” AWS Roadmap in the Kubernetes Tools ecosystem. +## Cloud Architecture + +### Case Studies + +#### Enterprise Scale + + - **(2019)** [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies) [N/A CONTENT] [ADVANCED LEVEL] [CASE STUDY] [CASE STUDY] [COMMUNITY-TOOL] β€” Architectural case study mapping Trainline's migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies. ## Cloud Infrastructure ### AWS @@ -35,6 +53,15 @@ #### 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 + +### AWS (1) + +#### Governance (1) + +##### AWS Organizations + + - **(2024)** [AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively](https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively) [COMMUNITY-TOOL] β€” Explores core configuration benefits of AWS Organizations for multi-account governance. Highlights service control policies (SCPs), unified billing, and secure programmatic account instantiation using IaC. ## Cloud Platform ### AWS Infrastructure @@ -82,7 +109,7 @@ - **(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. ### Cloud Governance (1) -#### Case Studies +#### Case Studies (1) - **(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. ## Kubernetes and Platform Engineering @@ -93,7 +120,14 @@ - **(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. +## Software Engineering + +### Frontend Architecture + +#### Design Patterns + + - **(2021)** [Clean Architecture on Frontend](https://bespoyasov.me/blog/clean-architecture-on-frontend) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Adapts Robert C. Martin's Clean Architecture principles to modern client-side frontend applications. Focuses on isolation of core business domains, UI frameworks, and data sources via explicit dependency inversion layers, simplifying testing and future framework transitions. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-backup.md b/v2-docs/aws-backup.md index bf95c0f8..cd2c6a08 100644 --- a/v2-docs/aws-backup.md +++ b/v2-docs/aws-backup.md @@ -3,6 +3,14 @@ !!! info "Architectural Context" Detailed reference for AWS Backup and Migrations. Design for failure. Disaster Recovery in the context of Cloud Providers (Hyperscalers). +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [Udemy - AWS: How to Architect with a Design for Failure Approach](https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udemy - AWS: How to Architect with a Design for Failure Approach in the Kubernetes Tools ecosystem. + - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Backup Service for Amazon RDS in the Kubernetes Tools ecosystem. ## Cloud Architecture ### AWS Solutions @@ -89,5 +97,5 @@ - **(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) | [AWS Containers](./aws-containers.md) | [AWS Data](./aws-data.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-containers.md b/v2-docs/aws-containers.md index e403ca5f..3c9cd0ad 100644 --- a/v2-docs/aws-containers.md +++ b/v2-docs/aws-containers.md @@ -9,7 +9,14 @@ #### General Reference - - [Get started with Amazon EC2 Container Registry (Amazon ECR)](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. + - [Get started with Amazon EC2 Container Registry (Amazon ECR)](http://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [blog.couchbase.com: Getting Started with Docker for AWS and Scaling Nodes](http://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem. + - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering neal-davis.medium.com: ECS vs EC2 vs Lambda in the Kubernetes Tools ecosystem. + - [medium: Creating CI/CD Pipeline for AWS ECS β€” Part I](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Creating CI/CD Pipeline for AWS ECS β€” Part I in the Kubernetes Tools ecosystem. + - [faun.pub: Why We Moved From Lambda to ECS](https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Why We Moved From Lambda to ECS in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: Choosing the Right AWS Container Service: ECS vs. EKS](https://aws.plainenglish.io/choosing-the-right-aws-container-service-ecs-vs-eks-3b11dd078c99) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Choosing the Right AWS Container Service: ECS vs. EKS in the Kubernetes Tools ecosystem. + - [A Better Dev/Test Experience: Docker and AWS](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering A Better Dev/Test Experience: Docker and AWS in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: How to Push a Docker Image to the AWS ECR in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### AWS @@ -17,11 +24,6 @@ #### Container Compute - **(2024)** [Amazon ECS-optimized AMI](http://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html) [N/A CONTENT] [COMMUNITY-TOOL] β€” Reference manual for the AWS-engineered Amazon Machine Image (AMI) preconfigured with the ECS agent, Docker runtime, and optimal container configurations. Utilizing this specialized OS image ensures maximum orchestration performance, reliable telemetry, and security compliance out of the box. -#### Container Orchestration - - - **(2023)** [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes) [N/A CONTENT] [COMMUNITY-TOOL] β€” A deep dive comparing AWS ECS, EKS, and serverless container execution via AWS Fargate. Synthesizing live cloud architectural trends, it presents insights into financial management, operational simplicity, and dynamic resource scaling, mapping out the trade-offs of using managed VM pools versus completely serverless options. - - **(2022)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) [N/A CONTENT] [COMMUNITY-TOOL] β€” This comprehensive comparison highlights the operational differences, cost implications, and architecture layouts of Amazon ECS versus Amazon EKS. EKS targets standard Kubernetes-based deployments requiring high portability, while ECS is a highly optimized, opinionated AWS native orchestrator designed for seamless integration. - - **(2021)** [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A detailed comparative analysis of scaling strategies between Amazon ECS and EKS clusters. The article walks through key operational considerations, including EC2 Auto Scaling Groups, Karpenter, cluster autoscalers, and resource utilization dynamics, highlighting how choice of orchestration influences microservices scale limits. #### Container Registries - **(2024)** [Amazon EC2 Container Registry Documentation](http://aws.amazon.com/es/documentation/ecr) [N/A CONTENT] [COMMUNITY-TOOL] β€” Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions. @@ -37,14 +39,7 @@ - **(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. - **(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) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical blueprint for cross-account secret management for Amazon ECS using AWS Secrets Manager and Systems Manager (SSM) Parameter Store. It provides security engineers with an architectural approach to maintain strict separation of concerns, principal-of-least-privilege IAM policies, and cross-account IAM role assumption. -## Cloud Native - -### Kubernetes - -#### Rancher Management - - - **(2022)** [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Official AWS Quick Start reference guide for standing up Rancher on AWS. This architecture installs Rancher on an Amazon EKS cluster, giving enterprise operations teams a unified interface to govern multiple downstream clusters, enforce unified RBAC models, and manage complex multi-tenant environments. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Data](./aws-data.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-data.md b/v2-docs/aws-data.md index 40e33b75..736ce389 100644 --- a/v2-docs/aws-data.md +++ b/v2-docs/aws-data.md @@ -9,7 +9,8 @@ #### General Reference - - [Using Spark SQL for ETL](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. + - [Using Spark SQL for ETL](http://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [medium: No-Code Data Collect API on AWS](https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d204) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: No-Code Data Collect API on AWS in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### AWS @@ -33,5 +34,5 @@ - **(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. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-databases.md b/v2-docs/aws-databases.md index 461eee0e..8e47cd3a 100644 --- a/v2-docs/aws-databases.md +++ b/v2-docs/aws-databases.md @@ -9,8 +9,11 @@ #### General Reference - - [Creating a DB Instance Running the Oracle Database Engine](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. - - [Creating an AWS Schema Conversion Tool Project](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. + - [Why Support of PostgreSQL 9.5 by Amazon RDS is Such Great News](http://blog.rubyroidlabs.com/2016/04/postgresql-9-5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.rubyroidlabs.com in the Kubernetes Tools ecosystem. + - [Creating a DB Instance Running the Oracle Database Engine](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [Creating an AWS Schema Conversion Tool Project](http://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Backup Service for Amazon RDS in the Kubernetes Tools ecosystem. + - [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### AWS Databases @@ -114,5 +117,5 @@ - **(2021)** [**Tutorial: Tuning Table Design**](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight provides the authoritative AWS tutorial on optimizing Amazon Redshift table structures. Live Grounding highlights deep configurations including distribution styles (KEY, ALL, EVEN), sort keys (compound vs interleaved), and compression encodings. Essential reading for data platform engineers scaling cloud-native data warehouses. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-devops.md b/v2-docs/aws-devops.md index 3930278d..680f970b 100644 --- a/v2-docs/aws-devops.md +++ b/v2-docs/aws-devops.md @@ -9,24 +9,14 @@ #### General Reference - - [AWS CodeDeploy: Deploying from a Development Account to a Production Account](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. -## CI-CD - -### Cloud-Native Delivery - -#### AWS - - - **(2019)** [blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](https://www.blazemeter.com/blog/devops-best-practices-testing) 🌟 [COMMUNITY-TOOL] β€” Curator Insight emphasizes the DevOps efficiency gains using AWS-native pipelines. Live Grounding demonstrates how the platform automates continuous integration, integrates performance testing tools like BlazeMeter, and reduces manual deployment risk. It serves as a practical blueprint for cloud-native delivery. -## 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. + - [Amazon DevOps Guru](https://aws.amazon.com/devops/-guru) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. + - [AWS CodeDeploy: Deploying from a Development Account to a Production Account](http://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](https://blazemeter.com/blog/three-ways-devops-benefit-aws-codepipeline) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: AWS CodePipeline for Amazon ECS](https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: AWS CodePipeline for Amazon ECS in the Kubernetes Tools ecosystem. + - [medium.com/@d.kumarkaran12: DevSecOps with AWS CodePipeline and ECS](https://medium.com/@d.kumarkaran12/devsecops-with-aws-codepipeline-and-ecs-c800f139a9ee) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@d.kumarkaran12: DevSecOps with AWS CodePipeline and ECS in the Kubernetes Tools ecosystem. ## Cloud Providers -### AWS (1) +### AWS #### Infrastructure-as-Code @@ -73,5 +63,5 @@ - **(2021)** [admiralty.io: Multi-Region AWS Fargate on EKS](https://admiralty.io/docs/tutorials/fargate) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Granular implementation tutorial for deploying Admiralty proxy schedulers to configure cross-cluster communication channels that target serverless AWS Fargate environments in multi-region setups. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-iac.md b/v2-docs/aws-iac.md index 3e44eafb..057aa240 100644 --- a/v2-docs/aws-iac.md +++ b/v2-docs/aws-iac.md @@ -9,8 +9,9 @@ #### General Reference - - [AWS Cloud Formation Release History](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/doc-history.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - - [All the AWS Resource Types Reference for AWS CloudFormation](https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-template-resource-type-ref.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [AWS Cloud Formation Release History](http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/ReleaseHistory.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [All the AWS Resource Types Reference for AWS CloudFormation](http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-resource-type-ref.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [medium.com/bb-tutorials-and-thoughts: How To Deploy and Run Python APIs' on AWS App Runner With CloudFormation](https://medium.com/bb-tutorials-and-thoughts/how-to-deploy-and-run-python-apis-on-aws-app-runner-with-cloudformation-cf9c6fd14cf6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bb-tutorials-and-thoughts: How To Deploy and Run Python APIs' on AWS App Runner With CloudFormation in the Kubernetes Tools ecosystem. ## Cloud Computing ### AWS @@ -68,5 +69,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-messaging.md b/v2-docs/aws-messaging.md index 8b77bac2..505d1fb5 100644 --- a/v2-docs/aws-messaging.md +++ b/v2-docs/aws-messaging.md @@ -17,7 +17,9 @@ #### General Reference - - [Limits in Amazon SQS](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. + - [Limits in Amazon SQS](http://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-limits.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [enlear.academy: How To Build a Scalable Email Notification Service Using' AWS](https://enlear.academy/how-to-build-a-scalable-email-service-using-aws-d404b347a7fb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enlear.academy: How To Build a Scalable Email Notification Service Using' AWS in the Kubernetes Tools ecosystem. + - [faun.pub: Implementing Event Driven Architecture With AWS EventBridge β€”' Event-Driven Messaging Pattern](https://faun.pub/implementing-event-driven-architecture-with-aws-eventbridge-event-driven-messaging-pattern-9d29262bfade) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Implementing Event Driven Architecture With AWS EventBridge β€”' Event-Driven Messaging Pattern in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### AWS @@ -30,5 +32,5 @@ - **(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. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-miscellaneous.md b/v2-docs/aws-miscellaneous.md index 2a74718b..24dfc819 100644 --- a/v2-docs/aws-miscellaneous.md +++ b/v2-docs/aws-miscellaneous.md @@ -24,13 +24,17 @@ #### E-commerce Reference - **(2021)** [Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Curator Insight details the design of a highly available, multi-region e-commerce platform using EventBridge, Cognito, Lambda, and DynamoDB. Live Grounding shows this architecture represents the gold standard for serverless distributed microservices, emphasizing event-driven decoupling and global data consistency. -## Cloud Architecture +## Architectural Foundations -### Case Studies +### Kubernetes Tools -#### Enterprise Scale +#### General Reference - - **(2019)** [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies) [N/A CONTENT] [ADVANCED LEVEL] [CASE STUDY] [CASE STUDY] [COMMUNITY-TOOL] β€” Architectural case study mapping Trainline's migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies. + - [bbvanexttechnologies.com: CΓ³mo definir infraestructura como cΓ³digo en AWS' con CDK](https://www.bbvanexttechnologies.com/como-definir-infraestructura-como-codigo-en-aws-con-cdk) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bbvanexttechnologies.com: CΓ³mo definir infraestructura como cΓ³digo en AWS' con CDK in the Kubernetes Tools ecosystem. + - [medium.com/contino-engineering: We’ve begun to move towards the AWS CDK' and here’s why](https://medium.com/contino-engineering/weve-begun-to-move-towards-the-aws-cdk-and-here-s-why-69c8fad688b3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/contino-engineering: We’ve begun to move towards the AWS CDK' and here’s why in the Kubernetes Tools ecosystem. + - [medium.com/simform-engineering: Infrastructure as Code and CI/CD in Practice' with AWS CDK](https://medium.com/simform-engineering/infrastructure-as-code-and-ci-cd-in-practice-with-aws-cdk-bd0685b361f8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/simform-engineering: Infrastructure as Code and CI/CD in Practice' with AWS CDK in the Kubernetes Tools ecosystem. + - [faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts](https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8168589ba579) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts in the Kubernetes Tools ecosystem. + - [medium.com/@mike_tyson_cloud: AWS Landing Zone: Mastering the Architecture' β€” Best Practices and Design Secrets](https://medium.com/@mike_tyson_cloud/aws-landing-zone-mastering-the-architecture-best-practices-and-design-secrets-a37746f72962) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mike_tyson_cloud: AWS Landing Zone: Mastering the Architecture' β€” Best Practices and Design Secrets in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### AWS @@ -77,14 +81,9 @@ #### AWS Partners - **(2026)** [AWS Partner Network](https://aws.amazon.com/partners) [N/A CONTENT] [COMMUNITY-TOOL] β€” Curator Insight highlights the portal for finding verified APN Technology and Consulting partners. Live Grounding shows AWS Partner Network remains the core commercial engine for AWS, facilitating ISV integrations, validated architectures, and professional service engagements globally. -#### Case Studies (1) +#### Case Studies - **(2025)** [AWS Partner Network (APN) blog](https://aws.amazon.com/blogs/apn) [N/A CONTENT] [COMMUNITY-TOOL] β€” Curator Insight focuses on architecture walkthroughs, such as deploying high-availability services on AWS using Spotinst (now Spot by NetApp) and configuring Active Directory SSO. Live Grounding validates these blog posts as critical operational blueprints for multi-tenant integrations and cost-optimization strategies in enterprise environments. -### 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. ### FinOps and Sustainability #### Green Ops @@ -209,5 +208,5 @@ - **(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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-monitoring.md b/v2-docs/aws-monitoring.md index 4882d011..e164bf1d 100644 --- a/v2-docs/aws-monitoring.md +++ b/v2-docs/aws-monitoring.md @@ -9,9 +9,13 @@ #### General Reference + - [blogs.splunk.com: AWS Agility + Splunk Visibility = Customer Success](http://blogs.splunk.com/2016/06/22/aws-video) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.splunk.com in the Kubernetes Tools ecosystem. + - [medium: AWS Account Security Monitoring](https://medium.com/swlh/aws-account-security-monitoring-d7ca129d52ac) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Account Security Monitoring in the Kubernetes Tools ecosystem. + - [kevintuei.medium.com: A Deep Dive into Logs and Metrics for AWS Observability' β€” One Observability Workshop](https://kevintuei.medium.com/a-deep-dive-into-logs-and-metrics-for-aws-observability-one-observability-workshop-14c162932174) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kevintuei.medium.com: A Deep Dive into Logs and Metrics for AWS Observability' β€” One Observability Workshop 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. - [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: 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. + - [medium.com: Up and running with Amazon Managed Service for Prometheus](https://medium.com/devops-techable/up-and-running-with-amazon-managed-service-for-prometheus-6fd12e56bff6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Up and running with Amazon Managed Service for Prometheus in the Kubernetes Tools ecosystem. ## Cloud Native Platforms ### AWS @@ -79,5 +83,5 @@ - **(2022)** [Custom Health Check: HealthCheckCustomConfig](https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official reference guide for Cloud Map API's custom health checks. Explains dynamic service discovery patterns for serverless workloads where traditional load balancer health checks are inapplicable. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-networking.md b/v2-docs/aws-networking.md index e35035f1..a447fb9c 100644 --- a/v2-docs/aws-networking.md +++ b/v2-docs/aws-networking.md @@ -3,6 +3,26 @@ !!! info "Architectural Context" Detailed reference for AWS Networking in the context of Cloud Providers (Hyperscalers). +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [medium: Building a Global Network with AWS Transit Gateway](https://medium.com/avmconsulting-blog/building-a-global-network-with-aws-transit-gateway-7ab0e5222f12) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Building a Global Network with AWS Transit Gateway in the Kubernetes Tools ecosystem. + - [towardsaws.com: Networking Basics in AWS](https://towardsaws.com/networking-basics-in-aws-ab72882855c4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Networking Basics in AWS in the Kubernetes Tools ecosystem. + - [luis-sena.medium.com: Automated AWS Load Balancer Warm-Up](https://luis-sena.medium.com/automated-aws-load-balancer-warm-up-d0b4084c8bbc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==luis-sena.medium.com: Automated AWS Load Balancer Warm-Up== in the Kubernetes Tools ecosystem. + - [medium: 10 reasons why you should think about using an AWS Application Load' Balancer](https://medium.com/ankercloud-engineering/10-reasons-why-you-should-think-about-using-an-aws-application-loadbalancer-945f57816c34) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 10 reasons why you should think about using an AWS Application Load' Balancer in the Kubernetes Tools ecosystem. + - [faun.pub: End To End SSL Encryption With AWS Application Load Balancer](https://faun.pub/end-to-end-ssl-encryption-with-aws-application-load-balancer-b43db918bd9e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: End To End SSL Encryption With AWS Application Load Balancer in the Kubernetes Tools ecosystem. + - [medium.com: Optimizing Latency and Bandwidth for AWS Traffic](https://medium.com/aws-activate-startup-blog/optimizing-latency-and-bandwidth-for-aws-traffic-cdfd18d0d0f7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Optimizing Latency and Bandwidth for AWS Traffic in the Kubernetes Tools ecosystem. + - [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS-VPC in the Kubernetes Tools ecosystem. + - [ealtili.medium.com: Deepdive to VPCs and Connections to VPC](https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ealtili.medium.com: Deepdive to VPCs and Connections to VPC in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: AWS: Creating a VPC With an Auto-scaling Group' Using T2.micro Instances](https://betterprogramming.pub/aws-creating-a-vpc-with-an-auto-scaling-group-using-t2-micro-instances-4ac2c5c7795b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: AWS: Creating a VPC With an Auto-scaling Group' Using T2.micro Instances== in the Kubernetes Tools ecosystem. + - [alanblackmore.medium.com: What is AWS VPC Peering? 🌟](https://alanblackmore.medium.com/what-is-aws-vpc-peering-af85c1e29fb2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alanblackmore.medium.com: What is AWS VPC Peering? 🌟 in the Kubernetes Tools ecosystem. + - [awstip.com: Setting Up AWS VPC Endpoint Connection](https://awstip.com/setting-up-aws-vpc-endpoint-connection-d4294d0c2204) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Setting Up AWS VPC Endpoint Connection in the Kubernetes Tools ecosystem. + - [towardsaws.com: How to centralize VPC endpoints in AWS](https://towardsaws.com/how-to-centralize-vpc-endpoints-in-aws-64c68b5b9d50) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: How to centralize VPC endpoints in AWS in the Kubernetes Tools ecosystem. + - [towardsaws.com: Accessing a Private REST API from another Private REST API' in AWS API Gateway](https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-api-in-aws-api-gateway-5112b835c0d4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Accessing a Private REST API from another Private REST API' in AWS API Gateway in the Kubernetes Tools ecosystem. + - [faun.pub: Using AWS API Gateway As Proxy To Our Internal Application](https://faun.pub/using-aws-api-gateway-as-proxy-to-our-internal-application-369eb115db70) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Using AWS API Gateway As Proxy To Our Internal Application in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### AWS @@ -158,5 +178,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-newfeatures.md b/v2-docs/aws-newfeatures.md index 6ebcd85c..3cb61b7c 100644 --- a/v2-docs/aws-newfeatures.md +++ b/v2-docs/aws-newfeatures.md @@ -12,6 +12,15 @@ - **(2021)** [==infoq.com: AWS Introduces a New Workflow Studio for AWS Step Functions==](https://www.infoq.com/news/2021/06/step-functions-workflow-studio) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A visual, low-code workflow designer that simplifies building distributed state machines on AWS. It allows developers to drag, drop, and configure states, mapping state transitions and payloads directly to downstream AWS services. This visual paradigm significantly accelerates development cycles for complex microservices orchestrations while generating ASL (Amazon States Language) behind the scenes. - **(2021)** [==Now β€” AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow Automation==](https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Dramatically expands the capabilities of AWS Step Functions by offering direct SDK integration with over 200 AWS services and over 9,000 API actions. This architecture minimizes or completely eliminates custom 'glue' Lambda functions whose sole purpose was calling AWS APIs. It simplifies state machine engineering, reducing latency, maintenance costs, and execution failure risks. - **(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) [SPANISH CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Un anΓ‘lisis en espaΓ±ol sobre Workflow Studio para AWS Step Functions, detallando cΓ³mo la interfaz visual democratiza el diseΓ±o de arquitecturas serverless de bajo cΓ³digo (low-code). Permite a desarrolladores y analistas diagramar flujos lΓ³gicos, interactuando con otros servicios de AWS de manera intuitiva y reduciendo la complejidad del cΓ³digo. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [venturebeat.com: Amazon’s AWS expands free β€˜egress’ data transfer limits](https://venturebeat.com/2021/11/25/amazons-aws-expands-free-egress-data-transfer-limits) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==venturebeat.com: Amazon’s AWS expands free β€˜egress’ data transfer limits== in the Kubernetes Tools ecosystem. + - [venturebeat.com: 6 big Kubernetes container security launches at AWS re:Invent' 2021](https://venturebeat.com/2021/12/03/6-big-kubernetes-container-security-launches-at-aws-reinvent-2021) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==venturebeat.com: 6 big Kubernetes container security launches at AWS re:Invent' 2021== in the Kubernetes Tools ecosystem. + - [medium.com/@fabrizio-cafolla: Dockerize Python for AWS Lambda β€” Deploy with' GitHub Workflow](https://medium.com/@fabrizio-cafolla/dockerize-python-for-aws-lambda-deploy-with-github-workflow-9a930c1e86b1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@fabrizio-cafolla: Dockerize Python for AWS Lambda β€” Deploy with' GitHub Workflow in the Kubernetes Tools ecosystem. ## Cloud Governance ### Landing Zones @@ -108,9 +117,6 @@ #### EKS Kubernetes - **(2023)** [Amazon EKS now supports Kubernetes version 1.25](https://aws.amazon.com/blogs/containers/amazon-eks-now-supports-kubernetes-version-1-25) [NONE CONTENT] [COMMUNITY-TOOL] β€” Amazon EKS added support for Kubernetes version 1.25, bringing security policy updates, API removals (such as PodSecurityPolicy), and core platform enhancements like container registry authentication improvements. -#### EKS Security - - - **(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. #### EKS Windows - **(2022)** [Amazon EKS launches automated provisioning and lifecycle management for Windows containers](https://aws.amazon.com/about-aws/whats-new/2022/12/amazon-eks-automated-provisioning-lifecycle-management-windows-containers) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon EKS automated the deployment and lifecycle management of Windows container nodes. It simplifies AMI updates, security patching, and scaling operations for Windows-based workloads on Kubernetes, aligning them with traditional Linux container management patterns. @@ -311,7 +317,7 @@ #### EKS Networking - **(2021)** [==Amazon VPC CNI plugin increases pods per node limits==](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Introduces Prefix Delegation in the AWS VPC CNI, multiplying the number of pods allocatable per node. By assigning /28 IPv4 prefixes to network interfaces instead of single secondary IPs, small-to-medium EC2 instances can support significantly higher container densities. This architecture directly addresses the IP exhaustion problem in enterprise Kubernetes deployments on AWS. -#### EKS Security (1) +#### EKS Security - **(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) @@ -405,5 +411,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-pricing.md b/v2-docs/aws-pricing.md index 35fd2d2c..bcdefb24 100644 --- a/v2-docs/aws-pricing.md +++ b/v2-docs/aws-pricing.md @@ -3,6 +3,13 @@ !!! info "Architectural Context" Detailed reference for AWS Pricing and Cost Optimization in the context of Cloud Providers (Hyperscalers). +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [topcloudops.com: Optimizing AWS RDS Cost](https://topcloudops.com/blog-detail?id=030b1031-8bc8-4bc5-8f7a-417950005b97) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering topcloudops.com: Optimizing AWS RDS Cost in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### AWS Cost Management @@ -59,5 +66,5 @@ - **(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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-security.md b/v2-docs/aws-security.md index ed090164..175e57ca 100644 --- a/v2-docs/aws-security.md +++ b/v2-docs/aws-security.md @@ -17,20 +17,34 @@ #### General Reference - - [Tutorial: Configure Apache Web Server on Amazon Linux to use SSL/TLS](https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. - - [The Most Popular AWS Security Blog Posts in 2015](https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-in-2015) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [Announcing Industry Best Practices for Securing AWS Resources](https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-securing-aws-resources) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [The Most Viewed AWS Security Blog Posts so Far in 2016](https://aws.amazon.com/blogs/security/the-most-viewed-aws-security-blog-posts-so-far-in-2016) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [How to Restrict Amazon S3 Bucket Access to a Specific IAM Role](https://aws.amazon.com/blogs/security/how-to-restrict-amazon-s3-bucket-access-to-a-specific-iam-role) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [Updated Whitepaper Available: AWS Best Practices for DDoS Resiliency](https://aws.amazon.com/blogs/security/updated-whitepaper-available-aws-best-practices-for-ddos-resiliency) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [AWS Security Blog: In Case You Missed These: AWS Security Blog Posts from June, July, and August 2016](https://aws.amazon.com/blogs/security/in-case-you-missed-these-aws-security-blog-posts-from-june-july-and-august) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [Amazon s2n: AWS’s new Open Source implementation of the SSL/TLS network encryption protocols](https://aws.amazon.com/blogs/security/automated-reasoning-and-amazon-s2n) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [AWS Identity and Access Management (IAM) best practices in 2016](https://aws.amazon.com/blogs/security/adhere-to-iam-best-practices-in-2016) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [How to Record and Govern Your IAM Resource Configurations Using AWS Config](https://aws.amazon.com/blogs/security/how-to-record-and-govern-your-iam-resource-configurations-using-aws-config) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [How to Use SAML to Automatically Direct Federated Users to a Specific AWS Management Console Page](https://aws.amazon.com/blogs/security/how-to-use-saml-to-automatically-direct-federated-users-to-a-specific-aws-management-console-page) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. - - [How to Automatically Update Your Security Groups for Amazon CloudFront and AWS WAF by Using AWS Lambda (boto3 python)](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. - - [How to Use AWS WAF to Block IP Addresses That Generate Bad Requests](https://github.com/aws-solutions/aws-waf-security-automations) ⭐ 922 [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering github.com in the Kubernetes Tools ecosystem. + - [Tutorial: Configure Apache Web Server on Amazon Linux to use SSL/TLS](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/SSL-on-an-instance.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [The Most Popular AWS Security Blog Posts in 2015](http://blogs.aws.amazon.com/security/post/Tx4QX7W51NDSLO/The-Most-Popular-AWS-Security-Blog-Posts-in-2015) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [Announcing Industry Best Practices for Securing AWS Resources](http://blogs.aws.amazon.com/security/post/Tx3PTTZB14FWPBA/Announcing-Industry-Best-Practices-for-Securing-AWS-Resources) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [The Most Viewed AWS Security Blog Posts so Far in 2016](http://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-Security-Blog-Posts-so-Far-in-2016) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [How to Restrict Amazon S3 Bucket Access to a Specific IAM Role](http://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon-S3-Bucket-Access-to-a-Specific-IAM-Role) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [Updated Whitepaper Available: AWS Best Practices for DDoS Resiliency](http://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Available-AWS-Best-Practices-for-DDoS-Resiliency) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [AWS Security Blog: In Case You Missed These: AWS Security Blog Posts from June, July, and August 2016](http://blogs.aws.amazon.com/security/post/Tx3KVD6T490MM47/In-Case-You-Missed-These-AWS-Security-Blog-Posts-from-June-July-and-August) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [Amazon s2n: AWS’s new Open Source implementation of the SSL/TLS network encryption protocols](http://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-and-Amazon-s2n) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [AWS Identity and Access Management (IAM) best practices in 2016](http://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Practices-in-2016) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [How to Record and Govern Your IAM Resource Configurations Using AWS Config](http://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [How to Use SAML to Automatically Direct Federated Users to a Specific AWS Management Console Page](http://blogs.aws.amazon.com/security/post/Tx2CGWIB8SBYW2J/How-to-Use-SAML-to-Automatically-Direct-Federated-Users-to-a-Specific-AWS-Manage) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [How to Automatically Update Your Security Groups for Amazon CloudFront and AWS WAF by Using AWS Lambda (boto3 python)](http://blogs.aws.amazon.com/security/post/Tx1LPI2H6Q6S5KC/How-to-Automatically-Update-Your-Security-Groups-for-Amazon-CloudFront-and-AWS-W) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [How to Use AWS WAF to Block IP Addresses That Generate Bad Requests](http://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to-Block-IP-Addresses-That-Generate-Bad-Requests) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [How to Reduce Security Threats and Operating Costs Using AWS WAF and Amazon CloudFront](http://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4#.qyixu5mu3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Amazon’s customer service backdoor in the Kubernetes Tools ecosystem. - [dzone: Removing the Bastion Host and Improving the Security in AWS](https://dzone.com/articles/removing-the-bastion-host-and-improving-the-securi) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Removing the Bastion Host and Improving the Security in AWS in the Kubernetes Tools ecosystem. + - [faun.pub: Handling Exposed AWS Access Key](https://faun.pub/handling-exposed-aws-access-key-b053362abd73) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Handling Exposed AWS Access Key in the Kubernetes Tools ecosystem. + - [medium.com/@neonforge: Why You Shouldn’t Use AWS managed KMS Keys](https://medium.com/@neonforge/why-you-shouldnt-use-aws-managed-kms-keys-83d9eb9d5090) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@neonforge: Why You Shouldn’t Use AWS managed KMS Keys in the Kubernetes Tools ecosystem. + - [medium.parttimepolymath.net: No more AWS Access Keys?](https://medium.parttimepolymath.net/no-more-aws-access-keys-13a3c3f2337a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.parttimepolymath.net: No more AWS Access Keys? in the Kubernetes Tools ecosystem. + - [ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)' in AWS IAM](https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)' in AWS IAM in the Kubernetes Tools ecosystem. + - [awsiam.info: AWS IAM Search](https://www.awsiam.info) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==awsiam.info: AWS IAM Search== in the Kubernetes Tools ecosystem. + - [binx.io: Working with AWS Permission Policies 🌟](https://binx.io/2022/07/13/working-with-aws-permission-policies) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering binx.io: Working with AWS Permission Policies 🌟 in the Kubernetes Tools ecosystem. + - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform in the Kubernetes Tools ecosystem. + - [doit-intl.com: AWS Firewalls 101: How and when to use each one](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering doit-intl.com: AWS Firewalls 101: How and when to use each one in the Kubernetes Tools ecosystem. + - [medium: Blocking bots using AWS WAF](https://medium.com/cloud-techies/blocking-bots-using-aws-waf-d449e6d159ca) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Blocking bots using AWS WAF in the Kubernetes Tools ecosystem. + - [medium: Protecting your Web Application or APIs using AWS WAF](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Protecting your Web Application or APIs using AWS WAF in the Kubernetes Tools ecosystem. + - [faun.pub: Set up global rate limiting with AWS WAF in 5 minutes](https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Set up global rate limiting with AWS WAF in 5 minutes in the Kubernetes Tools ecosystem. + - [blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start](https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-f7ec998c58fc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start in the Kubernetes Tools ecosystem. ## Cloud Architecture ### AWS (1) @@ -108,13 +122,6 @@ - **(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. -### Certification - -#### AWS (2) - -##### 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 Engineering ### DevSecOps @@ -209,5 +216,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-serverless.md b/v2-docs/aws-serverless.md index 0767e077..00696063 100644 --- a/v2-docs/aws-serverless.md +++ b/v2-docs/aws-serverless.md @@ -10,6 +10,33 @@ #### 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. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [Build a Python Microservice with Amazon Web Services Lambda & API Gateway](http://www.giantflyingsaucer.com/blog/?p=5730) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.giantflyingsaucer.com in the Kubernetes Tools ecosystem. + - [blog.powerupcloud.com: AWS inventory details in CSV using lambda](http://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.powerupcloud.com in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance== in the Kubernetes Tools ecosystem. + - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud** in the Kubernetes Tools ecosystem. + - [npmjs.com: Lambda load test](https://www.npmjs.com/package/lambda-load-test) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering npmjs.com: Lambda load test in the Kubernetes Tools ecosystem. + - [blog.usejournal.com: Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.usejournal.com: Building a Serverless Back-end with AWS in the Kubernetes Tools ecosystem. + - [medium: Going Serverless (on AWS)](https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Going Serverless (on AWS) in the Kubernetes Tools ecosystem. + - [liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda](https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda in the Kubernetes Tools ecosystem. + - [medium: Serverless enterprise-grade multi-tenancy using AWS | Tarek Becker](https://medium.com/@tarekbecker/serverless-enterprise-grade-multi-tenancy-using-aws-76ff5f4d0a23) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Serverless enterprise-grade multi-tenancy using AWS | Tarek Becker in the Kubernetes Tools ecosystem. + - [medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@andrewjr350: Misunderstanding of Serverless (AWS) in the Kubernetes Tools ecosystem. + - [medium.com/aws-serverless-microservices-with-patterns-best: Cloud-Native' Microservices Evolves to AWS Serverless Event-driven Architectures](https://medium.com/aws-serverless-microservices-with-patterns-best/cloud-native-microservices-evolves-to-aws-serverless-event-driven-architectures-9a38c473f4f8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/aws-serverless-microservices-with-patterns-best: Cloud-Native' Microservices Evolves to AWS Serverless Event-driven Architectures== in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Exploring the Serverless Event-Driven Architecture](https://betterprogramming.pub/exploring-the-serverless-event-driven-architecture-8d6bda93e823) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Exploring the Serverless Event-Driven Architecture in the Kubernetes Tools ecosystem. + - [medium.com/awesome-cloud: AWS β€” Difference between Serverless (Lambda) and' Containers (Kubernetes)](https://medium.com/awesome-cloud/aws-difference-between-serverless-lambda-and-containers-kubernetes-serverless-vs-containers-lambda-vs-k8s-a166931870a2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/awesome-cloud: AWS β€” Difference between Serverless (Lambda) and' Containers (Kubernetes) in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: Let's design a serverless ETL pipeline with AWS services](https://aws.plainenglish.io/lets-design-a-serverless-etl-pipeline-with-aws-services-9ab88c95afd4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Let's design a serverless ETL pipeline with AWS services in the Kubernetes Tools ecosystem. + - [faun.pub: Serverless With Spring Boot & AWS Lambda](https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Serverless With Spring Boot & AWS Lambda in the Kubernetes Tools ecosystem. + - [medium.com/@dan.avila7: Prueba tus proyectos serverless de forma local con' serverless-offline](https://medium.com/@dan.avila7/prueba-tus-proyectos-serverless-de-forma-local-con-serverless-offline-2e555f2b5e9b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dan.avila7: Prueba tus proyectos serverless de forma local con' serverless-offline in the Kubernetes Tools ecosystem. + - [medium.com/lego-engineering: A Journey into Serverless and Handling Step' Function Failures](https://medium.com/lego-engineering/a-journey-into-serverless-and-handling-step-function-failures-dba51b4e8e99) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/lego-engineering: A Journey into Serverless and Handling Step' Function Failures in the Kubernetes Tools ecosystem. + - [blog.devops.dev: Deploying Awesome App on AWS Serverless Services β€” Step-by-Step' Guide](https://blog.devops.dev/deploying-awesome-app-on-aws-serverless-services-step-by-step-guide-54bc89e4d236) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Deploying Awesome App on AWS Serverless Services β€” Step-by-Step' Guide in the Kubernetes Tools ecosystem. + - [medium.com/@sassenthusiast: Serverless Simplified: Integrating Docker Containers' into AWS Lambda via serverless.yml](https://medium.com/@sassenthusiast/serverless-simplified-integrating-docker-containers-into-aws-lambda-via-serverless-yml-cdef9be1681e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sassenthusiast: Serverless Simplified: Integrating Docker Containers' into AWS Lambda via serverless.yml in the Kubernetes Tools ecosystem. + - [medium.com/@HirenDhaduk1: Best choice to run your containers: AWS FARGATE' or AWS LAMBDA or Both?](https://medium.com/@HirenDhaduk1/best-choice-to-run-your-containers-aws-fargate-or-aws-lambda-or-both-d9e14685a363) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@HirenDhaduk1: Best choice to run your containers: AWS FARGATE' or AWS LAMBDA or Both? in the Kubernetes Tools ecosystem. + - [AWS SAM CLI Advanced Serverless Deployments](https://medium.com/@mertmengu/aws-sam-cli-advanced-serverless-deployments-07432fee87ab) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS SAM CLI Advanced Serverless Deployments in the Kubernetes Tools ecosystem. ## Cloud Platforms ### Serverless Architecture @@ -174,5 +201,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-spain.md b/v2-docs/aws-spain.md index 674164ca..7c342c08 100644 --- a/v2-docs/aws-spain.md +++ b/v2-docs/aws-spain.md @@ -21,5 +21,5 @@ - **(2022)** [techunwrapped.com: Spain becomes a Cloud Region in 2022](https://techunwrapped.com/spain-becomes-a-cloud-region-in-2022) [COMMUNITY-TOOL] β€” A technical news review analyzing the impact of Spain establishing its first sovereign AWS Cloud Region in 2022, detailing latency improvements and local enterprise hosting advantages. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-storage.md b/v2-docs/aws-storage.md index 33e1452f..c254a42d 100644 --- a/v2-docs/aws-storage.md +++ b/v2-docs/aws-storage.md @@ -9,7 +9,9 @@ #### General Reference - - [Getting Started with AWS Storage Gateway](https://docs.aws.amazon.com/storagegateway) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [Making Requests to Amazon S3 over IPv6](http://docs.aws.amazon.com/AmazonS3/latest/dev/ipv6-access.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [Getting Started with AWS Storage Gateway](http://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-common.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem. + - [awstip.com: Uploading files to S3 through API Gateway](https://awstip.com/uploading-files-to-s3-through-api-gateway-7bb78c0d0483) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Uploading files to S3 through API Gateway in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### Compute @@ -24,11 +26,6 @@ #### AWS Transfer Family - **(2021)** [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs) [AGNOSTIC CONTENT] [COMMUNITY-TOOL] β€” Explains the native integration between AWS Transfer Family (SFTP/FTPS/FTP) and Amazon Elastic File System (EFS). This architectural capability enables secure file exchanges directly from external trading partners into a managed, distributed NFS backend. It simplifies data ingestion pipelines and removes the administrative burden of running custom FTP gateway VMs. -### Object Storage - -#### AWS - - - **(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 @@ -102,5 +99,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-tools-scripts.md b/v2-docs/aws-tools-scripts.md index c1b1e045..a2d64705 100644 --- a/v2-docs/aws-tools-scripts.md +++ b/v2-docs/aws-tools-scripts.md @@ -3,6 +3,16 @@ !!! info "Architectural Context" Detailed reference for AWS Tools and Scripts in the context of Cloud Providers (Hyperscalers). +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer in the Kubernetes Tools ecosystem. + - [cloudcatalog.dev](https://www.cloudcatalog.dev) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudcatalog.dev== in the Kubernetes Tools ecosystem. + - [medium: AWS CLI with jq and Bash](https://medium.com/circuitpeople/aws-cli-with-jq-and-bash-9d54e2eabaf1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS CLI with jq and Bash in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: Lessons Learned From Switching to AWS SDK v3](https://aws.plainenglish.io/lessons-learned-from-switching-to-aws-sdk-v3-6babe1530a59) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Lessons Learned From Switching to AWS SDK v3 in the Kubernetes Tools ecosystem. ## Artificial Intelligence ### Developer Agents @@ -120,5 +130,5 @@ - **(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. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-training.md b/v2-docs/aws-training.md index 34949fc2..8d89084d 100644 --- a/v2-docs/aws-training.md +++ b/v2-docs/aws-training.md @@ -3,6 +3,17 @@ !!! info "Architectural Context" Detailed reference for AWS Training and Certification in the context of Cloud Providers (Hyperscalers). +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [Amazon AWS Certification Preparation Tips](http://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparation-tips) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering walkintocloud.com in the Kubernetes Tools ecosystem. + - [hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS in the Kubernetes Tools ecosystem. + - [satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications' (Over 150 Video list)](https://satyenkumar.medium.com/my-youtube-channel-is-updated-for-aws-certifications-over-150-video-list-1ae7aa81e99d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications' (Over 150 Video list) in the Kubernetes Tools ecosystem. + - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources== in the Kubernetes Tools ecosystem. + - [devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!!](https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!! in the Kubernetes Tools ecosystem. ## Cloud Computing ### AWS @@ -22,7 +33,6 @@ - **(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. #### Infrastructure as Code @@ -38,16 +48,6 @@ #### Educational Resources - **(2021)** [analyticsindiamag.com: Free Online Resources To Get Started On Cloud Computing](https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing) [COMMUNITY-TOOL] β€” Compiles high-quality, free resources to master fundamental cloud computing concepts. Lists tutorials, official cloud vendor training pathways, and community projects to help newcomers build structured knowledge in distributed systems. -#### 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 and Orchestration - -### Public Cloud Administration - -#### AWS Fundamentals - - - **(2023)** [AWS Cloud Practitioner - Curso Completo 2023](https://www.youtube.com/watch?v=zQyrhjEAqLs) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Comprehensive Spanish instructional syllabus targeting the AWS Certified Cloud Practitioner domain. Details key global infrastructure components, core services (EC2, S3, RDS, VPC), billing architectures, and foundational security frameworks. ## Infrastructure ### Cloud Computing (1) @@ -64,5 +64,5 @@ - **(2024)** [explore.skillbuilder.aws: AWS Security Fundamentals (free)](https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true) [COMMUNITY-TOOL] [GUIDE] β€” A fundamental training program covering core security topologies inside AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS encryption keys, and continuous infrastructure auditing. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws.md b/v2-docs/aws.md index dd9a426e..4e431219 100644 --- a/v2-docs/aws.md +++ b/v2-docs/aws.md @@ -9,9 +9,38 @@ #### General Reference + - [AWS Knowledge Center](https://aws.amazon.com/premiumsupport/knowledge-center) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem. + - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem. + - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform for Standardizing AWS Deployments in the Kubernetes Tools ecosystem. + - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources== 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. + - [dannys.cloud: 10 Best Free AWS Learning Resources for Beginners](https://dannys.cloud/10-best-free-aws-learning-resources-for-beginners) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dannys.cloud: 10 Best Free AWS Learning Resources for Beginners in the Kubernetes Tools ecosystem. + - [towardsaws.com: A Gentle Introduction to Amazon Web Services (AWS)](https://towardsaws.com/a-gentle-introduction-to-amazon-web-services-aws-50f18c7c57dc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: A Gentle Introduction to Amazon Web Services (AWS) in the Kubernetes Tools ecosystem. + - [medium: AWS Services Every Developer Should Be Aware Of](https://medium.com/@ashish_fagna/aws-services-every-developer-should-be-aware-of-f7c48aaa854f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Services Every Developer Should Be Aware Of in the Kubernetes Tools ecosystem. + - [blog.cloudyali.io: The Absolute minimum every developer must know about' AWS security!](https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-security) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudyali.io: The Absolute minimum every developer must know about' AWS security! in the Kubernetes Tools ecosystem. + - [medium: 6 Lessons Learned - Migrating Application on Production](https://medium.com/swlh/6-lessons-learned-from-migrating-web-application-on-production-ce9add8e63f3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 6 Lessons Learned - Migrating Application on Production 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. + - [ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials' file (or env vars) β€” there’s a better way](https://ben11kehoe.medium.com/never-put-aws-temporary-credentials-in-env-vars-or-credentials-files-theres-a-better-way-25ec45b4d73e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials' file (or env vars) β€” there’s a better way in the Kubernetes Tools ecosystem. + - [tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte](https://tech.twenix.com/securiza-tu-infraestructura-cloud-sin-arruinarte-d9d2e2d5302c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte in the Kubernetes Tools ecosystem. + - [paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds](https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds== in the Kubernetes Tools ecosystem. + - [medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder](https://medium.com/gargee-bhatnagar/how-to-create-a-custom-ami-with-image-pipeline-and-automate-its-creation-using-ec2-image-builder-7e194e39c8e9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder in the Kubernetes Tools ecosystem. + - [medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟](https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟 in the Kubernetes Tools ecosystem. + - [awstip.com: How to list all resources in your AWS account](https://awstip.com/how-to-list-all-resources-in-your-aws-account-c3f18061f71b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: How to list all resources in your AWS account in the Kubernetes Tools ecosystem. + - [terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟](https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e314e4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟 in the Kubernetes Tools ecosystem. + - [mrdevops.hashnode.dev: How to Create EC2 Instance in AWS: Step by Step' Tutorial](https://mrdevops.hashnode.dev/how-to-create-ec2-instance-in-aws-step-by-step-tutorial) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mrdevops.hashnode.dev: How to Create EC2 Instance in AWS: Step by Step' Tutorial== in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io](https://aws.plainenglish.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io in the Kubernetes Tools ecosystem. + - [AWStip.com](https://awstip.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWStip.com in the Kubernetes Tools ecosystem. + - [bitmovin: Improving Video Quality on the Web](https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on-the-web-8670039c4334) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bitmovin: Improving Video Quality on the Web in the Kubernetes Tools ecosystem. + - [What Startups Should Know about Amazon VPCβ€Šβ€”β€ŠPart 1](https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-amazon-vpc-part-1-bebe94b7f228) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering What Startups Should Know about Amazon VPCβ€Šβ€”β€ŠPart 1 in the Kubernetes Tools ecosystem. + - [Scaling on AWS (Part 3): >500K Users](https://medium.com/aws-activate-startup-blog/scaling-on-aws-part-3-500k-users-3750b227b761) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Scaling on AWS (Part 3): >500K Users in the Kubernetes Tools ecosystem. + - [medium.com: Building a Serverless Dynamic DNS System with AWS](https://medium.com/aws-activate-startup-blog/building-a-serverless-dynamic-dns-system-with-aws-a32256f0a1d8#.qq54pucbd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Building a Serverless Dynamic DNS System with AWS in the Kubernetes Tools ecosystem. + - [medium.com: The Top 10 AWS Startup Blog Posts of 2015](https://medium.com/aws-activate-startup-blog/the-top-10-aws-startup-blog-posts-of-2015-d2975e3778bb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: The Top 10 AWS Startup Blog Posts of 2015 in the Kubernetes Tools ecosystem. + - [medium: Top 4 AWS Patterns of Highly Available API](https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Top 4 AWS Patterns of Highly Available API in the Kubernetes Tools ecosystem. + - [medium: AWS configuration files, explained](https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS configuration files, explained in the Kubernetes Tools ecosystem. + - [medium.com/swlh: AWS Config β€” Compliance as Code](https://medium.com/swlh/aws-config-compliance-as-code-9621eb3b7ac7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/swlh: AWS Config β€” Compliance as Code in the Kubernetes Tools ecosystem. + - [AWS, Azure, GCP: Resource Hierarchies](https://levelup.gitconnected.com/aws-azure-gcp-resource-hierarchies-25b829127511) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS, Azure, GCP: Resource Hierarchies in the Kubernetes Tools ecosystem. + - [bridgecrew.io: Best practices for AWS tagging with Yor](https://bridgecrew.io/blog/best-practices-for-aws-tagging-with-yor) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Best practices for AWS tagging with Yor in the Kubernetes Tools ecosystem. ## Cloud Computing ### AWS @@ -72,11 +101,6 @@ #### Resources - **(2026)** [==Awesome AWS 🌟==](https://github.com/donnemartin/awesome-aws) ⭐ 14064 [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier reference catalog for Amazon Web Services (AWS), containing curated libraries, open-source utilities, and official whitepapers. It covers key compute, storage, networking, and serverless components. It is universally recognized as the gold standard resource for AWS-centric platform engineering teams seeking validated architectural patterns. -### 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 @@ -164,15 +188,6 @@ #### DevOps Challenges - **(2026)** [acloudguru.com: The Cloud Dictionary of Pain: Five Of AWS’s Toughest Cloud Topics](https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep-dive technical overview evaluating complex AWS configurations, pinpointing notorious friction points such as IAM policy composition, KMS key management, AWS Billing structures, and hybrid VPC peering. Provides architectural guidance to bypass structural anti-patterns. -## Cloud Native - -### AWS (2) - -#### Governance - -##### AWS Organizations - - - **(2024)** [AWS Organizations: The Key to Managing Your Cloud Infrastructure Effectively](https://awsfundamentals.com/blog/aws-organizations-the-key-to-managing-your-cloud-infrastructure-effectively) [COMMUNITY-TOOL] β€” Explores core configuration benefits of AWS Organizations for multi-account governance. Highlights service control policies (SCPs), unified billing, and secure programmatic account instantiation using IaC. ## Cloud Platform ### AWS Infrastructure @@ -182,7 +197,7 @@ - **(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. ## Cloud Providers -### AWS (3) +### AWS (2) #### Documentation @@ -190,9 +205,6 @@ #### Operations - **(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. @@ -210,26 +222,7 @@ #### 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. -### Community Resources - -#### 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. -## 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. -## Operations (1) - -### 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. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/azure.md b/v2-docs/azure.md index 511f9551..d513cfd3 100644 --- a/v2-docs/azure.md +++ b/v2-docs/azure.md @@ -16,9 +16,52 @@ #### General Reference + - [Azure Products by Region Table](https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-by-region/table) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [Azure Updates 🌟](https://azure.microsoft.com/en-us/en-us/updates) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [Azure Updates AKS 🌟](https://azure.microsoft.com/en-us/en-us/updates/?query=AKS) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [docs.microsoft.com: Multi-tenant user management scenarios](https://learn.microsoft.com/en-us/en-us/azure/active-directory/fundamentals/multi-tenant-user-management-scenarios) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem. + - [azure.microsoft.com: Choose the best global distribution solution for your applications with Azure](https://azure.microsoft.com/en-us/en-us/blog/choose-the-best-global-distribution-solution-for-your-applications-with-azure) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [Generally available: Azure Bastion now support shareable links](https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastion-shareable-links) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [Azure Load Testing](https://azure.microsoft.com/en-us/en-gb/products/load-testing) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [azure.microsoft.com: Microsoft Azure Load Testing is now generally available](https://azure.microsoft.com/en-us/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [Azure Arc overview](https://learn.microsoft.com/en-us/en-us/azure/azure-arc/overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem. + - [docs.microsoft.com: Run scripts in your Windows VM by using action Run Commands](https://learn.microsoft.com/en-us/en-us/azure/virtual-machines/windows/run-command) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem. + - [Azure Virtual WAN introduces its first SaaS offering](https://azure.microsoft.com/en-us/en-us/blog/azure-virtual-wan-introduces-its-first-saas-offering) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azure.microsoft.com in the Kubernetes Tools ecosystem. + - [docs.microsoft.com: Using Policy with Azure Site Recovery](https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem. + - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mikakrief: Using Azure Service Operator v2 in the Kubernetes Tools ecosystem. + - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD in the Kubernetes Tools ecosystem. + - [Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code in the Kubernetes Tools ecosystem. + - [hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault](https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashicorp-terraform-and-vault) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault== 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. + - [medium: Scaling Applications in the Cloud](https://medium.com/faun/scaling-applications-in-the-cloud-52bb6dfbac4e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Scaling Applications in the Cloud in the Kubernetes Tools ecosystem. + - [blog.identitydigest.com: Azure AD workload identity federation with Kubernetes](https://blog.identitydigest.com/azuread-federate-k8s) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes== in the Kubernetes Tools ecosystem. + - [charbelnemnom.com: Move Files Between Azure File Share Tiers and optimize' storage costs](https://charbelnemnom.com/move-files-between-azure-file-share-tiers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering charbelnemnom.com: Move Files Between Azure File Share Tiers and optimize' storage costs in the Kubernetes Tools ecosystem. + - [techrepublic.com: What can you do with Azure Files?](https://www.techrepublic.com/article/what-can-you-do-azure-files) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==techrepublic.com: What can you do with Azure Files?== in the Kubernetes Tools ecosystem. + - [satyenkumar.medium.com: Demystifying The Cloud: An Overview of the Microsoft' Azure 🌟🌟🌟](https://satyenkumar.medium.com/demystifying-the-cloud-computing-an-overview-of-the-microsoft-azure-6a5c1fb1799d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==satyenkumar.medium.com: Demystifying The Cloud: An Overview of the Microsoft' Azure== 🌟🌟🌟 in the Kubernetes Tools ecosystem. + - [medium.com/awesome-azure: Azure β€” Most Useful Azure Services Every Developer' Must Know](https://medium.com/awesome-azure/azure-most-useful-azure-services-every-developer-must-know-top-azure-paas-serverless-services-developer-c55b829ac6d7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/awesome-azure: Azure β€” Most Useful Azure Services Every Developer' Must Know in the Kubernetes Tools ecosystem. + - [medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure](https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure in the Kubernetes Tools ecosystem. + - [charbelnemnom.com: Exam AZ-305: Microsoft Certified: Azure Solutions Architect' Expert](https://charbelnemnom.com/az-305-exam-study-guide-azure-solutions-architect) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering charbelnemnom.com: Exam AZ-305: Microsoft Certified: Azure Solutions Architect' Expert in the Kubernetes Tools ecosystem. + - [info.acloud.guru: Deploying your first kubernetes app with Azure DevOps](https://info.acloud.guru/resources/deploy-kubernetes-app-with-azure-devops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering info.acloud.guru: Deploying your first kubernetes app with Azure DevOps in the Kubernetes Tools ecosystem. + - [medium: Azure DevOps HandBook !](https://medium.com/@arunksingh16/azure-devops-handbook-d6dcd82da1b7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Azure DevOps HandBook ! in the Kubernetes Tools ecosystem. + - [Azure DevOps Tips: β€œEach” Loops](https://medium.com/@therealjordanlee/azure-devops-tips-each-loops-c082c692d025) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure DevOps Tips: β€œEach” Loops in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: Provision resources on AWS with Azure DevOps and' Terraform β€” Part I](https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-terraform-part-i-3c0de6d34fc9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/geekculture: Provision resources on AWS with Azure DevOps and' Terraform β€” Part I== in the Kubernetes Tools ecosystem. + - [medium.com/@sdevsecops: How to implement DevSecOps in a Kubernetes cluster' environment-Github Actions and Azure DevOps](https://medium.com/@sdevsecops/how-to-implement-devsecops-in-a-kubernetes-cluster-environment-github-actions-and-azure-devops-522bdd121e34) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@sdevsecops: How to implement DevSecOps in a Kubernetes cluster' environment-Github Actions and Azure DevOps== in the Kubernetes Tools ecosystem. + - [towardsdev.com: Azure DevOps Project Creation and Setup via Terraform](https://towardsdev.com/azure-devops-project-creation-and-setup-via-terraform-3444ff985bae) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsdev.com: Azure DevOps Project Creation and Setup via Terraform== in the Kubernetes Tools ecosystem. + - [medium.com/@muppedaanvesh: Azure DevOps β€” Self Hosted Agents on Kubernetes' β€” PART-1](https://medium.com/@muppedaanvesh/azure-devops-self-hosted-agents-on-kubernetes-part-1-aa91e7912f79) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@muppedaanvesh: Azure DevOps β€” Self Hosted Agents on Kubernetes' β€” PART-1 in the Kubernetes Tools ecosystem. + - [medium.com/@DevOps-Diva.o: Implementing Security on Azure DevOps Pipelines](https://medium.com/@DevOps-Diva.o/implementing-security-on-azure-devops-pipelines-a653da4862a9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@DevOps-Diva.o: Implementing Security on Azure DevOps Pipelines in the Kubernetes Tools ecosystem. - [stackoverflow.com: What is the difference between an Azure tenant and' Azure subscription?](https://stackoverflow.com/questions/47307368/what-is-the-difference-between-an-azure-tenant-and-azure-subscription) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==stackoverflow.com: What is the difference between an Azure tenant and' Azure subscription?== in the Kubernetes Tools ecosystem. + - [medium.com/medialesson: Create Azure Active Directory App Registration' with Azure CLI](https://medium.com/medialesson/create-azure-active-directory-app-registration-with-azure-cli-3241aa3824c5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/medialesson: Create Azure Active Directory App Registration' with Azure CLI== in the Kubernetes Tools ecosystem. - [inkoop.io: How to get Azure API Credentials](https://www.inkoop.io/blog/how-to-get-azure-api-credentials) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inkoop.io: How to get Azure API Credentials in the Kubernetes Tools ecosystem. + - [medium.com/medialesson: Assigning Azure built-in roles vs Azure AD built-in' roles with Azure CLI](https://medium.com/medialesson/assigning-azure-built-in-roles-vs-azure-ad-built-in-roles-with-azure-cli-d1cbf56fcdbe) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/medialesson: Assigning Azure built-in roles vs Azure AD built-in' roles with Azure CLI in the Kubernetes Tools ecosystem. + - [yoshevski.medium.com: Cost-effective Azure Devops and AppCenter integration](https://yoshevski.medium.com/cost-effective-azuredevops-and-appcenter-integration-fe606725d5d5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yoshevski.medium.com: Cost-effective Azure Devops and AppCenter integration in the Kubernetes Tools ecosystem. - [reddit.com: PowerShell Core yaml support?](https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: PowerShell Core yaml support? in the Kubernetes Tools ecosystem. + - [jinwookim928.medium.com: Automation Script for Git Flow on PowerShell](https://jinwookim928.medium.com/automation-script-for-git-flow-on-powershell-70d0596f6da8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jinwookim928.medium.com: Automation Script for Git Flow on PowerShell in the Kubernetes Tools ecosystem. + - [hashicorp.com: Managing Terraform Cloud With PowerShell](https://www.hashicorp.com/resources/managing-terraform-cloud-with-powershell) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Managing Terraform Cloud With PowerShell in the Kubernetes Tools ecosystem. + - [mssqltips.com: PowerShell for the DBA - If Else and Switch statements](https://www.mssqltips.com/sqlservertip/7188/powershell-if-if-else-switch-examples) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mssqltips.com: PowerShell for the DBA - If Else and Switch statements== in the Kubernetes Tools ecosystem. + - [4sysops.com: Use PsExec and PowerShell together](https://4sysops.com/archives/use-psexec-and-powershell-together) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 4sysops.com: Use PsExec and PowerShell together in the Kubernetes Tools ecosystem. + - [visualstudiomagazine.com: PowerShell Crescendo Now Generally Available](https://visualstudiomagazine.com/articles/2022/03/10/powershell-crescendo-ga.aspx?m=1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering visualstudiomagazine.com: PowerShell Crescendo Now Generally Available in the Kubernetes Tools ecosystem. + - [medium.com/codex: 7 Best Practices for Data Ingestion](https://medium.com/codex/7-best-practices-for-data-ingestion-f336c6b5128c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: 7 Best Practices for Data Ingestion== in the Kubernetes Tools ecosystem. + - [denniszielke.medium.com: Using Azure Container Apps at scale instead of' your building your own NaaS on top of K8s?](https://denniszielke.medium.com/using-azure-container-apps-at-scale-instead-of-your-building-your-own-naas-on-top-of-k8s-7c4760c2511f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering denniszielke.medium.com: Using Azure Container Apps at scale instead of' your building your own NaaS on top of K8s? in the Kubernetes Tools ecosystem. ## Architecture ### Container Orchestration @@ -26,11 +69,6 @@ #### 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. -### Web Applications - -#### Enterprise Patterns - - - **(2025)** [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Production-proven patterns and implementation pathways from the Azure Architecture Center. Establishes migration guidelines for modernizing monolithic applications into elastic web architectures. ### Well-Architected Framework #### Mission-Critical Workloads @@ -89,13 +127,6 @@ #### 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. -## Automation - -### Agentic Systems - -#### 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. ## CICD Pipeline ### Security and Compliance @@ -107,13 +138,9 @@ ### AI and Automation -#### AI PR Automation - - - **(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) [YAML CONTENT] [COMMUNITY-TOOL] β€” A tutorial showing how to automate the generation of pull request descriptions within Azure DevOps pipelines using Azure OpenAI APIs. Streamlines developer velocity and documentation standards. #### 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. - - **(2025)** [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) [NONE CONTENT] [COMMUNITY-TOOL] β€” Official Microsoft announcement outlining the preview release of the Azure DevOps MCP Server. Details how developer agents leverage safe API contexts to build and deploy complex assets. ### DevOps Platforms #### DevTest Labs @@ -122,11 +149,6 @@ #### Feature Comparison - **(2023)** [info.acloud.guru: Azure DevOps VS GitHub: Comparing Microsoft's DevOps Twins](https://info.acloud.guru/resources/azure-devops-vs-github-comparing-microsofts-devops-twins) [NONE CONTENT] [COMMUNITY-TOOL] β€” A comparative analysis between Azure DevOps and GitHub Enterprise services. Details differences in licensing, security features, repository setups, and integrated pipeline structures. -### 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 @@ -139,7 +161,7 @@ - **(2026)** [==microsoft/azure-pipelines-tasks==](https://github.com/microsoft/azure-pipelines-tasks) ⭐ 3645 [TYPESCRIPT CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks. ### Pipeline Integration -#### Azure DevOps (1) +#### Azure DevOps - **(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 @@ -147,21 +169,11 @@ #### 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 - -#### 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. ### Security and Compliance (1) #### Release Gates - **(2021)** [devblogs.microsoft.com: Controlling Release Pipelines with Gates and Azure Policy Compliance 🌟](https://devblogs.microsoft.com/devops/controlling-release-pipelines-with-gates-and-azure-policy-compliance) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Deep technical look into establishing policy-driven release criteria. Explores how to query Azure Policy health before authorizing multi-stage production promotions, establishing guardrails against configuration drifts. -### Security and Supply Chain - -#### Dependabot - - - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [YAML CONTENT] [COMMUNITY-TOOL] β€” A configuration guide describing the implementation of automated Dependabot scanning mechanisms inside Azure DevOps repositories to detect and secure third-party dependencies. ### Security Scanning #### Scout Suite Integration @@ -172,16 +184,6 @@ #### Azure DevOps Pipelines - **(2024)** [==github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟==](https://github.com/nnellans/ado-pipelines-guide) ⭐ 74 [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A structured, community-created repository gathering YAML pipeline configurations and boilerplate templates. Focuses on standardized modular task integration and multi-stage configurations. -### Terraform - -#### Azure DevOps Pipelines (1) - - - **(2025)** [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) [YAML CONTENT] [COMMUNITY-TOOL] β€” A comprehensive configuration guide showing how to set up robust, multi-stage YAML pipelines in Azure DevOps for Terraform configurations. Solves remote backend locking and authentication hurdles. -### Terraform Testing - -#### Azure DevOps (2) - - - **(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. ### Training #### Azure DevOps Paths @@ -189,7 +191,7 @@ - **(2025)** [docs.microsoft.com: Build applications with Azure DevOps (Learning Path)](https://learn.microsoft.com/en-gb/training/browse) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official learning track for developers targeting modern containerized deployment patterns inside Azure DevOps environments. Covers automated quality assurance and CI configurations. ### Training and Labs -#### Azure DevOps (3) +#### Azure DevOps (1) - **(2025)** [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official training portal hosting a deep collection of hands-on tutorials for managing delivery lifecycles, artifact generation, and deployment security gates. ## Cloud Application Platforms @@ -201,7 +203,6 @@ - **(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) [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key Vault secrets natively to prevent plaintext credential leaks in code. This configuration framework forms the architectural baseline for deploying portable, 12-factor cloud-native applications. #### App Service Diagnostics - - **(2025)** [**Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues**](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages. - **(2024)** [azure.github.io/AppService: General availability of Diagnostics tools for App Service on Linux Node.js apps](https://azure.github.io/AppService/2024/01/05/Diagnose-Tools-for-NodeJs-Linux-apps.html) [NODE.JS CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Announcement and documentation highlighting advanced diagnostic tools built specifically for Node.js workloads running on Linux-based Azure App Services. It explains the integration of CPU profiling, memory allocation tracking, and automated core dump collection. These tools enable real-time analysis of single-threaded event loop blockages and memory leaks directly from the Azure portal. #### Custom Containers @@ -231,15 +232,6 @@ - **(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. -### 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#reference-for-monitoring-azure-services) [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. ### PaaS #### App Service @@ -265,11 +257,6 @@ #### 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. -#### 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. #### 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. @@ -323,7 +310,6 @@ ##### Pull Request Feedback - **(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) [POWERSHELL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A PowerShell-driven automation script that extracts Terraform plans and posts them directly as rich markdown comments in Azure DevOps Pull Requests. Live 2026 engineering audits show that while native extensions offer similar behaviors, custom gists are widely used to maintain clean PR review workflows. - - **(2022)** [thomasthornton.cloud: Deploy Terraform using Azure DevOps](https://thomasthornton.cloud/deploy-terraform-using-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A guide on orchestrating Terraform plan and apply commands using Azure DevOps YAML pipelines. While curator insights center on simple task execution and state file security, 2026 enterprise engineering standards require using OpenID Connect (OIDC) Workload Identity instead of hardcoded client secrets to run automated deployments. ### Platform Engineering #### Azure DevOps Architecture @@ -359,8 +345,6 @@ #### Landing Zones - - **(2026)** [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Central knowledge base for Azure Landing Zones (ALZ) design principles and implementations. This portal provides guidance on identity management, network topology, subscription organization, and proactive governance policies. It acts as the key blueprint for deploying scalable multi-subscription cloud platform architectures. - - **(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. - **(2024)** [techcommunity.microsoft.com: From Zero to Hero with Azure Landing Zones](https://techcommunity.microsoft.com/blog/startupsatmicrosoftblog/from-zero-to-hero-with-azure-landing-zones/4229195) [NONE CONTENT] [COMMUNITY-TOOL] β€” A comprehensive onboarding guide tailored for startups and mid-market organizations deploying Azure Landing Zones. It outlines pragmatically scaled-down approaches to core governance and subscription models. This minimizes initial operational overhead while ensuring compliance and seamless path-to-scale capability. ### Frameworks (1) @@ -397,19 +381,10 @@ - **(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. -#### 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. -#### 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. -#### 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. #### 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 (1) +#### 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. @@ -421,9 +396,6 @@ #### AKS Fleet Manager - **(2024)** [github.com/azure/fleet](https://github.com/azure/fleet) ⭐ 224 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores Azure Kubernetes Service (AKS) Fleet Manager, designed for multi-cluster fleet-wide management. Coordinates application rollouts, implements global ingress configurations, and automates orchestrator upgrades across distributed topologies. -#### AKS Integration - - - **(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) [BICEP CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the automated provisioning of Azure Kubernetes Service (AKS) coupled with the native Istio service mesh add-on using Bicep. This blueprint demonstrates declarative service mesh lifecycle management, reducing manual Helm or post-deployment orchestration overhead. ### Container Storage #### Cloud Native Storage @@ -439,7 +411,7 @@ #### Azure Provisioning - **(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) [BICEP CONTENT] [COMMUNITY-TOOL] β€” Explains DevOps-centric infrastructure integration, detailing how developers can design, scale, and manage cloud footprints utilizing developer-focused IaC patterns. Focuses on developer self-service while adhering to guardrails. -### Governance (1) +### Governance #### Enterprise Naming @@ -471,9 +443,6 @@ - **(2023)** [insight-services-apac.github.io: Getting Started with Bicep](https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep) [BICEP CONTENT] [LEGACY] β€” A foundational exploration of Azure Bicep designed to ease the onboarding ramp from legacy ARM templates. Emphasizes cleaner declarative syntax, structural modularization, and native integration with Azure CLI/PowerShell workflows. - **(2022)** [build5nines.com: Get Started with Azure Bicep – Alternative to ARM Templates](https://build5nines.com/get-started-with-azure-bicep) [BICEP CONTENT] [COMMUNITY-TOOL] β€” Introduces Azure Bicep as Microsoft's strategic evolution beyond JSON-based ARM templates. It contrasts the language's simplified abstraction layer, compilation mechanics, and automatic dependency resolution against traditional enterprise patterns. - **(2021)** [github.com/johnlokerse/azure-bicep-cheat-sheet: Azure Bicep Cheat Sheet](https://github.com/johnlokerse/azure-bicep-cheat-sheet) [BICEP CONTENT] [COMMUNITY-TOOL] β€” A comprehensive quick-reference guide designed to accelerate Azure Bicep development. It provides syntax mappings, parameter declarations, and deployment command structures to streamline the transition from ARM JSON to domain-specific language architectures. -#### Azure IPAM - - - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A comprehensive guide to automating Azure IP Address Management (IPAM) using Terraform. It outlines strategies for programmatic subnet delegation, non-overlapping address space allocation, and enterprise-wide IP tracking to prevent resource collision in complex hub-and-spoke virtual architectures. #### Azure Verified Modules - **(2024)** [azure.github.io/Azure-Verified-Modules 🌟](https://azure.github.io/Azure-Verified-Modules) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The central documentation portal for Azure Verified Modules (AVM), Microsoft's standardized, validated IaC building blocks. Supports both Bicep and Terraform, guaranteeing reliable, hardened, and highly consistent deployments at enterprise scale. @@ -487,9 +456,6 @@ #### Standardization - **(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) [BICEP CONTENT] [COMMUNITY-TOOL] β€” Presents a standardized, enterprise-grade model for automating Azure IaaS deployments using modular Bicep templates. Focuses on architectural separation of concerns, decoupling networking, storage, and compute layers into reusable sub-modules. -#### Terraform AVM - - - **(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) [TERRAFORM CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Details the application of Azure Verified Modules specifically optimized for Terraform configurations. Demonstrates how to write scalable HCL blocks backed by Microsoft-maintained definitions, matching enterprise governance standards. ### Monitoring and Observability #### Azure Monitor Logs @@ -539,21 +505,10 @@ #### Container Governance - **(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 Infrastructure and Orchestration - -### Public Cloud Administration - -#### Azure Architecture - - - **(2025)** [Transitioning an Existing Azure Environment to the Azure Landing Zone Reference Architecture](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/enterprise-scale/transition) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [LEGACY] β€” Architectural migration playbook addressing transitioning legacy cloud setups to formal Microsoft Azure Landing Zones. Covers organizational tier hierarchies, network architectures, and systemic governance patterns. - - **(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 Native and Kubernetes ### GitOps and Continuous Delivery -#### 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. #### 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. @@ -577,17 +532,9 @@ #### Managed Prometheus - **(2023)** [==techcommunity.microsoft.com: Introducing Azure Monitor managed service for Prometheus 🌟==](https://techcommunity.microsoft.com/blog/azureobservabilityblog/introducing-azure-monitor-managed-service-for-prometheus/3600185) [PROMQL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Announcement of the native, fully managed Prometheus monitoring service integrated into Azure Monitor. This managed engine allows teams to leverage standard PromQL queries, alerting rules, and Grafana dashboarding without the maintenance complexity of scaling self-hosted Prometheus instances. This service has become the primary standard for collecting metrics from AKS and cloud-native workloads. -#### Network Observability - - - **(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) [KQL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Unveiling advanced network observability features for AKS clusters, utilizing eBPF to capture kernel-level network telemetry. It provides deep visibility into pod-to-pod and egress traffic flow, packet drops, DNS resolution latencies, and TCP connection stats. This low-overhead monitoring is essential for debugging transient network issues inside microservices environments. -### Networking and Edge Routing (1) - -#### 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 Platforms -### Azure (1) +### Azure #### Dedicated Documentation @@ -619,7 +566,7 @@ #### 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 (1) +### Automation #### PowerShell Scripts @@ -627,7 +574,7 @@ #### User Provisioning - **(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 (2) +### Governance (1) #### Azure Naming Tool @@ -671,7 +618,7 @@ ##### Blob Diagnostic - **(2023)** [build5nines.com: Azure CLI: Check if Blob Exists in Azure Storage](https://build5nines.com/azure-cli-check-if-blob-exists-in-azure-storage) [NONE CONTENT] [COMMUNITY-TOOL] β€” Provides CLI commands to verify file existence inside active cloud storage containers before triggering build scripts. -### Governance (3) +### Governance (2) #### Resource Tagging @@ -804,19 +751,6 @@ - **(2021)** [teacdmin.net: How To Enable Multiple RDP Sessions on Windows Server](https://tecadmin.net/how-to-enable-multiple-rdp-sessions-on-windows-server) [COMMUNITY-TOOL] [GUIDE] β€” System engineering guide detailing how to bypass the standard session limit constraints on Windows Server platforms by configuring Remote Desktop Services (RDS) policies. Explains licensing requirements, group policy objects (GPO), and host configurations to enable multi-user concurrent administrative operations within infrastructure-as-a-service (IaaS) instances. ## Container Orchestration (3) -### AKS Labs - -#### 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. -### Azure Kubernetes Service - -#### AKS Fleet Manager (1) - - - **(2025)** [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](http://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses on utilizing Azure Kubernetes Service (AKS) Fleet Manager to coordinate multi-cluster scaling for modern AI and data-heavy services. It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes. -#### Well-Architected Framework (1) - - - **(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. ### Operating Systems #### Azure Linux @@ -986,19 +920,6 @@ ##### Collection Design - **(2021)** [systemcenterdudes.com: Create Operational SCCM Collection Using Powershell Script](https://www.systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script) [POWERSHELL CONTENT] [COMMUNITY-TOOL] β€” Detailed implementation script used to generate 134 structured collection records within MECM/SCCM databases, facilitating structured enterprise application delivery. -## 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. -#### Landing Zones (2) - - - **(2025)** [==Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization==](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate continuous cost governance. -#### Serverless - - - **(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. ## Governance and Management ### API Deprecations @@ -1020,10 +941,9 @@ #### Kubernetes Compliance - **(2021)** [techcommunity.microsoft.com: Azure Policy for Kubernetes releases support for custom policy](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-policy-for-kubernetes-releases-support-for-custom-policy/2699466) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Technical deep dive into Azure Policy integration with AKS, highlighting the support for custom policy definitions via OPA Gatekeeper. Enables platform engineers to build and enforce hyper-customized constraints on pods, network namespaces, and registry origins inside Kubernetes clusters. -#### Landing Zones (3) +#### Landing Zones (2) - **(2024)** [==github.com/Azure/Enterprise-Scale: ALZ AMA Update==](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) ⭐ 1942 [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Crucial update tracker for the Azure Landing Zones (ALZ) Enterprise-Scale repository. Outlines migration frameworks and monitoring recommendations as the platform deprecates legacy Log Analytics agents in favor of Azure Monitor Agent (AMA). A vital reference for maintaining compliant enterprise monitoring architecture. - - **(2023)** [Azure Cloud Adoption Framework: Platform Landing Zone Implementation Options](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/landing-zone/implementation-options) [COMMUNITY-TOOL] [GUIDE] β€” Microsoft's Cloud Adoption Framework (CAF) roadmap evaluating landing zone platform deployment options. Evaluates differences between Portal, Bicep, and Terraform implementations, outlining trade-offs in velocity, maintenance overhead, and custom extensibility. #### Resource Metadata - **(2024)** [build5nines.com: Why do Azure Resource Groups have an Azure Region association?](https://build5nines.com/why-do-azure-resource-groups-have-an-azure-region-association) [COMMUNITY-TOOL] β€” Explains why Azure Resource Groups require regional associations despite holding globally distributed resources. Focuses on metadata retention policies, high-availability architecture of the resource manager control plane, and localized compliance/residency constraints. @@ -1214,14 +1134,6 @@ #### 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. -### 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. - - **(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 Platform ### Tenant Governance (1) @@ -1260,7 +1172,7 @@ ##### 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 (4) +### Governance (3) #### Enterprise Policy as Code @@ -1342,11 +1254,6 @@ - **(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) -### AI Integration - -#### 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. ### ARM Templates #### Template Specs @@ -1360,41 +1267,14 @@ #### Developer Tools (1) - **(2024)** [techcommunity.microsoft.com: Infra in Azure for Developers - The What](https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-what/4026102) [NONE CONTENT] [COMMUNITY-TOOL] β€” A developer-centric guide covering core Azure infrastructure concepts such as virtual networks, subnets, computing runtimes, and managed services. Designed to close the gap between software development and platform engineering, it helps developers build cloud-native applications with a solid understanding of the underlying topology. -### Landing Zones (4) +### Terraform -#### Accelerators - - - **(2026)** [Azure Landing Zone IaC Accelerator Release Notes](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” The official release ledger tracking enhancements, bug fixes, and feature updates for the Azure Landing Zones IaC Accelerator. Essential for platform engineering teams to maintain up-to-date, compliant architectures using official Terraform or Bicep modules. It keeps organizations informed on modern security baseline integrations and multi-tenant tooling enhancements. - - **(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) [BICEP CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” GA announcement of the official Bicep and Terraform accelerators designed for deploying Azure Landing Zones (ALZ). These accelerators provide enterprise developers with template-driven deployment mechanisms for core platform hubs and spokes, reducing manual deployment errors and accelerating migration timelines. -#### Azure Verified Modules (1) - - - **(2026)** [Enterprise-Scale Azure Subscription Vending Using Azure Verified Modules (AVM)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/enterprise%e2%80%91scale-azure-subscription-vending-using-azure-verified-modules-avm/4507751) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Demonstrates enterprise subscription vending architectures powered by Azure Verified Modules (AVM). This automated design leverages Terraform and Bicep to standardize resource organization, virtual network integration, and governance controls. Architects use subscription vending to scale and provision environments reliably in multi-tenant frameworks. -### Terraform (1) - -#### Azure Verified Modules (2) - - - **(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) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details the general availability of Terraform-based Azure Verified Modules (AVM) for constructing platform landing zones. These modules offer verified, highly robust IaC templates that align with Microsoft's official structural guidelines. This release significantly reduces the development overhead required to build enterprise platform hubs. -#### 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. -#### Export Utility - - - **(2025)** [Export Terraform Code from the Azure Portal](https://mattias.engineer/blog/2025/azure-portal-export-terraform) [NONE CONTENT] [LEGACY] β€” A practical exploration of the Azure Portal's feature for exporting active cloud resource configurations directly into functional HashiCorp Terraform modules. Decreases setup friction for legacy system migrations. -#### Landing Zones (5) +#### Landing Zones (3) - **(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) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Discusses the implementation of custom landing zone archetypes within the Terraform ALZ module framework. This approach allows enterprise architects to define bespoke governance and policy models that can be systematically replicated. It provides deep technical insight into extending default ALZ templates to meet complex, non-standard organizational requirements. -#### Official Integration - - - **(2025)** [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Official announcement detailing native preview features to export existing Azure assets into declarative Terraform code blocks directly inside the portal interface. Eliminates reliance on custom parsing tools. - - **(2025)** [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [NONE CONTENT] [DOCUMENTATION] [LEGACY] β€” Secondary portal-integration documentation describing technical setups for exporting active resource configurations. Focuses on producing clean, modular Terraform files from complex legacy environments. -### Terraform Modules - -#### IPAM - - - **(2025)** [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Specialized Terraform registry module designed to automate IP Address Management (IPAM) inside multi-VNet architectures. Standardizes subnetworking allocations dynamically to prevent prefix overlapping. ### Terraform Providers -#### Azure IPAM (1) +#### Azure IPAM - **(2024)** [==Terraform Provider for Azure IPAM==](https://github.com/XtratusCloud/terraform-provider-azureipam) ⭐ 10 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Custom open-source Terraform provider built to automate cloud IP address allocation directly from centralized Azure IPAM solutions. Ensures smooth networking configuration inside containerized setups. ### Verification and AI @@ -1456,7 +1336,7 @@ #### Architecture Baselines - **(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 (1) +## Networking ### Infrastructure as Code (10) @@ -1523,7 +1403,7 @@ ### CICD Platforms -#### Azure DevOps (4) +#### Azure DevOps (2) - **(2022)** [thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines](https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines) [YAML CONTENT] [COMMUNITY-TOOL] β€” Detailed evaluation of configuring dynamic and conditional variable expressions within Azure DevOps YAML pipelines. By utilizing built-in pipeline expressions, developers can adjust variable values based on source branch, trigger conditions, or build parameters. This capability promotes DRY (Don't Repeat Yourself) practices and allows high levels of pipeline reuse across different environments. - **(2022)** [thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines](https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines) [YAML CONTENT] [COMMUNITY-TOOL] β€” Step-by-step automation guide showing how to programmatically publish comments back to Azure DevOps pull requests directly from active CI pipelines. Using the Azure DevOps REST API or CLI within pipeline stages, teams can auto-post code quality summaries, terraform plans, or security scanner findings. This approach shortens the feedback loop for developers and streamlines team review processes. @@ -1541,13 +1421,10 @@ #### 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 (2) +## Security (1) ### Identity and Access (3) -#### 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. #### OIDC Integration - **(2023)** [techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform](https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Technical guide on configuring Azure DevOps Workload Identity Federation with Terraform. Explains using OIDC to exchange short-lived federated credentials, eliminating the need to store long-lived cloud secret keys inside pipeline variables. @@ -1556,13 +1433,6 @@ #### Azure Firewall - **(2024)** [==github.com/nicolgit/azure-firewall-mon: az-firewall-mon==](https://github.com/nicolgit/azure-firewall-mon) ⭐ 91 [JAVASCRIPT CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic streams directly from Log Analytics, providing colorized output detailing connection actions (allow/deny) on live terminals. -### Secrets Management - -#### Cloud Integrations - -##### Azure (2) - - - **(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. ### Threat Hunting #### Active Directory (1) @@ -1676,5 +1546,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/caching.md b/v2-docs/caching.md index 160a7610..ef1c5936 100644 --- a/v2-docs/caching.md +++ b/v2-docs/caching.md @@ -9,9 +9,22 @@ #### General Reference - - [Red Hat Data Grid Overview](https://developers.redhat.com/products/red-hat-data-grid) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. - - [Red Hat Developer Blog. Tag: Varnish](https://developers.redhat.com/blog) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. + - [nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems](https://www.cyberciti.biz/open-source/http-web-performance-proxy-load-balancer-accelerator-software) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems in the Kubernetes Tools ecosystem. + - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone refcard: Java Caching in the Kubernetes Tools ecosystem. + - [Wikipedia: Web cache](https://en.wikipedia.org/wiki/Web_cache) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Web cache in the Kubernetes Tools ecosystem. + - [Wikipedia: Dynamic site acceleration](https://en.wikipedia.org/wiki/Dynamic_site_acceleration) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Dynamic site acceleration in the Kubernetes Tools ecosystem. - [Dzone: An Introduction to Caching: How and Why We Do It 🌟](https://dzone.com/articles/introducing-amp-assimilating-caching-quick-read-fo) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: An Introduction to Caching: How and Why We Do It 🌟 in the Kubernetes Tools ecosystem. + - [medium: Caching β€” System Design Concept 🌟](https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Caching β€” System Design Concept 🌟 in the Kubernetes Tools ecosystem. + - [medium: Microservices Distributed Caching](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices Distributed Caching in the Kubernetes Tools ecosystem. + - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud** in the Kubernetes Tools ecosystem. + - [medium.com/rtkal: Distributed Cache Design](https://medium.com/rtkal/distributed-cache-design-348cbe334df1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/rtkal: Distributed Cache Design in the Kubernetes Tools ecosystem. + - [Dzone: Getting Started with Infinispan](https://dzone.com/refcardz/getting-started-infinispan) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Getting Started with Infinispan in the Kubernetes Tools ecosystem. + - [Red Hat Data Grid Overview](https://developers.redhat.com/products/datagrid/overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Data Grid Overview in the Kubernetes Tools ecosystem. + - [Wikipedia: CDN Content Delivery Network](https://en.wikipedia.org/wiki/Content_delivery_network) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: CDN Content Delivery Network in the Kubernetes Tools ecosystem. + - [Red Hat Developer Blog. Tag: Varnish](https://developerblog.redhat.com/tag/varnish) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Developer Blog. Tag: Varnish in the Kubernetes Tools ecosystem. + - [medium: Scaling Millions of Geospatial Queries per minute using Redis](https://medium.com/groupon-eng/scaling-millions-of-geospatial-queries-per-minute-using-redis-7c05bcf6b4db) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Scaling Millions of Geospatial Queries per minute using Redis in the Kubernetes Tools ecosystem. + - [faun.pub: Redis High availability with Sentinel on Kubernetes(K8s)](https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d67842e0ce) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Redis High availability with Sentinel on Kubernetes(K8s) in the Kubernetes Tools ecosystem. + - [medium.com/lightricks-tech-blog: Step by Step Guide: How to create a Dynamic' Service Endpoint via K8S API](https://medium.com/lightricks-tech-blog/step-by-step-guide-how-to-create-a-dynamic-service-endpoint-via-k8s-api-1024309cb226) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/lightricks-tech-blog: Step by Step Guide: How to create a Dynamic' Service Endpoint via K8S API in the Kubernetes Tools ecosystem. ## Data and Caching ### CDN @@ -123,7 +136,6 @@ - **(2014)** [slideshare: How To Set Up SQL Load Balancing with HAProxy](http://www.slideshare.net/Severalnines/severalnines-ha-proxyjul20143) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A step-by-step instructional slide deck detailing the setup of robust database proxies. It explores load balancing techniques, health verification agents, and transaction limits for active SQL backends. #### HAProxy - - **(2025)** [HAProxy](http://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. - **(2015)** [slideshare: Haproxy web performance](http://www.slideshare.net/haproxytech/haproxy-web-performance-55536394) [COMMUNITY-TOOL] β€” Technical presentation slides focusing on HAProxy optimizations. It targets key configurations for decreasing response latency, including Keep-Alive tuning, memory buffers, and HTTP protocol compression. - **(2015)** [slideshare: Haproxy best practice](http://www.slideshare.net/haproxytech/haproxy-best-practice) [COMMUNITY-TOOL] β€” A collection of engineering best practices for building highly available HAProxy configurations. It covers multi-tenant rate limiting, connection pooling limits, SSL offloading patterns, and syslog configurations. ### Security @@ -140,5 +152,5 @@ - **(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) | [Istio](./istio.md) | [Kubernetes Networking](./kubernetes-networking.md) +πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) diff --git a/v2-docs/chaos-engineering.md b/v2-docs/chaos-engineering.md index 8b110b4c..e3284dc0 100644 --- a/v2-docs/chaos-engineering.md +++ b/v2-docs/chaos-engineering.md @@ -9,19 +9,19 @@ #### General Reference + - [medium.com/adidoescode: Chaos Engineering: How simulating adversity can' help build eCommerce Resilience](https://medium.com/adidoescode/chaos-engineering-how-simulating-adversity-can-help-build-ecommerce-resilience-4a799c8912dc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adidoescode: Chaos Engineering: How simulating adversity can' help build eCommerce Resilience in the Kubernetes Tools ecosystem. + - [faun.pub: What is Chaos Engineering?](https://faun.pub/what-is-chaos-engineering-a89b64db9af0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: What is Chaos Engineering? in the Kubernetes Tools ecosystem. - [reddit: Help with Kube Monkey setup](https://www.reddit.com/r/openshift/comments/e1j5qzrbac_for_container_access_to_destroy_other) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Help with Kube Monkey setup in the Kubernetes Tools ecosystem. + - [GitHub: monkey-ops, Openshift compliant, no cluster-admin required](https://github.comjoshmsmith/monkey-ops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitHub: monkey-ops, Openshift compliant, no cluster-admin required in the Kubernetes Tools ecosystem. + - [medium.com: Getting Started with Chaos Engineering](https://1829034.medium.com/getting-started-with-chaos-engineering-13e85a438d37) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Getting Started with Chaos Engineering in the Kubernetes Tools ecosystem. + - [medium.com/better-practices: Learn how your Kubernetes clusters respond' to failure using Gremlin and Grafana](https://medium.com/better-practices/chaos-d3ef238ec328) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/better-practices: Learn how your Kubernetes clusters respond' to failure using Gremlin and Grafana in the Kubernetes Tools ecosystem. + - [awstip.com: Kubernetes Chaos Monkey: A Scheduled Random Pod Deletion Python' Script for Testing Cluster Resilience](https://awstip.com/kubernetes-chaos-monkey-a-scheduled-random-pod-deletion-python-script-for-testing-cluster-6eac429554b2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Kubernetes Chaos Monkey: A Scheduled Random Pod Deletion Python' Script for Testing Cluster Resilience in the Kubernetes Tools ecosystem. + - [medium.com/@alex.ivenin: Chaos engineering in kubernetes](https://medium.com/@alex.ivenin/chaos-engineering-in-kubernetes-4de425132ba1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alex.ivenin: Chaos engineering in kubernetes in the Kubernetes Tools ecosystem. ## Curated Playbooks ### 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. -## Platform Engineering - -### 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. ## Resilience ### Chaos Engineering (1) @@ -29,7 +29,6 @@ #### Cloud Architecture - **(2021)** [aws.amazon.com: Verify the resilience of your workloads using Chaos Engineering](https://aws.amazon.com/blogs/architecture/verify-the-resilience-of-your-workloads-using-chaos-engineering) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An enterprise guide from AWS demonstrating resilience validation of distributed workloads using chaos principles. Maps failure injection patterns to the AWS Well-Architected Framework, emphasizing targeted, automated disruption sequences that verify high-availability topologies and recovery mechanisms. - - **(2021)** [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A technical walkthrough demonstrating how to orchestrate chaos experiments on Amazon EKS using AWS Fault Injection Simulator (FIS). Highlights configuring managed cluster actions to trigger node terminations, API failures, and container termination within isolated namespaces. - **(2021)** [aws.amazon.com: Chaos Engineering with LitmusChaos on Amazon EKS](https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-amazon-eks) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Provides an architectural blueprint for integrating LitmusChaos with Amazon EKS. Walks through installing custom resources, setting up experiment workflows for container and node disruptions, and verifying application resilience with AWS native CloudWatch metrics. - **(2021)** [Azure Chaos Studio](https://azure.microsoft.com/en-us/products/chaos-studio/#overview) [COMMUNITY-TOOL] β€” Provides an overview of Azure Chaos Studio, Microsoft's managed chaos orchestration platform. Explains how to configure fault injection pipelines against virtual machines, AKS clusters, and key-value stores directly inside the Azure portal. - **(2021)** [aws.amazon.com: Automating and Scaling Chaos Engineering using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/industries/automating-and-scaling-chaos-engineering-using-aws-fault-injection-simulator) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Details structural blueprints for scaling and automating chaos engineering across multiple accounts using AWS FIS. Illustrates how to integrate fault tests with CI/CD systems and automated event alarms to prevent unintended outages. @@ -82,5 +81,5 @@ - **(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) | [Developerportals](./developerportals.md) | [QA](./qa.md) +πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) diff --git a/v2-docs/chatgpt.md b/v2-docs/chatgpt.md index f8a1ea3e..10372db3 100644 --- a/v2-docs/chatgpt.md +++ b/v2-docs/chatgpt.md @@ -3,14 +3,6 @@ !!! 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 @@ -19,6 +11,13 @@ - [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. + - [medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift](https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-openshift-15051bc95535) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: ChatGPT and Software Architecture](https://betterprogramming.pub/chatgpt-and-software-architecture-308b6e0cc25a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: ChatGPT and Software Architecture in the Kubernetes Tools ecosystem. + - [abcabhishek.substack.com: ChatGPT for generating SQL as a Data Engineer's' assistant](https://abcabhishek.substack.com/p/chatgpt-for-generating-sql-as-a-data) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abcabhishek.substack.com: ChatGPT for generating SQL as a Data Engineer's' assistant in the Kubernetes Tools ecosystem. + - [techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023](https://www.techrepublic.com/article/chatgpt-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023 in the Kubernetes Tools ecosystem. + - [businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral](https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral in the Kubernetes Tools ecosystem. + - [christianmartinezfinancialfox.medium.com: How to use ChatGPT to improve' your Microsft Excel skills?](https://christianmartinezfinancialfox.medium.com/how-to-use-chatgpt-to-improve-your-microsft-excel-skills-41817b6465df) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering christianmartinezfinancialfox.medium.com: How to use ChatGPT to improve' your Microsft Excel skills? in the Kubernetes Tools ecosystem. + - [TableauGPT β€” The Ultimate Guide on how to utilize its full potential in Finance](https://christianmartinezfinancialfox.medium.com/tableaugpt-the-ultimate-guide-on-how-to-utilize-its-full-potential-445939e3833d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering TableauGPT β€” The Ultimate Guide on how to utilize its full potential in Finance in the Kubernetes Tools ecosystem. ## Artificial Intelligence ### Deep Learning @@ -30,7 +29,7 @@ ### 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). ## Cloud Native Infrastructure @@ -44,18 +43,11 @@ #### AIOps Diagnostics - - [itnext.io: K8sGPT + LocalAI: Unlock Kubernetes superpowers for free!](https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) [ADVANCED LEVEL] [ENTERPRISE-STABLE] [GUIDE] β€” In-depth guide configuring a fully offline AI diagnostics engine inside protected networks. Combines K8sGPT analytical tooling with LocalAI offline LLMs to safeguard internal data streams. - [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. + - [itnext.io: K8sGPT + LocalAI: Unlock Kubernetes superpowers for free!](https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) [ADVANCED LEVEL] [ENTERPRISE-STABLE] [GUIDE] β€” In-depth guide configuring a fully offline AI diagnostics engine inside protected networks. Combines K8sGPT analytical tooling with LocalAI offline LLMs to safeguard internal data streams. #### 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 @@ -89,28 +81,11 @@ - [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 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. -### Python - -#### Computer Science Foundations - - - **(2024)** [Think Python](https://allendowney.github.io/ThinkPython) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” An industry-standard manual detailing computer science foundations using Python. Progresses through data structures, algorithms, functional routines, and object-oriented modeling with highly verified, elegant coding conventions. -## 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) diff --git a/v2-docs/cheatsheets.md b/v2-docs/cheatsheets.md index 01efcd8e..ebb49804 100644 --- a/v2-docs/cheatsheets.md +++ b/v2-docs/cheatsheets.md @@ -23,11 +23,6 @@ #### Change Data Capture - **(2026)** [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet) [SHELL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An integration cheat sheet for configuring Debezium CDC within OpenShift pipelines. Curator Insight underscores real-time event streaming advantages. Live Grounding verifies Debezium's critical role in decoupling microservice databases without code changes. -### Kubernetes Operators - -#### 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. ## Automation ### Configuration Management @@ -39,6 +34,9 @@ ### 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](http://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. @@ -81,9 +79,6 @@ #### Glossary (1) - **(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. -#### Python Labs - - - **(2023)** [==github.com/ekramasif: Basic Machine Learning - Python Cheatsheet==](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) ⭐ 80 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An interactive Jupyter Notebook consolidating standard machine learning algorithms in Python. Details array configurations, basic Scikit-Learn validation tests, and pandas pipeline configurations. ### Notebook Environments #### JupyterLab @@ -183,8 +178,8 @@ | [gitexplorer.com: Git Command Explorer 🌟🌟](https://gitexplorer.com) | | Git | JavaScript | 🌟🌟🌟🌟 | | [freecodecamp.org: Git Cheat Sheet – 50 Git Commands You Should Know](https://www.freecodecamp.org/news/git-cheat-sheet) | | Git | English | 🌟🌟🌟🌟 | | [arslanbilal/git-cheat-sheet 🌟🌟🌟](https://github.com/arslanbilal/git-cheat-sheet) | | Git | Markdown | 🌟🌟🌟🌟 | - | [education.github.com: Git cheat sheet 🌟](https://education.github.com/git-cheat-sheet-education.pdf) | | Git | PDF | 🌟🌟🌟🌟 | | [github.github.com/training-kit: Git cheat sheet](https://training.github.com/downloads/github-git-cheat-sheet.pdf) | | Git | PDF | 🌟🌟🌟🌟 | + | [education.github.com: Git cheat sheet 🌟](https://education.github.com/git-cheat-sheet-education.pdf) | | Git | PDF | 🌟🌟🌟🌟 | | [rogerdudler.github.io: git - the simple guide 🌟](https://rogerdudler.github.io/git-guide) | | Git | HTML | 🌟🌟🌟🌟 | | [intellipaat.com: GIT Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet) | | Git | English | 🌟🌟🌟 | | [git-tower.com: Git cheat sheet](https://www.git-tower.com/blog/git-cheat-sheet) | | Git | English | 🌟🌟🌟 | @@ -194,16 +189,16 @@ - **(2025)** [**gitexplorer.com: Git Command Explorer 🌟🌟**](https://gitexplorer.com) [JAVASCRIPT CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: A highly dynamic conversational UI helper for constructing complex Git CLI command combinations. Live Grounding: Bridges the knowledge gap for operations teams by translating intuitive search intents (e.g., 'revert last commit') into precise syntax structures with explanatory annotations. - **(2025)** [**freecodecamp.org: Git Cheat Sheet – 50 Git Commands You Should Know**](https://www.freecodecamp.org/news/git-cheat-sheet) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: High-quality, deep-dive freeCodeCamp tutorial outlining 50 essential Git actions. Live Grounding: Explores the core functional theory behind Git commit hash references, detailing branch merge strategies, commit reverts, and interactive squash strategies. - **(2025)** [**arslanbilal/git-cheat-sheet 🌟🌟🌟**](https://github.com/arslanbilal/git-cheat-sheet) [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight: Highly starred open-source repository containing translated Git references. Live Grounding: Facilitates localized, multilingual engineering onboarding, providing consistent global team standards for branch structures, conflict resolutions, and configuration setups. - - **(2024)** [**education.github.com: Git cheat sheet 🌟**](https://education.github.com/git-cheat-sheet-education.pdf) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: GitHub Education's visual command reference designed for students and junior developers. Live Grounding: Tailored for fast scanning during lab sessions, this resource covers simple stage-commit-push cycles alongside basic remote configurations. - **(2024)** [**github.github.com/training-kit: Git cheat sheet**](https://training.github.com/downloads/github-git-cheat-sheet.pdf) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: Official GitHub training PDF mapping standard CLI commands for branch lifecycle and local repository synchronization. Live Grounding: Retains great instructional value for building reliable local-to-remote pipelines and securing git commits with GPG signing. + - **(2024)** [**education.github.com: Git cheat sheet 🌟**](https://education.github.com/git-cheat-sheet-education.pdf) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: GitHub Education's visual command reference designed for students and junior developers. Live Grounding: Tailored for fast scanning during lab sessions, this resource covers simple stage-commit-push cycles alongside basic remote configurations. - **(2023)** [**rogerdudler.github.io: git - the simple guide 🌟**](https://rogerdudler.github.io/git-guide) [HTML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight: A famously minimalistic, highly approachable guide for Git absolute beginners. Live Grounding: Excellent onboarding material focusing exclusively on basic operations (init, add, commit, push), stripping away internal storage complexities to prevent beginner cognitive overload. - **(2025)** [intellipaat.com: GIT Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/git-cheat-sheet) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: DevOps-centric Git reference outlining the tool's integration role in continuous integration pipelines. Live Grounding: Links Git hooks directly to automated testing and pre-commit framework compliance, validating source control configurations. - **(2024)** [git-tower.com: Git cheat sheet](https://www.git-tower.com/blog/git-cheat-sheet) 🌟🌟🌟 [LEGACY] β€” Curator Insight: Designed by Tower developers, this reference targets common merge conflict resolution workflows and advanced branch tracking. Live Grounding: Useful for clarifying command flags like git checkout --ours vs --theirs, especially when refactoring legacy codebases. - **(2024)** [geeksforgeeks.org: Essential Git Commands 🌟](https://www.geeksforgeeks.org/git/essential-git-commands) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Systematic review of fundamental Git architecture and commands from GeeksforGeeks. Live Grounding: Provides academic-level clarity on internal DAG structures, tracking vs non-tracking branches, and basic merge conflict mechanics. + - **(2024)** [joshnh/Git-Commands 🌟](https://github.com/joshnh/Git-Commands/blob/master/README.md) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A curated, text-based catalog of advanced Git parameters and commands hosted directly on GitHub. Live Grounding: Primarily targets automation workflows and repository maintenance, offering rapid copy-paste commands to clean dead branches or verify history integrity. - **(2024)** [dev.to: Git Commands Cheatsheet: Advanced (20+ Git Commands Advanced )](https://dev.to/aashiya123/git-commands-cheatsheet-advanced-20-git-commands-advanced--35i3) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Advanced digest targeting complex tasks like history modification, interactive rebases, and stash pop operations. Live Grounding: Essential for developers working inside highly active, multi-contributor master branches who need to cleanly integrate patches with minimum noise. - **(2024)** [dev.to: Git Cheat Sheet πŸ“„ (50 commands + Free PDF and poster)](https://dev.to/doabledanny/git-cheat-sheet-50-commands-free-pdf-and-poster-4gcn) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Comprehensive visual compilation of 50 commands accompanied by a custom poster and PDF download. Live Grounding: Highly effective for team offices to keep a standardized visual command map within sight, standardizing commit patterns across the engineering group. - **(2024)** [dev.to: 20 Git Commands That Will Make You a Version Control Pro](https://dev.to/devland/20-git-commands-that-will-make-you-a-version-control-pro-149p) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A practical guide introducing commands to establish master-level version control workflows. Live Grounding: Explores advanced command options including git cherry-pick, patch extraction, and custom formatting parameters for git log to accelerate release auditing. - - **(2024)** [joshnh/Git-Commands 🌟](https://github.com/joshnh/Git-Commands/blob/master/README.md) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A curated, text-based catalog of advanced Git parameters and commands hosted directly on GitHub. Live Grounding: Primarily targets automation workflows and repository maintenance, offering rapid copy-paste commands to clean dead branches or verify history integrity. - **(2023)** [dev.to: Git & Github Cheatsheet 🌟](https://dev.to/zinox9/git-github-cheatsheet-22ok) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: A practical, daily-use cheat sheet grouping Git and GitHub actions into actionable categories. Live Grounding: Highly recommended for quick reference during common workflow disruptions; covers git remote synchronization, basic branch hygiene, and authentication steps using personal access tokens (PATs). - **(2023)** [rogerdudler.github.io: git cheat sheet pdf](https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf) [PDF CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Printable PDF version of Roger Dudler's minimalist Git guide. Live Grounding: High utility as a physical desk reference for engineers migrating from SVN or TFVC, focusing purely on high-frequency CLI operations. - **(2023)** [towardsdatascience.com: 18 Git Commands I Learned During My First Year as a Software Developer](https://towardsdatascience.com/git-commands-cheat-sheet-software-developer-54f6aedc1c46) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight: Experiential digest detailing high-value commands discovered in a real-world enterprise software setting. Live Grounding: Focuses heavily on Git operations that rescue broken states, such as cherry-picking, interactive rebasing, reflog, and bisecting bugs. @@ -319,7 +314,7 @@ - **(2023)** [developers.redhat.com: Advanced Linux commands cheat sheet for developers](https://developers.redhat.com/cheat-sheets/advanced-linux-commands) [BASH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” An intensive guide addressing advanced Linux system diagnostic and telemetry commands (e.g., lsof, strace, ss, ip). It equips systems engineers to quickly troubleshoot process bottlenecks, kernel states, and network connections. ### Messaging Systems -#### Kubernetes Operators (1) +#### Kubernetes Operators - **(2023)** [blog.jromanmartin.io: ActiveMQ, Kafka, Strimzi and CodeReady Containers](https://blog.jromanmartin.io/cheat-sheets) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An architecture-focused blog explaining how to coordinate Apache ActiveMQ, Kafka, Strimzi operators, and CodeReady Containers in Kubernetes environments. It provides real-world patterns for building resilient, event-driven microservices. ### Networking @@ -364,16 +359,63 @@ ### General Reference - - [Red Hat Developer cheat sheets 🌟](https://developers.redhat.com/cheat-sheets) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. - - [developers.redhat.com: Intermediate Linux Cheat Sheet](https://developers.redhat.com/cheat-sheets/intermediate-linux-commands-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. - - [Red Hat Developer eBooks 🌟](https://developers.redhat.com/e-books) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. + - [tutorialsdojo.com: AWS Cheat Sheets 🌟](https://tutorialsdojo.com/aws-cheat-sheets) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tutorialsdojo.com in the Kubernetes Tools ecosystem. + - [mastertheboss.com: OpenShift Cheat Sheet](http://www.mastertheboss.com/soa-cloud/openshift/openshift-cheatsheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem. + - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Getting Started With OpenShift 🌟 in the Kubernetes Tools ecosystem. + - [Red Hat Developer cheat sheets 🌟](https://developers.redhat.com/cheatsheets) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Developer cheat sheets 🌟 in the Kubernetes Tools ecosystem. + - [medium: The DevOps Cheat Sheet](https://medium.com/dataseries/the-devops-cheat-sheet-3177d6cf361c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The DevOps Cheat Sheet in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Intermediate Linux Cheat Sheet](https://developers.redhat.com/cheat-sheets/intermediate-linux-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Intermediate Linux Cheat Sheet in the Kubernetes Tools ecosystem. + - [bash.cyberciti.biz: Man command](https://bash.cyberciti.biz/guide/Man_command) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bash.cyberciti.biz: Man command in the Kubernetes Tools ecosystem. + - [wikipedia: Google Search](https://en.wikipedia.org/wiki/Google_Search) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Google Search in the Kubernetes Tools ecosystem. + - [cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones](https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones in the Kubernetes Tools ecosystem. + - [Red Hat Developer eBooks 🌟](https://developers.redhat.com/ebooks) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Developer eBooks 🌟 in the Kubernetes Tools ecosystem. + - [k8sref.io](https://www.k8sref.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering k8sref.io in the Kubernetes Tools ecosystem. + - [manifests.io 🌟](https://manifests.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==manifests.io== 🌟 in the Kubernetes Tools ecosystem. + - [linuxacademy](https://linuxacademy.com/blog/containers/kubernetes-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxacademy in the Kubernetes Tools ecosystem. - [dzone: kubectl commands cheat sheet](https://dzone.com/articles/kubectl-commands-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: kubectl commands cheat sheet in the Kubernetes Tools ecosystem. + - [cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet 🌟](https://cheatsheet.dennyzhang.com/cheatsheet-kubernetes-a4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cheatsheet.dennyzhang.com: kubectl kubernetes free cheat sheet 🌟 in the Kubernetes Tools ecosystem. + - [medium: Awesome Kubernetes Command-Line Hacks](https://medium.com/better-programming/awesome-kubernetes-command-line-hacks-8bd3604e394f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Awesome Kubernetes Command-Line Hacks in the Kubernetes Tools ecosystem. + - [akhilsharma.work: kubectl Get Resource - Short Names](https://akhilsharma.work/kubectl-get-resource-short-names) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akhilsharma.work: kubectl Get Resource - Short Names in the Kubernetes Tools ecosystem. + - [blog.mimacom.com: Kubernetes Cheat Sheet](https://blog.mimacom.com/kubernetes-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com: Kubernetes Cheat Sheet in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Awesome Kubernetes Command-Line Hacks](https://betterprogramming.pub/awesome-kubernetes-command-line-hacks-8bd3604e394f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Awesome Kubernetes Command-Line Hacks in the Kubernetes Tools ecosystem. + - [ithands-on.com: Kubernetes 101 : kubectl - communication with pods and containers' / running commands inside pods and containers](https://www.ithands-on.com/2021/05/kubernetes-101-kubectl-communication.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : kubectl - communication with pods and containers' / running commands inside pods and containers in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Kubectl Commands All Beginners Must Know](https://betterprogramming.pub/kubectl-commands-all-beginners-must-know-e504349fcec9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Kubectl Commands All Beginners Must Know in the Kubernetes Tools ecosystem. + - [medium.com/@devopsfolks8546: Kubectl Commands Cheat Sheet. List Of Kubernetes' Most Useful Commands](https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devopsfolks8546: Kubectl Commands Cheat Sheet. List Of Kubernetes' Most Useful Commands in the Kubernetes Tools ecosystem. + - [faun.pub: Kubernetes Commands for Deployment and Management](https://faun.pub/kubernetes-commands-for-deployment-and-management-e10a74c95015) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Commands for Deployment and Management in the Kubernetes Tools ecosystem. + - [abhirajdevops.hashnode.dev: A Cheat Sheet of Essential Commands for Managing' and Debugging Your Kubernetes Cluster's Networking](https://abhirajdevops.hashnode.dev/a-cheat-sheet-of-essential-commands-for-managing-and-debugging-your-kubernetes-clusters-networking) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abhirajdevops.hashnode.dev: A Cheat Sheet of Essential Commands for Managing' and Debugging Your Kubernetes Cluster's Networking in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Containers Cheat Sheet](https://developers.redhat.com/promotions/docker-cheatsheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Containers Cheat Sheet in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: A Beginners’ Cheat Sheet for Docker | Arjav Dave](https://betterprogramming.pub/a-beginners-cheat-sheet-for-docker-f5024fd6c17f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: A Beginners’ Cheat Sheet for Docker | Arjav Dave in the Kubernetes Tools ecosystem. + - [codingfriend.medium.com: Docker Swarm Cheatsheet (2017)](https://codingfriend.medium.com/docker-swarm-cheatsheet-22665e3278b1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering codingfriend.medium.com: Docker Swarm Cheatsheet (2017) in the Kubernetes Tools ecosystem. - [zeroturnaround.com: Git cheat sheet 🌟](https://www.jrebel.com/blog/git-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zeroturnaround.com: Git cheat sheet 🌟 in the Kubernetes Tools ecosystem. + - [The awesome git cheat sheet](https://the-awesome-git-cheat-sheet.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The awesome git cheat sheet in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Git cheat sheet](https://developers.redhat.com/cheat-sheetsgit) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Git cheat sheet in the Kubernetes Tools ecosystem. + - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: refcard - getting started with git in the Kubernetes Tools ecosystem. - [dzone: Top 35 Git Commands With Examples 🌟](https://dzone.com/articles/top-35-git-commands-with-examples-and-bonus) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top 35 Git Commands With Examples 🌟 in the Kubernetes Tools ecosystem. + - [enlear.academy: 20 Git Commands Every Developer Should Know](https://enlear.academy/26-git-command-i-use-all-the-time-cheatsheet-6c5682ded2af) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enlear.academy: 20 Git Commands Every Developer Should Know in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: 8 Advanced Git Commands Universities Won’t Teach' You](https://betterprogramming.pub/8-advanced-git-commands-university-wont-teach-you-fe63b483d34b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 8 Advanced Git Commands Universities Won’t Teach' You in the Kubernetes Tools ecosystem. + - [Ansible Roles Explained | Cheat Sheet](https://linuxacademy.com/blog/red-hat/ansible-roles-explained) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Ansible Roles Explained | Cheat Sheet in the Kubernetes Tools ecosystem. - [dzone: Terraform Cheat Sheet](https://dzone.com/articles/terraform-cli-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Terraform Cheat Sheet in the Kubernetes Tools ecosystem. + - [thedevopsblog.co.uk: Terraform Cheat Sheet](https://thedevopsblog.co.uk/terraform-cli-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedevopsblog.co.uk: Terraform Cheat Sheet in the Kubernetes Tools ecosystem. + - [hashicorp.com: Using Template Files with HashiCorp Packer](https://www.hashicorp.com/blog/using-template-files-with-hashicorp-packer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Using Template Files with HashiCorp Packer in the Kubernetes Tools ecosystem. + - [praveendandu24.medium.com: Mastering Terraform: Top 20 Essential Commands' with Examples for Beginners](https://praveendandu24.medium.com/mastering-terraform-top-20-essential-commands-with-examples-for-beginners-1029852b419) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Mastering Terraform: Top 20 Essential Commands' with Examples for Beginners in the Kubernetes Tools ecosystem. + - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux ip Command Examples in the Kubernetes Tools ecosystem. + - [ssh cheat sheet](https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ssh cheat sheet in the Kubernetes Tools ecosystem. + - [openshift.tips](https://openshift.tips) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openshift.tips in the Kubernetes Tools ecosystem. + - [faun.pub: Helm Command Cheat Sheet | By M. Sharma](https://faun.pub/helm-command-cheat-sheet-by-m-sharma-488706ecf131) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Helm Command Cheat Sheet | By M. Sharma in the Kubernetes Tools ecosystem. - [jrebel.com/blog/maven-cheat-sheet](https://www.jrebel.com/blog/maven-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jrebel.com/blog/maven-cheat-sheet in the Kubernetes Tools ecosystem. + - [medium 1](https://medium.com/@TimvanBaarsen/maven-cheat-sheet-45942d8c0b86) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium 1 in the Kubernetes Tools ecosystem. + - [polyglotdeveloper.com: Gradle Cheat Sheet](https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering polyglotdeveloper.com: Gradle Cheat Sheet in the Kubernetes Tools ecosystem. + - [mingliang.me: Gradle Cheat Sheet](https://mingliang.me/blog/gradle-cheatsheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mingliang.me: Gradle Cheat Sheet in the Kubernetes Tools ecosystem. + - [medium: Jenkins Cheat Sheet](https://medium.com/edureka/jenkins-cheat-sheet-e0f7e25558a3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jenkins Cheat Sheet in the Kubernetes Tools ecosystem. + - [balajisblog.com: Cheatsheet for Bitbucket Pipelines](https://balajisblog.com/cheatsheet-for-bitbucket-pipelines) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering balajisblog.com: Cheatsheet for Bitbucket Pipelines in the Kubernetes Tools ecosystem. + - [Dzone Refcard: Getting Started with Apache JMeter](https://dzone.com/refcardz/getting-started-with-apache-jmeter?chapter=1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone Refcard: Getting Started with Apache JMeter in the Kubernetes Tools ecosystem. - [Groovy Templates Cheat Sheet for JMeter](https://dzone.com/articles/the-groovy-templates-cheat-sheet-for-jmeter) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Groovy Templates Cheat Sheet for JMeter in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: 15 Kafka CLI Commands For Everyday Programming](https://betterprogramming.pub/kafka-cli-commands-1a135a4ae1bd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 15 Kafka CLI Commands For Everyday Programming in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: NestJS: Microservices with gRPC, API Gateway,' and Authentication β€” Part 1/2](https://levelup.gitconnected.com/nestjs-microservices-with-grpc-api-gateway-and-authentication-part-1-2-650009c03686) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: NestJS: Microservices with gRPC, API Gateway,' and Authentication β€” Part 1/2 in the Kubernetes Tools ecosystem. - [sqltutorial.org: SQL Cheat Sheet](https://www.sqltutorial.org/sql-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sqltutorial.org: SQL Cheat Sheet in the Kubernetes Tools ecosystem. + - [python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair](https://python.plainenglish.io/ultimate-python-cheat-sheet-f2930e08669c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair in the Kubernetes Tools ecosystem. + - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering simplecheatsheet.com/tag/golang-cheat-sheet in the Kubernetes Tools ecosystem. + - [dzone: Scrum refcard](https://dzone.com/refcardz/scrum) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Scrum refcard in the Kubernetes Tools ecosystem. ## Networking (1) ### Reference @@ -453,11 +495,11 @@ - **(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. + - **(2026)** [github.com: Openshift cheat sheet 1](https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows. + - **(2026)** [gist.github.com: Openshift cheat sheet 2](https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A curated GitHub Gist focusing on route creations and project management inside OpenShift. Curator Insight points to easy execution structures. Live Grounding highlights how engineers bypass standard dashboard overhead with direct Gist terminal blocks. - **(2026)** [monodot.co.uk: openshift cheat sheet 4](https://monodot.co.uk/openshift-cheatsheet) [SHELL CONTENT] [LEGACY] β€” A personalized technical blog focusing on internal DNS and routing components of OpenShift. Curator Insight details its diagnostic usefulness during networking failures. Live Grounding records its legacy status during transition phases between platform generations. - **(2026)** [cookbook.openshift.org 🌟](https://cookbook.openshift.org) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” A primary community-driven cookbook for production OpenShift cluster engineers. Curator Insight praises its interactive operational guides. Live Grounding highlights how this resource coordinates successful cluster migrations and multitenant security architectures. - **(2026)** [cookbook.openshift.org: How do I import an image from an external image registry? 🌟](https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-an-image-from-an-external-image.html) [SHELL CONTENT] [ADVANCED LEVEL] [GUIDE] [COMMUNITY-TOOL] [GUIDE] β€” An in-depth guide regarding external OCI registry ingestion and ImageStreams mapping. Curator Insight emphasizes security-compliant tag tracking. Live Grounding outlines its vital importance for disconnected, air-gapped container mirroring. - - **(2026)** [github.com: Openshift cheat sheet 1](https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows. - - **(2026)** [gist.github.com: Openshift cheat sheet 2](https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e) [SHELL CONTENT] [COMMUNITY-TOOL] β€” A curated GitHub Gist focusing on route creations and project management inside OpenShift. Curator Insight points to easy execution structures. Live Grounding highlights how engineers bypass standard dashboard overhead with direct Gist terminal blocks. ### Package Management (1) #### Helm @@ -533,16 +575,15 @@ #### Jenkins + - **(2026)** [gist.github.com/michaellihs (jenkins pipeline)](https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” A highly functional GitHub Gist detailing declarative Jenkins pipeline syntaxes. Curator Insight focuses on automated container testing pipelines. Live Grounding proves declarative Groovy remains a massive infrastructure codebase across corporate IT. - **(2026)** [edureka.co: Jenkins Cheat Sheet 🌟](https://www.edureka.co/blog/cheatsheets/jenkins-cheat-sheet) [COMMUNITY-TOOL] β€” A high-visibility visual cheat sheet detailing Jenkins pipeline controls and interface tools. Curator Insight highlights its training value. Live Grounding shows its massive footprint across corporate Devops onboarding curricula. - **(2026)** [cheatography.com: Jenkins Cheat Sheet](https://cheatography.com/funthomas424242/cheat-sheets/jenkins) [COMMUNITY-TOOL] β€” A single-page cheat sheet targeting Jenkins UI environment variables and configurations. Curator Insight points out the speed of lookups. Live Grounding shows its applicability during rapid debugging in active production builds. - **(2026)** [intellipaat.com: Jenkins Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/jenkins-cheat-sheet) [LEGACY] β€” An in-depth training reference detailing Jenkins installation, master-agent architecture, and security rules. Curator Insight notes its structural value. Live Grounding confirms its role in stabilizing legacy CI infrastructure setups. - - **(2026)** [gist.github.com/michaellihs (jenkins pipeline)](https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6) [GROOVY CONTENT] [COMMUNITY-TOOL] β€” A highly functional GitHub Gist detailing declarative Jenkins pipeline syntaxes. Curator Insight focuses on automated container testing pipelines. Live Grounding proves declarative Groovy remains a massive infrastructure codebase across corporate IT. ### Documentation Tools (1) #### Markdown - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) ⭐ 60214 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for formatting across modern source code platforms. - - **(2026)** [markdownguide.org](https://www.markdownguide.org) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” The definitive platform-neutral guide to standard and extended Markdown syntax. Curator Insight praises its simplicity. Live Grounding proves its continued necessity as the absolute standard for project readme documentation. - **(2026)** [freecodecamp.org: Markdown Cheat Sheet – How to Write in Markdown with Examples](https://www.freecodecamp.org/news/markdown-cheat-sheet) [MARKDOWN CONTENT] [GUIDE] [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 (1) @@ -676,5 +717,5 @@ - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Other Awesome Lists](./other-awesome-lists.md) diff --git a/v2-docs/chef.md b/v2-docs/chef.md index 4ae59835..3dafde23 100644 --- a/v2-docs/chef.md +++ b/v2-docs/chef.md @@ -15,5 +15,5 @@ - **(2024)** [learn.chef.io](https://www.chef.io/training/tutorials) [RUBY CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” The official learning platform for Chef. Features deep-dive, code-driven tutorials explaining how to programmatically manage enterprise nodes and infrastructure configurations across hybrid cloud environments. --- -πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md) diff --git a/v2-docs/cicd-kubernetes-plugins.md b/v2-docs/cicd-kubernetes-plugins.md index 7698f29b..ad16bda4 100644 --- a/v2-docs/cicd-kubernetes-plugins.md +++ b/v2-docs/cicd-kubernetes-plugins.md @@ -5,30 +5,11 @@ ## CICD -### Automation - -#### 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. ### GitOps #### 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. -### OpenShift - -#### CLI Tools - - - **(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 - - - **(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. ## Software Engineering ### Collaborative Platforms @@ -38,5 +19,5 @@ - **(2021)** [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases/#gitlab-kubernetes-agent-available-on-gitlabcom) [MARKDOWN CONTENT] [ADVANCED LEVEL] [GUIDE] [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. --- -πŸ’‘ **Explore Related:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) diff --git a/v2-docs/cicd.md b/v2-docs/cicd.md index 58cc929f..5341b60a 100644 --- a/v2-docs/cicd.md +++ b/v2-docs/cicd.md @@ -10,41 +10,49 @@ #### Developer Productivity - **(2024)** [GitBook Webinar: GitBook for Public Docs](https://www.youtube.com/watch?si=dWSDPD4eXvF3dx5r&v=gnYU0jtQbug&feature=youtu.be) [COMMUNITY-TOOL] β€” Webinar presentation highlighting standard configurations for establishing clear, highly readable public documentation using GitBook, emphasizing real-time integrations and Markdown-based code setups. -## AI Engineering - -### Agentic Frameworks - -#### 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. ## Architectural Foundations ### Kubernetes Tools #### General Reference + - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD in the Kubernetes Tools ecosystem. + - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Kubernetes Deployments with Helm Charts in the Kubernetes Tools ecosystem. + - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: DevOps in the Kubernetes Tools ecosystem. + - [Wikipedia.org: Continuous Integration](https://en.wikipedia.org/wiki/Continuous_integration) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Continuous Integration in the Kubernetes Tools ecosystem. + - [Wikipedia.org: Continuous Delivery](https://en.wikipedia.org/wiki/Continuous_delivery) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Continuous Delivery in the Kubernetes Tools ecosystem. + - [DZone: Continuous Integration: Servers and Tools](https://dzone.com/refcardz/continuous-integration-servers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Continuous Integration: Servers and Tools in the Kubernetes Tools ecosystem. + - [acloud.guru: How youtr org predicts your CI/CD pipeline](https://info.acloud.guru/resources/brazeal-how-your-org-predicts-your-ci/cd-pipeline) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering acloud.guru: How youtr org predicts your CI/CD pipeline in the Kubernetes Tools ecosystem. + - [Dzone refcard: Continuous Delivery - Patterns and Anti-Patterns in the Software' Lifecycle 🌟](https://dzone.com/refcardz/continuous-delivery-patterns) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Continuous Delivery - Patterns and Anti-Patterns in the Software' Lifecycle 🌟 in the Kubernetes Tools ecosystem. + - [ammeon.com: 5 Tips For Building A CI/CD Pipeline](https://www.ammeon.com/5-tips-for-building-ci-cd-pipeline) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ammeon.com: 5 Tips For Building A CI/CD Pipeline in the Kubernetes Tools ecosystem. + - [medium: What is CI/CD Pipeline in DevOps? 🌟🌟](https://medium.com/faun/what-is-ci-cd-pipeline-in-devops-6fba17a76e73) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What is CI/CD Pipeline in DevOps? 🌟🌟 in the Kubernetes Tools ecosystem. + - [medium: How to build an efficient CI/CD pipeline 🌟🌟](https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad567c8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to build an efficient CI/CD pipeline 🌟🌟 in the Kubernetes Tools ecosystem. + - [javi-kata.medium.com: CI/CD the journey of a dummy team 🌟](https://javi-kata.medium.com/ci-cd-the-journey-of-a-dummy-team-f51a061684bc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javi-kata.medium.com: CI/CD the journey of a dummy team 🌟 in the Kubernetes Tools ecosystem. + - [tripwire.com: Everything You Need to Know About CI/CD and Security](https://www.tripwire.com/state-of-security/devops/everything-need-to-know-about-ci-cd-security) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tripwire.com: Everything You Need to Know About CI/CD and Security 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. + - [blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense](https://blog.thundra.io/why-a-ci/cd-pipeline-makes-good-business-sense) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense 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. + - [medium: Automated Build and Deploy Pipelines for Kubernetes](https://medium.com/codezero-reflections/automated-build-and-deploy-pipelines-for-kubernetes-d268542cca52) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automated Build and Deploy Pipelines for Kubernetes in the Kubernetes Tools ecosystem. + - [medium: Next Generation Kubernetes Deployments](https://medium.com/codezero-reflections/next-generation-kubernetes-deployments-12637eae9d68) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Next Generation Kubernetes Deployments in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Basics of CI/CD](https://levelup.gitconnected.com/basics-of-ci-cd-a98340c60b04) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: Basics of CI/CD== in the Kubernetes Tools ecosystem. + - [techrepublic.com: CI/CD platforms: How to choose the right continuous integration' and delivery system for your business](https://www.techrepublic.com/article/how-to-choose-the-right-cicd-platform) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: CI/CD platforms: How to choose the right continuous integration' and delivery system for your business in the Kubernetes Tools ecosystem. + - [medium.com/softwareimprovementgroup: CI/CD best practices: How to set up' your pipeline](https://medium.com/softwareimprovementgroup/ci-cd-best-practices-how-to-set-up-your-pipeline-4643eea14bfa) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/softwareimprovementgroup: CI/CD best practices: How to set up' your pipeline in the Kubernetes Tools ecosystem. + - [medium.com/dynatrace-engineering: How to combine and automate infrastructure' and application deployment in a microservice environment](https://medium.com/dynatrace-engineering/how-to-combine-and-automate-infrastructure-and-application-deployment-in-a-microservice-environment-a16b664bb8b5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dynatrace-engineering: How to combine and automate infrastructure' and application deployment in a microservice environment in the Kubernetes Tools ecosystem. + - [medium.com/@rifkikarimr: Continuous Integration and Continuous Deployment:' Best Practices for DevOps 🌟](https://medium.com/@rifkikarimr/continuous-integration-and-continuous-deployment-best-practices-for-devops-b99eac071a5c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rifkikarimr: Continuous Integration and Continuous Deployment:' Best Practices for DevOps 🌟 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. + - [hart-michael.medium.com: Why You Need Continuous Deployment](https://hart-michael.medium.com/why-you-need-continuous-deployment-93d7b5936523) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hart-michael.medium.com: Why You Need Continuous Deployment 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. + - [betanews.com: Overcoming observability challenges in the CI/CD Pipeline](https://betanews.com/2022/01/26/overcoming-observability-challenges) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betanews.com: Overcoming observability challenges in the CI/CD Pipeline== in the Kubernetes Tools ecosystem. + - [medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager β€” part 2](https://medium.com/@denniszielke/continuous-kubernetes-blue-green-deployments-on-azure-using-nginx-appgateway-or-trafficmanager-4490bce29cb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager β€” part 2 in the Kubernetes Tools ecosystem. + - [gitconnected.com: Blue-Green with Canary Deployment β€” A Novel approach](https://levelup.gitconnected.com/blue-green-with-canary-deployment-a-novel-approach-2cee77ff564d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gitconnected.com: Blue-Green with Canary Deployment β€” A Novel approach in the Kubernetes Tools ecosystem. - [cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟](https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-canary-and-more) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟 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. + - [mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases](https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases in the Kubernetes Tools ecosystem. + - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Enterprise 2.0 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. -## Architecture - -### Patterns - -#### Twelve-Factor App - - - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide) [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. -## Architecture and Visualization - -### Interactive Diagramming - -#### AI Integration - - - **(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) [TYPESCRIPT CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Implements the Model Context Protocol (MCP) to dynamically generate and modify Draw.io structures directly via conversational AI interfaces. Seamlessly links large language models with visual blueprint execution, allowing real-time canvas updates and automated layout formatting based on conversational technical specs. + - [betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson](https://betterprogramming.pub/when-should-you-self-host-ci-tools-330fc38d2a6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson in the Kubernetes Tools ecosystem. ## CICD Pipeline ### GitHub Actions @@ -68,7 +76,7 @@ - **(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 -#### Architecture (1) +#### 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 @@ -102,15 +110,6 @@ #### Cloud Native (1) - **(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. -## Cloud Native (2) - -### 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 Delivery (1) ### CICD and Testing @@ -144,16 +143,9 @@ #### Developer Productivity (1) - **(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 - - - **(2025)** [PMEase QuickBuild](https://www.pmease.com) [JAVA CONTENT] [ADVANCED LEVEL] [LEGACY] β€” A powerful commercial build and configuration management tool geared towards large enterprises. Combines high-capacity agents, visual dependency chains, and precise audit trails for legacy and cloud-native workloads. #### 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. - **(2021)** [cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021](https://www.cloudbees.com/blog/cicd-tools-to-know-2021) [COMMUNITY-TOOL] β€” Historical retrospective outlining the landscape of CI/CD systems in 2021. Offers context on how delivery tools have transitioned from central-server models to modern cloud-native, GitOps-driven architectures. -#### Jenkins - - - **(2023)** [Back of the Napkin Guide to Updating Jenkins](https://www.jenkins.io/blog/2023/10/31/marc-s-napkin-upgrade-guide) [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. #### Kubernetes Native - **(2024)** [harness.io: Kubernetes CI/CD Best Practices](https://www.harness.io/blog/kubernetes-ci-cd-best-practices) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A professional guide detailing best practices for Kubernetes-native CI/CD. Emphasizes image tag immutability, secure namespace configuration, automated GitOps pull routines, secrets orchestration, and strict readiness validations. @@ -166,14 +158,10 @@ #### Resource Portals - **(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. -#### 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. ### Deployment Strategies (1) #### Blue-Green and Canary (1) - - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) [GUIDE] [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. - **(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 @@ -189,7 +177,6 @@ #### 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. - - **(2025)** [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh) [GO CONTENT] [COMMUNITY-TOOL] β€” A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. Canine simplifies native container deployments and configurations, reducing cognitive load and shortening inner-loop development iterations. ### Progressive Delivery #### Feature Flags @@ -242,9 +229,6 @@ #### 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. -#### 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. ### CICD #### Kubernetes Orchestration @@ -252,7 +236,7 @@ - **(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 (1) +#### Patterns - **(2020)** [continuousdelivery.com: Patterns 🌟](https://continuousdelivery.com/implementing/patterns) [ADVANCED LEVEL] [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” A seminal reference of continuous delivery patterns. Evaluates technical blueprints for automated schema updates, blue-green environments, canary verification loops, and clean decoupling of software builds from configurations. ### Continuous Integration @@ -272,14 +256,9 @@ - **(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 -#### AI Integration (1) +#### 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. -### Product Management - -#### Methodology (1) - - - **(2020)** [mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) [GUIDE] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Bridges the gap between technical release pipelines and business product management. Explains DevOps principles, release gating, and CD strategies to align cross-functional teams with deployment automation architectures. ## DevOps and CICD ### CICD Automation @@ -287,42 +266,18 @@ #### 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 (1) - -### AI-Assisted Coding - -#### Claude Code - - - **(2025)** [Claude Code in Action](https://anthropic.skilljar.com/claude-code-in-action) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An official hands-on tutorial and demonstration course by Anthropic showing the real-world utility of Claude Code. It covers basic terminal setups, interactive file refactoring, automated git commit orchestration, and contextual testing loops. Highly valuable for teams integrating terminal-based AI agents directly into daily engineering pipelines. -## FinOps and Cloud Cost - -### IaC FinOps - -#### Terraform Integration - - - **(2024)** [==InfraCost + Terraform PRs: Making Cost Awareness Effortless==](https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge?utm_source=share&utm_medium=member_android&utm_campaign=share_via) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Demonstrates how to integrate Infracost into GitHub Pull Requests to inspect infrastructure cost differences before deployment. Evaluates how shift-left practices can prevent unexpected spend increases by highlighting charges directly in developer workflows. -## 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. -## Infrastructure - -### Kubernetes Distributions - -#### Enterprise Distributions - - - **(2023)** [weave.works: Weave Kubernetes Platform](https://www.weave.works/) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The enterprise Kubernetes distribution offering from Weaveworks (WKP) built heavily around declarative GitOps concepts and Cluster API. Following Weaveworks' operational cessation in early 2024, WKP is no longer commercially active, but its patterns directly influenced modern multi-cluster management strategies. ## 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) #### 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. -#### 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. ### GitOps (2) #### Configuration Management @@ -335,7 +290,7 @@ #### UI Visualization - **(2024)** [==feat(ui): Add AppSet to Application Resource Tree in Argo CD==](https://github.com/argoproj/argo-cd/pull/26601) ⭐ 23128 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators. -## Methodology (2) +## Methodology (1) ### Culture @@ -348,18 +303,13 @@ - **(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) -### Developer Experience (2) +### Developer Experience #### Continuous Delivery (3) - **(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 Tools - -#### 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 #### GitHub Copilot @@ -372,18 +322,15 @@ - **(2019)** [developers.redhat.com: 10 tips for reviewing code you don't like](https://developers.redhat.com/blog/2019/07/08/10-tips-for-reviewing-code-you-dont-like) [COMMUNITY-TOOL] β€” Provides practical tips for reviewing code in challenging situations. Recommends focusing on objective structural designs, automating style checking, and maintaining clear communication to build strong team culture. ### SDLC -#### Methodology (3) +#### Methodology (2) - **(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 -#### 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. #### 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:** [Argo](./argo.md) | [Gitops](./gitops.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) diff --git a/v2-docs/cloud-arch-diagrams.md b/v2-docs/cloud-arch-diagrams.md index c1c50509..513cd658 100644 --- a/v2-docs/cloud-arch-diagrams.md +++ b/v2-docs/cloud-arch-diagrams.md @@ -76,9 +76,6 @@ #### GCP - **(2024)** [Google Cloud Architecture Icons](https://cloud.google.com/icons) [NONE CONTENT] [COMMUNITY-TOOL] β€” The standardized Google Cloud Platform graphical asset library and system diagram rules. Designed to assist cloud architects in drafting Google-recommended structures with consistent representations for compute, storage, data, and analytical pipelines. -#### Kubernetes - - - **(2023)** [==github.com/kubernetes: Kubernetes Icons Set==](https://github.com/kubernetes/community/tree/main/icons) ⭐ 12886 [NONE CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating highly precise architectural designs of cloud-native infrastructure. #### 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. @@ -94,11 +91,6 @@ - **(2020)** [==diagrams.mingrammer.com: Diagram as Code==](https://diagrams.mingrammer.com) [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An industry-standard open-source library that empowers architects to represent system architectures using pure Python code. By aligning with GitOps paradigms, diagrams are treated as software dependencies, allowing automated code-driven rendering and versioning across AWS, GCP, Azure, and Kubernetes ecosystems without manual editing tools. - **(2022)** [**github.com/awslabs/diagram-as-code 🌟**](https://github.com/awslabs/diagram-as-code) ⭐ 1519 [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An AWS Labs community experiment designed to showcase the power of programmatically rendering complex systems architecture. Helps engineers integrate documentation updates directly inside release workflows. -### Guides - -#### AWS (2) - - - **(2023)** [What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](https://www.pluralsight.com) [NONE CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive tutorial on Pluralsight outlining best-practice workflows for generating infrastructure diagrams. Provides structured advice on combining automated discovery with custom visual canvases. ### Interactive Diagramming #### Enterprise @@ -123,6 +115,9 @@ #### 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 @@ -152,7 +147,15 @@ #### 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. +## Kubernetes Tools + +### General Reference + + - [betterprogramming.pub: Solutions Architect Tips β€” The 5 Types of Architecture' Diagrams](https://betterprogramming.pub/solutions-architect-tips-the-5-types-of-architecture-diagrams-eb0c11996f9e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Solutions Architect Tips β€” The 5 Types of Architecture' Diagrams in the Kubernetes Tools ecosystem. + - [learningdaily.dev: Software architecture diagramming and patterns](https://learningdaily.dev/software-architecture-diagramming-and-patterns-7d38999e7a12) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learningdaily.dev: Software architecture diagramming and patterns in the Kubernetes Tools ecosystem. + - [alanblackmore.medium.com: AWS Diagram Architecture](https://alanblackmore.medium.com/aws-diagram-architecture-afb50ea569a4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==alanblackmore.medium.com: AWS Diagram Architecture== in the Kubernetes Tools ecosystem. + - [medium.com/contino-engineering: Data Pipeline Orchestration - Using Amazon' Managed Workflows for Apache Airflow (MWAA)](https://medium.com/contino-engineering/data-pipeline-orchestration-using-amazon-managed-workflows-for-apache-airflow-mwaa-60e5b213a0a7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/contino-engineering: Data Pipeline Orchestration - Using Amazon' Managed Workflows for Apache Airflow (MWAA) in the Kubernetes Tools ecosystem. --- -πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/cloud-asset-inventory.md b/v2-docs/cloud-asset-inventory.md index 7ed14a06..49ddbd54 100644 --- a/v2-docs/cloud-asset-inventory.md +++ b/v2-docs/cloud-asset-inventory.md @@ -11,11 +11,6 @@ - **(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. - **(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. -### Serverless Architecture - -#### Case Studies - - - **(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. ### Storage and Databases #### Distributed Block Storage @@ -30,5 +25,5 @@ - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/cloudflare.md b/v2-docs/cloudflare.md index 8d6396e2..80978d09 100644 --- a/v2-docs/cloudflare.md +++ b/v2-docs/cloudflare.md @@ -3,6 +3,13 @@ !!! info "Architectural Context" Detailed reference for Cloudflare Public Cloud in the context of Networking & Service Mesh. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [venturebeat.com: Cloudflare acquires Linc to automate web app deployment](https://venturebeat.com/2020/12/22/cloudflare-acquires-linc-to-automate-web-app-deployment) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Cloudflare acquires Linc to automate web app deployment in the Kubernetes Tools ecosystem. ## Cloud Infrastructure ### Edge Network @@ -33,5 +40,5 @@ - **(2026)** [Cloudflare workers (Serverless)](https://workers.cloudflare.com) [JAVASCRIPT/WEBASSEMBLY CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Cloudflare Workers is an advanced serverless architecture utilizing V8 engine isolates. It runs application code directly at global edge locations, yielding near-zero cold-start overhead. --- -πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Istio](./istio.md) | [Kubernetes Networking](./kubernetes-networking.md) +πŸ’‘ **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md) diff --git a/v2-docs/container-managers.md b/v2-docs/container-managers.md index 47f60639..510c58b9 100644 --- a/v2-docs/container-managers.md +++ b/v2-docs/container-managers.md @@ -17,6 +17,11 @@ #### General Reference - [Docker](https://www.docker.com/products/container-runtime) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker in the Kubernetes Tools ecosystem. + - [medium: Podman: Getting Started](https://medium.com/javarevisited/podman-getting-started-e7fc06961994) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Podman: Getting Started in the Kubernetes Tools ecosystem. + - [oldgitops.medium.com: Setting up Podman on WSL2 in Windows 10 🌟](https://oldgitops.medium.com/setting-up-podman-on-wsl2-in-windows-10-be2991c2d443) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering oldgitops.medium.com: Setting up Podman on WSL2 in Windows 10 🌟 in the Kubernetes Tools ecosystem. + - [medium.com: Exploring Docker alternative β€” Podman](https://medium.com/techbeatly/exploring-docker-alternative-podman-14674c990311) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Exploring Docker alternative β€” Podman in the Kubernetes Tools ecosystem. + - [medium.com/@raghavendraguttur: Podman Containers β€” Beginner’s Guide](https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e66f4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@raghavendraguttur: Podman Containers β€” Beginner’s Guide in the Kubernetes Tools ecosystem. + - [nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS](https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-macos-c750581a3fda) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS in the Kubernetes Tools ecosystem. ## Container Infrastructure ### Advanced Runtimes @@ -24,11 +29,6 @@ #### 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. -### CI-CD Pipelines - -#### 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. ### Container Engines #### Comparative Analysis @@ -180,7 +180,6 @@ - **(2018)** [==Libpod: Library and tool for running OCI-based containers in Pods==](https://github.com/containers/podman) ⭐ 31763 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The core engine library underlying Podman, enabling programmatic creation and lifecycle management of OCI-compliant containers and Pods. Libpod brings native Kubernetes-style multi-container 'Pod' groupings to local local environments without requiring a background orchestration API. - **(2021)** [youtube: Getting started with Podman](https://www.youtube.com/watch?v=Za36qHbrf3g) [NONE CONTENT] [COMMUNITY-TOOL] β€” A developer-oriented video walkthrough detailing installation, basic image handling, and container deployment using Podman. Explains core concepts of local rootless container security and basic networking models for developers transitioning from monolithic engine setups. - **(2020)** [podmain.io: Announcing Podman v2](https://podman.io/blogs/2020/06/29/podman-v2-announce.html) [NONE CONTENT] [COMMUNITY-TOOL] β€” The release announcement detailing Podman v2's updated architecture, notably the introduction of a new structured REST API. This release allows remote management of containers from macOS or Windows machines, bridging compatibility barriers to match modern hybrid-development requirements. - - **(2019)** [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users) [NONE CONTENT] [LEGACY] β€” A practical handbook for developers transitionining from legacy Docker tooling to the modern Podman/Buildah stack. It walks through command mapping, registry authentications, building minimal rootless images, and deploying local Kubernetes-style multi-container YAML manifests. - **(2018)** [Intro to Podman](https://developers.redhat.com/blog/2018/08/29/intro-to-podman) [NONE CONTENT] [COMMUNITY-TOOL] β€” An introductory engineering guide presenting Podman's design philosophies. It outlines the core mechanics of running daemonless containers, using standard alias configs to replace traditional docker systems, and managing container storage within unprivileged user directories. #### Strategy and Standards @@ -215,7 +214,6 @@ #### 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. - - **(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. #### 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. @@ -280,5 +278,5 @@ - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) +πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md) diff --git a/v2-docs/crossplane.md b/v2-docs/crossplane.md index 6521af0e..18849562 100644 --- a/v2-docs/crossplane.md +++ b/v2-docs/crossplane.md @@ -3,6 +3,14 @@ !!! info "Architectural Context" Detailed reference for Crossplane. A Universal Control Plane API for Cloud Computing. Crossplane Workloads Definitions in the context of Hardened Infrastructure. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [medium: Using Crossplane to Provision a Kubernetes Cluster in Google Cloud](https://medium.com/dzerolabs/using-crossplane-to-provision-a-kubernetes-cluster-in-google-cloud-cf5374d765ee) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Crossplane to Provision a Kubernetes Cluster in Google Cloud in the Kubernetes Tools ecosystem. + - [faun.pub: Defining Infrastructure Declaratively with Crossplane](https://faun.pub/defining-infrastructure-declaratively-with-crossplane-eb9e0a98ae38) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Defining Infrastructure Declaratively with Crossplane in the Kubernetes Tools ecosystem. ## GitOps and CICD ### GitOps @@ -52,5 +60,5 @@ - **(2021)** [itnext.io: Why do developers find Kubernetes so hard?](https://itnext.io/why-do-developers-find-kubernetes-hard-6532e8d6ce7f) [AGNOSTIC CONTENT] [COMMUNITY-TOOL] β€” Diagnoses the cognitive load and operational hurdles associated with exposing raw Kubernetes interfaces directly to application developers. It analyzes the friction created by complex network topologies, YAML verbosity, and security policies, making the case for platform abstraction layers and custom developer portals. --- -πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md) diff --git a/v2-docs/crunchydata.md b/v2-docs/crunchydata.md index e2efb79e..9509424e 100644 --- a/v2-docs/crunchydata.md +++ b/v2-docs/crunchydata.md @@ -16,9 +16,10 @@ #### General Reference - - [ref1](https://docs.redhat.com/en/documentation/openshift_container_platform/4.1/html/authentication/using-service-accounts) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. - - [ref1](https://docs.redhat.com/en/documentation/openshift_container_platform/3.6/html/cluster_administration/admin-guide-manage-scc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. - [dzone: PostgreSQL HA and Kubernetes](https://dzone.com/articles/postgresql-ha-and-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: PostgreSQL HA and Kubernetes in the Kubernetes Tools ecosystem. + - [ref1](https://docs.openshift.com/container-platform/4.1/authentication/using-service-accounts-in-applications.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref1 in the Kubernetes Tools ecosystem. + - [ref1](https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref1 in the Kubernetes Tools ecosystem. + - [ref1](https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcli/pgo-overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref1 in the Kubernetes Tools ecosystem. - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref3 in the Kubernetes Tools ecosystem. ## Cloud Native @@ -169,10 +170,6 @@ #### 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. @@ -203,7 +200,6 @@ #### 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. - - **(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. @@ -216,5 +212,5 @@ - **(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:** [Databases](./databases.md) | [Yaml](./yaml.md) | [Message Queue](./message-queue.md) +πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md) diff --git a/v2-docs/customer.md b/v2-docs/customer.md index f4ffce16..ee783d70 100644 --- a/v2-docs/customer.md +++ b/v2-docs/customer.md @@ -15,11 +15,6 @@ #### Continuous Integration - **(2023)** [**redhat.com: The Volkswagen Group builds automated testing environment**](https://www.redhat.com/en/success-stories/the-volkswagen-group) [ADVANCED LEVEL] [CASE STUDY] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Explores Volkswagen Group's migration to an automated software-defined testing environment built on Red Hat OpenShift. This platform-based approach streamlines verification cycles for ECU software, accelerating vehicle-to-cloud development pipelines. By leveraging containerized testing nodes and Kubernetes orchestration, VW drastically reduced testing feedback loops while maintaining safety-critical compliance. -### Enterprise Solutions - -#### AI and Infrastructure - - - **(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) [ADVANCED LEVEL] [CASE STUDY] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” This case study highlights BMW Group's deployment of a generative AI assistant on AWS designed to automate and optimize cloud infrastructure operations. By synthesizing telemetry data and AWS resource metrics, the assistant accelerates infrastructure diagnostics, reduces operational overhead, and drives cost-efficient resource provisioning. It demonstrates how LLMs can be integrated into enterprise cloud operations (AIOps) to simplify complex architectural decision-making. ### Healthcare Tech #### Medical Imaging Platforms @@ -79,7 +74,11 @@ ### General Reference - - [**BMW ConnectedDrive**:](https://www.bmw.co.uk/en/shop/ls/country-selection) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.bmw.co.uk in the Kubernetes Tools ecosystem. + - [**BMW ConnectedDrive**:](https://www.bmw-connecteddrive.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **BMW ConnectedDrive**: in the Kubernetes Tools ecosystem. + - [eleconomista.es: Giga Press, la colosal mΓ‘quina de Tesla que ha revolucionado' la fabricaciΓ³n de coches elΓ©ctricos](https://www.eleconomista.es/motor/noticias/12630740/01/24/giga-press-la-colosal-maquina-de-tesla-que-ha-revolucionado-la-fabricacion-de-coches-electricos.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: Giga Press, la colosal mΓ‘quina de Tesla que ha revolucionado' la fabricaciΓ³n de coches elΓ©ctricos in the Kubernetes Tools ecosystem. + - [Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus' vs. Spring Boot](https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus' vs. Spring Boot in the Kubernetes Tools ecosystem. + - [healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with' Provider Aid](https://healthitanalytics.com/news/ai-for-medical-imaging-boosts-cancer-screenings-with-provider-aid) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering healthitanalytics.com: AI for Medical Imaging Boosts Cancer Screenings with' Provider Aid in the Kubernetes Tools ecosystem. + - [hashicorp.com: Standardizing infrastructure automation with Terraform Enterprise](https://www.hashicorp.com/resources/building-a-migration-factory-with-terraform-enterprise-at-axa-group) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Standardizing infrastructure automation with Terraform Enterprise in the Kubernetes Tools ecosystem. ## Organizational Culture ### Migration Journeys @@ -98,11 +97,6 @@ #### 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 @@ -126,5 +120,5 @@ - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/databases.md b/v2-docs/databases.md index 7234b60a..72bbebf8 100644 --- a/v2-docs/databases.md +++ b/v2-docs/databases.md @@ -9,11 +9,41 @@ #### General Reference + - [levelup.gitconnected.com: How to design a system to scale to your first' 100 million users](https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-100-million-users-4450a2f9703d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: How to design a system to scale to your first' 100 million users in the Kubernetes Tools ecosystem. + - [magalix.com: Kubernetes And Databases 🌟](https://www.magalix.com/blog/kubernetes-and-database) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Kubernetes And Databases 🌟 in the Kubernetes Tools ecosystem. + - [medium: Not using trendy technologies is the best thing for your Startup!](https://medium.com/dataseries/not-using-nosql-is-good-i-stuck-to-sql-4504a67972f0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Not using trendy technologies is the best thing for your Startup! in the Kubernetes Tools ecosystem. + - [venturebeat.com: The rise of Kubernetes and its impact on enterprise databases](https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-enterprise-databases) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: The rise of Kubernetes and its impact on enterprise databases in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL](https://betterprogramming.pub/multi-tenancy-support-with-spring-boot-liquibase-and-postgresql-d41942dc0639) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL== in the Kubernetes Tools ecosystem. + - [medium.com/@bijit211987: Kubernetes ready for stateful workloads and to' Revolutionize Enterprise Database Management](https://medium.com/@bijit211987/kubernetes-ready-for-stateful-workloads-and-to-revolutionize-enterprise-database-management-3cd619b1a0b2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: Kubernetes ready for stateful workloads and to' Revolutionize Enterprise Database Management in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Top Performance issues every developer/architect' must know β€” part 1-Database](https://medium.com/javarevisited/top-performance-issues-every-developer-architect-must-know-part-1-fc1ad6e1644b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Top Performance issues every developer/architect' must know β€” part 1-Database== in the Kubernetes Tools ecosystem. + - [dineshchandgr.medium.com: Why do we need a Database Connection Pool? -every' programmer must know](https://dineshchandgr.medium.com/why-do-we-need-a-database-connection-pool-every-programmer-must-know-9f90e7c8e5af) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dineshchandgr.medium.com: Why do we need a Database Connection Pool? -every' programmer must know== in the Kubernetes Tools ecosystem. + - [medium.com/fintechexplained: What Is Database Sharding?](https://medium.com/fintechexplained/what-is-database-sharding-582b36282f97) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/fintechexplained: What Is Database Sharding?== in the Kubernetes Tools ecosystem. + - [blog.equationlabs.io: Managing database migrations safely in high replicated' k8s deployment 🌟](https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.equationlabs.io: Managing database migrations safely in high replicated' k8s deployment== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@mkremer_75412: Why Postgres RDS didn’t work for us (and why' it won’t work for you if you’re implementing a big data solution)](https://medium.com/@mkremer_75412/why-postgres-rds-didnt-work-for-us-and-why-it-won-t-work-for-you-if-you-re-implementing-a-big-6c4fff5a8644) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mkremer_75412: Why Postgres RDS didn’t work for us (and why' it won’t work for you if you’re implementing a big data solution) in the Kubernetes Tools ecosystem. + - [medium.com/@fengruohang: Database in Kubernetes: Is that a good idea?](https://medium.com/@fengruohang/database-in-kubernetes-is-that-a-good-idea-daf5775b5c1f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@fengruohang: Database in Kubernetes: Is that a good idea? in the Kubernetes Tools ecosystem. + - [medium.com: How to choose the right database for your service 🌟](https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-service-97b1670c5632) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: How to choose the right database for your service 🌟 in the Kubernetes Tools ecosystem. - [stackoverflow.com: Is the usage of stored procedures a bad practice?](https://stackoverflow.com/questions/1761601/is-the-usage-of-stored-procedures-a-bad-practice) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Is the usage of stored procedures a bad practice? in the Kubernetes Tools ecosystem. - [softwareengineering.stackexchange.com: What is the best practice about microservice' architecture for consuming many stored procedures in the same database?](https://softwareengineering.stackexchange.com/questions/436567/what-is-the-best-practice-about-microservice-architecture-for-consuming-many-sto) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softwareengineering.stackexchange.com: What is the best practice about microservice' architecture for consuming many stored procedures in the same database? in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: 8 Techniques To Speed up Your Database](https://betterprogramming.pub/8-techniques-to-speed-up-your-database-292754ff7739) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 8 Techniques To Speed up Your Database in the Kubernetes Tools ecosystem. + - [sixfold.medium.com: Reducing database queries to a minimum with DataLoaders](https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloaders-cc98c25e54ce) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sixfold.medium.com: Reducing database queries to a minimum with DataLoaders in the Kubernetes Tools ecosystem. - [reddit.com: What's the best, proper way of running a database cluster on' top of Kubernetes?](https://www.reddit.com/r/kubernetes/comments/9d8on5/whats_the_best_proper_way_of_running_a_database) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: What's the best, proper way of running a database cluster on' top of Kubernetes? in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: Should You Run a Database in Docker?](https://www.cloudsavvyit.com/5414/should-you-run-a-database-in-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: Should You Run a Database in Docker? in the Kubernetes Tools ecosystem. + - [medium: DevOps and Databasesβ€Šβ€”β€ŠThe forgotten automation](https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95325b2d3c89) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DevOps and Databasesβ€Šβ€”β€ŠThe forgotten automation in the Kubernetes Tools ecosystem. + - [medium.com/@database-mesh: Database Mesh 2.0: Database Governance in a Cloud' Native Environment](https://medium.com/@database-mesh/database-mesh-2-0-database-governance-in-a-cloud-native-environment-3e41f0f2722c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@database-mesh: Database Mesh 2.0: Database Governance in a Cloud' Native Environment in the Kubernetes Tools ecosystem. + - [Wikipedia: CockroachDB](https://en.wikipedia.org/wiki/Cockroach_Labs) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: CockroachDB in the Kubernetes Tools ecosystem. + - [blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE](https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE in the Kubernetes Tools ecosystem. + - [medium: Running Oracle 12c on OpenShift Container Platform](https://medium.com/@pittar/running-oracle-12c-on-openshift-container-platform-ca471a9f7057) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running Oracle 12c on OpenShift Container Platform in the Kubernetes Tools ecosystem. + - [twindb.com: Verify MySQL Backups With TwinDB Backup Tool](https://twindb.com/verify-mysql-backups-with-twindb-backup-tool) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering twindb.com: Verify MySQL Backups With TwinDB Backup Tool in the Kubernetes Tools ecosystem. + - [pub.towardsai.net: Step-by-Step Design of Enhanced Entity-Relationship (EER)' in MySQL](https://pub.towardsai.net/step-by-step-design-of-enhanced-entity-relationship-eer-in-mysql-1e0f8b9fe5d4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Step-by-Step Design of Enhanced Entity-Relationship (EER)' in MySQL in the Kubernetes Tools ecosystem. + - [dbasecenter.com: The top 5 MySQL performance variables](https://dbasecenter.com/blog/the-top-5-mysql-performance-variables) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dbasecenter.com: The top 5 MySQL performance variables in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Run PHPMyAdmin in a Docker Container](https://www.cloudsavvyit.com/13842/how-to-run-phpmyadmin-in-a-docker-container) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Run PHPMyAdmin in a Docker Container in the Kubernetes Tools ecosystem. - [dzone: PostgreSQL vs MySQL Performance](https://dzone.com/articles/postgresql-versus-mysql-performance) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: PostgreSQL vs MySQL Performance in the Kubernetes Tools ecosystem. + - [medium: Upgrading MySQL (Percona Server) from 5.7 to 8.0](https://medium.com/flant-com/upgrading-mysql-percona-server-5-to-8-4bce53bdce5c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Upgrading MySQL (Percona Server) from 5.7 to 8.0 in the Kubernetes Tools ecosystem. + - [tech.trell.co: Redis Cluster Creation Automation](https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.trell.co: Redis Cluster Creation Automation in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: How to use Redis Pub/Sub in your Python Application 🌟](https://blog.devgenius.io/how-to-use-redis-pub-sub-in-your-python-application-b6d5e11fc8de) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: How to use Redis Pub/Sub in your Python Application 🌟 in the Kubernetes Tools ecosystem. + - [rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset](https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset in the Kubernetes Tools ecosystem. - [dzone: Stateful Microservices With Apache Ignite](https://dzone.com/articles/stateful-microservices-with-apache-ignite) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Stateful Microservices With Apache Ignite in the Kubernetes Tools ecosystem. + - [medium.com/@nomulex: How to create an ssh tunnel to a remote database in' Kubernetes 🌟](https://medium.com/@nomulex/how-to-create-an-ssh-tunnel-to-a-remote-database-in-kubernetes-8e702e927328) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nomulex: How to create an ssh tunnel to a remote database in' Kubernetes 🌟 in the Kubernetes Tools ecosystem. ## Architecture ### Data Lakes @@ -29,6 +59,11 @@ - **(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 @@ -162,6 +197,13 @@ #### Operational Guide - **(2021)** [itnext.io: How to Run Databases in Kubernetes](https://itnext.io/stateful-workloads-in-kubernetes-e49b56a5959) [COMMUNITY-TOOL] [GUIDE] β€” A granular blueprint on configuring stateful workloads inside Kubernetes clusters. Details the practical implementation of Headless Services, stable network identifiers, local persistent volumes, and graceful cluster shutdowns. +## Database + +### PostgreSQL (1) + +#### 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. ## Database and Storage Management ### Data Administration @@ -277,7 +319,6 @@ #### Kubernetes Operators (3) - **(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). - - **(2023)** [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explains Operator Lifecycle Manager (OLM) as part of the Operator Framework. Highlights catalog management, automated dependency resolution, security upgrades, and dynamic operator scaling across production enterprise clusters. #### 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. @@ -351,7 +392,12 @@ #### 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 (1) +### 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) ### Alternative Paradigms @@ -365,7 +411,7 @@ ### 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 +### Database Administration (1) - **(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) @@ -532,6 +578,13 @@ #### 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 ### Architecture (1) @@ -542,5 +595,5 @@ - **(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:** [Crunchydata](./crunchydata.md) | [Yaml](./yaml.md) | [Message Queue](./message-queue.md) +πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Crunchydata](./crunchydata.md) diff --git a/v2-docs/demos.md b/v2-docs/demos.md index 78505bd0..18e9e3e3 100644 --- a/v2-docs/demos.md +++ b/v2-docs/demos.md @@ -123,9 +123,6 @@ #### Spring Boot Microservices - **(2022)** [piomin/sample-spring-microservices-kubernetes: Microservices with Spring' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟](https://github.com/piomin/sample-spring-microservices-kubernetes) [JAVA CONTENT] [COMMUNITY-TOOL] β€” An active and highly referenceable demo project exhibiting the deployment of Spring Boot microservices inside a Kubernetes cluster. Utilizes Spring Cloud Kubernetes for discovery, ConfigMaps for configurations, and Ribbon/Feign client integrations for service-to-service communication. -#### Tanzu Framework - - - **(2022)** [tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture 🌟](https://www.vmware.com/products/app-platform/tanzu) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Provides the canonical reference architecture for running high-scale Spring Cloud applications natively on Kubernetes. Evaluates Spring Cloud Kubernetes integrations for service discovery, centralized configuration via ConfigMaps, and seamless external secrets management, aligning with 2026 Tanzu application platform standards. ### Containerization (1) #### Java Spring Boot @@ -394,13 +391,6 @@ - **(2026)** [learntocloud.guide](https://learntocloud.guide/#/projects/README) [COMMUNITY-TOOL] [GUIDE] β€” An open-source, highly structured educational roadmap designed to transition traditional sysadmins into proficient cloud engineers. It guides learners through networking, Linux administration, infrastructure as code, and cloud-native topologies. Live grounding highlights its massive adoption within the DevOps community. ## Cloud Native -### 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. ### Security #### Policy Enforcement @@ -434,7 +424,7 @@ - **(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 (1) +### Red Hat OpenShift #### Automation Grading @@ -565,13 +555,6 @@ - **(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) -### 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 @@ -653,11 +636,6 @@ #### 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) @@ -710,9 +688,6 @@ - **(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. @@ -770,9 +745,6 @@ ##### 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/#plugin/workflow-cps) [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 CICD ### AWS EKS (2) @@ -861,7 +833,6 @@ - **(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 @@ -898,11 +869,6 @@ - **(2023)** [==Azure/Draft 🌟==](https://github.com/Azure/draft) ⭐ 642 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Azure Draft simplifies early-stage developer onboarding onto Kubernetes. By scanning source code directories, it automatically generates containerization assets including Dockerfiles, Kubernetes manifests, Helm charts, and deployment workflows. ## Developer Tools (1) -### Playgrounds - -#### Cloudflare Workers - - - **(2024)** [DevStack](https://resume-builder.natwarrathor961.workers.dev) [COMMUNITY-TOOL] β€” Curator Insight flags this as a custom Cloudflare Workers playground. Live Grounding shows a highly specific, serverless-based developer utility that acts as an online resume builder. Although labeled DevStack, it demonstrates lightweight, edge-based execution capabilities. ### Quarkus CLI #### Local Development (3) @@ -1084,9 +1050,6 @@ - **(2020)** [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator) [SQL CONTENT] [ADVANCED LEVEL] [LEGACY] β€” Explores authoring custom resource and cost allocation reports using the OpenShift Metering Operator. Note: The Metering Operator has since been deprecated in favor of OpenShift Cost Management. ### Enterprise Cluster Management -#### Ansible and ACM - - - **(2021)** [redhat.com: ACM Ansible Integration Overview](https://www.redhat.com/en/blog) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores integrations bridging Red Hat Advanced Cluster Management (ACM) with Ansible Automation Platform. Automates physical or non-Kubernetes resource tasks at critical points in cluster lifecycles. #### OKD Community Platform - **(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?utm_source=thenewstack&utm_medium=twitter&utm_campaign=platform) [BASH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Compiles core workshop resources on OKD 4 deployment, testing, and lifecycle patterns. Explores underlying Fedora CoreOS operating mechanics and bootstrap procedures for community-led OpenShift clusters. @@ -1181,11 +1144,6 @@ - **(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 -### CI-CD Pipelines (1) - -#### 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 Management #### Ansible @@ -1205,7 +1163,7 @@ - **(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 (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) @@ -1224,18 +1182,127 @@ ### General Reference - - [developers.redhat.com: Developing on OpenShift (katacoda interactive learning) 🌟](https://developers.redhat.com/learn/openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. - - [JBoss Web Server Operator 🌟](https://docs.redhat.com/en/documentation/red_hat_jboss_web_server/5.4/html-single/red_hat_jboss_web_server_for_openshift/index#jws_operator) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. - - [developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift. Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift](https://developers.redhat.com/learn/openshift/how-deploy-full-stack-javascript-applications-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. - - [docs.openshift.com: OpenShift GitOps](https://docs.redhat.com/en/documentation/openshift_container_platform/4.8/html/cicd/gitops#understanding-openshift-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. + - [kubernetesbyexample.com](http://kubernetesbyexample.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem. + - [k8s Initializer 🌟](https://blackbird.a8r.io/initializer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blackbird.a8r.io in the Kubernetes Tools ecosystem. + - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.cyberark.com in the Kubernetes Tools ecosystem. + - [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] β€” A curated technical resource and architectural guide covering trstringer.com in the Kubernetes Tools ecosystem. + - [Clustering WildFly on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshift-using-wildfly-operator) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem. + - [Java EE example on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem. + - [Microprofile example on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/running-microprofile-applications-on-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem. + - [Deploying WildFly apps on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/using-wildfly-on-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem. + - [Running Thorntail apps on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/thorntail-on-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem. + - [Running Spring Boot applications on Openshift](http://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-applications-on-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem. + - [SysAdmin Casts](https://sysadmincasts.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering SysAdmin Casts in the Kubernetes Tools ecosystem. + - [DevStack](https://devstack.in) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevStack in the Kubernetes Tools ecosystem. + - [kubernetes-advocate.medium.com 🌟](https://kubernetes-advocate.medium.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetes-advocate.medium.com 🌟 in the Kubernetes Tools ecosystem. + - [swissarmydevops.com](https://swissarmydevops.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swissarmydevops.com in the Kubernetes Tools ecosystem. - [dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS](https://dzone.com/articles/diy-devops-ci-and-cd-with-github-docker-and-a-vps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS in the Kubernetes Tools ecosystem. + - [kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible](https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansible-e878a63dd93) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible in the Kubernetes Tools ecosystem. + - [konstruktoid.medium.com: Running a NGINX container using rootless Docker' with Ansible](https://konstruktoid.medium.com/running-a-nginx-container-using-rootless-docker-with-ansible-a2bfcedd3b07) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering konstruktoid.medium.com: Running a NGINX container using rootless Docker' with Ansible in the Kubernetes Tools ecosystem. + - [kmahi2600.medium.com: Launching A WordPress Application With MYSQL Database' in K8S Cluster On AWS Using Ansible](https://kmahi2600.medium.com/launching-a-wordpress-application-with-mysql-database-in-k8s-cluster-on-aws-using-ansible-a78d6bf12b1a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kmahi2600.medium.com: Launching A WordPress Application With MYSQL Database' in K8S Cluster On AWS Using Ansible in the Kubernetes Tools ecosystem. + - [faun.pub: Automation: Deploying an app in GKE using Ansible](https://faun.pub/automation-deploying-an-app-in-gke-using-ansible-4b6687967ac3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Automation: Deploying an app in GKE using Ansible in the Kubernetes Tools ecosystem. + - [ankush-chavan.medium.com: Creating Multi-Cloud Kubernetes Cluster on AWS,' Azure, and GCP cloud](https://ankush-chavan.medium.com/creating-multi-cloud-kubernetes-cluster-on-aws-azure-and-gcp-cloud-92d64633bdfc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ankush-chavan.medium.com: Creating Multi-Cloud Kubernetes Cluster on AWS,' Azure, and GCP cloud in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Clean Up Your Kubernetes Deployments Using Ansible](https://betterprogramming.pub/clean-up-your-kubernetes-deployments-using-ansible-10a000db313b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Clean Up Your Kubernetes Deployments Using Ansible in the Kubernetes Tools ecosystem. + - [praveendandu24.medium.com: Ensuring AWS Infrastructure Consistency with' Ansible Playbooks](https://praveendandu24.medium.com/ansible-infrastructure-testing-to-test-aws-resources-bd8bdba9ab7c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Ensuring AWS Infrastructure Consistency with' Ansible Playbooks in the Kubernetes Tools ecosystem. + - [medium.com/@Kubernetes_Advocate 🌟](https://medium.com/@Kubernetes_Advocate) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Kubernetes_Advocate 🌟 in the Kubernetes Tools ecosystem. + - [medium: Efficient Node Out-of-Resource Management in Kubernetes](https://medium.com/kubernetes-tutorials/efficient-node-out-of-resource-management-in-kubernetes-67f158da6e59) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Efficient Node Out-of-Resource Management in Kubernetes in the Kubernetes Tools ecosystem. + - [medium: Prometheus-Grafana on K8s](https://medium.com/@sdhah1999/prometheus-grafana-on-k8s-6efee4af4036) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Prometheus-Grafana on K8s in the Kubernetes Tools ecosystem. + - [trainings.kubernauts.sh](https://trainings.kubernauts.sh) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering trainings.kubernauts.sh in the Kubernetes Tools ecosystem. + - [magalix.com: How To Integrate OPA Into Your Kubernetes Cluster Using Kube-mgmt](https://www.magalix.com/blog/how-to-integrate-opa-into-your-kubernetes-cluster-using-kube-mgmt) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: How To Integrate OPA Into Your Kubernetes Cluster Using Kube-mgmt in the Kubernetes Tools ecosystem. + - [medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed' V2](https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-clusters-with-kubefed-v2-8d2f7d9e198a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed' V2 in the Kubernetes Tools ecosystem. + - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Single Sign-On in Kubernetes in the Kubernetes Tools ecosystem. + - [medium: Kubernetes in a nutshell β€” tutorial for beginners 🌟🌟](https://medium.com/swlh/kubernetes-in-a-nutshell-tutorial-for-beginners-caa442dfd6c0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes in a nutshell β€” tutorial for beginners 🌟🌟 in the Kubernetes Tools ecosystem. - [dzone: Bootstrapping Java Kubernetes Apps With Spring Initializr and K8s' Initializer 🌟](https://dzone.com/articles/bootstrapping-java-kubernetes-apps-no-yaml) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Bootstrapping Java Kubernetes Apps With Spring Initializr and K8s' Initializer 🌟 in the Kubernetes Tools ecosystem. + - [medium: Production Ready CI/CD Pipeline with Kubernetes](https://medium.com/awsblogs/ci-cd-with-kubernetes-3c29e8073c38) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Production Ready CI/CD Pipeline with Kubernetes in the Kubernetes Tools ecosystem. + - [myweblearner.com: Kubernetes(k8s) Readiness and Liveness Probe](https://myweblearner.com/springboot_k8s_readiness_liveness.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering myweblearner.com: Kubernetes(k8s) Readiness and Liveness Probe in the Kubernetes Tools ecosystem. + - [medium.com: Attacking Kubernetes clusters using the Kubelet API](https://medium.com/faun/attacking-kubernetes-clusters-using-the-kubelet-api-abafc36126ca) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Attacking Kubernetes clusters using the Kubelet API in the Kubernetes Tools ecosystem. + - [itnext.io: Breaking down and fixing Kubernetes](https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Breaking down and fixing Kubernetes in the Kubernetes Tools ecosystem. + - [ishantgaurav.in: Complete Application Deployment using Kubernetes](https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ishantgaurav.in: Complete Application Deployment using Kubernetes in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Deploy a Python API With Docker and Kubernetes](https://betterprogramming.pub/python-fastapi-kubernetes-gcp-296e0dc3abb6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Deploy a Python API With Docker and Kubernetes in the Kubernetes Tools ecosystem. - [cncf.io: Kubernetes Ingress gRPC example with a Dune quote service](https://www.cncf.io/blog/2021/09/24/kubernetes-ingress-grpc-example-with-a-dune-quote-service) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Ingress gRPC example with a Dune quote service in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How To Create a NoOps Deployment With GitHub Actions' Kubernetes and Shipa](https://betterprogramming.pub/how-to-create-a-noops-deployment-with-github-actions-kubernetes-and-shipa-18aab208fe7a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Create a NoOps Deployment With GitHub Actions' Kubernetes and Shipa in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Deploying a Simple Golang Web App to Kubernetes](https://levelup.gitconnected.com/deploying-simple-golang-webapp-to-kubernetes-25dc1736dcc4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Deploying a Simple Golang Web App to Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker' (kind)](https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-kind-694b4207575d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker' (kind)== in the Kubernetes Tools ecosystem. + - [devxblog.hashnode.dev: Deploying Microservices with Persistent Volumes in' Kubernetes - Kubernetes Microservice Flask Application](https://devxblog.hashnode.dev/kubernetes-microservice-flask-application-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devxblog.hashnode.dev: Deploying Microservices with Persistent Volumes in' Kubernetes - Kubernetes Microservice Flask Application in the Kubernetes Tools ecosystem. + - [medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Write a' Configuration File](https://medium.com/@hmquan08011996/set-up-microservice-on-kubernetes-write-config-file-8df7c2b07a4c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hmquan08011996: Setup Microservices on Kubernetes β€” Write a' Configuration File in the Kubernetes Tools ecosystem. + - [baeldung.com: Deploy a Spring Boot Application to OpenShift with Spring' Cloud Kubernetes 🌟](https://www.baeldung.com/spring-boot-deploy-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Deploy a Spring Boot Application to OpenShift with Spring' Cloud Kubernetes 🌟 in the Kubernetes Tools ecosystem. + - [hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes' Initializer](https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-kubernetes-initializer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes' Initializer in the Kubernetes Tools ecosystem. + - [medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management](https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-l7-traffic-management-178957dcd934) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management in the Kubernetes Tools ecosystem. + - [medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with' Consul Connect](https://medium.com/hashicorp-engineering/kittens-as-a-service-layer-7-traffic-management-security-with-consul-connect-f5965fac5aa) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with' Consul Connect in the Kubernetes Tools ecosystem. - [cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD](https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD in the Kubernetes Tools ecosystem. + - [eksworkshop.com/x-ray/microservices](https://eksworkshop.com/x-ray/microservices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eksworkshop.com/x-ray/microservices in the Kubernetes Tools ecosystem. + - [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eksworkshop.com: Configure Cluster Autoscaler (CA) in the Kubernetes Tools ecosystem. + - [medium: create your first application on aws eks kubernetes](https://medium.com/faun/create-your-first-application-on-aws-eks-kubernetes-cluster-874ee9681293) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: create your first application on aws eks kubernetes in the Kubernetes Tools ecosystem. + - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS App Mesh with EKS and Canary deployment in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: Deploying Application on Amazon EKS](https://aws.plainenglish.io/deploying-application-on-amazon-eks-211eb46c069c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Deploying Application on Amazon EKS in the Kubernetes Tools ecosystem. + - [medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack' on Azure AKS](https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-on-azure-aks-c25eaf27b9d0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack' on Azure AKS in the Kubernetes Tools ecosystem. + - [medium: Verifying container signatures on Kubernetes with Gatekeeper](https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-with-gatekeeper-19a4519c3016) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Verifying container signatures on Kubernetes with Gatekeeper in the Kubernetes Tools ecosystem. + - [medium: Mutating Kubernetes resources with Gatekeeper](https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper-3e5585d49ead) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Mutating Kubernetes resources with Gatekeeper in the Kubernetes Tools ecosystem. + - [medium.com/@hari.balagopal: Create a Helm chart automatically from Kubernetes' YAMLs](https://medium.com/@hari.balagopal/create-a-helm-chart-automatically-from-kubernetes-yamls-91a4c1bf8cc5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@hari.balagopal: Create a Helm chart automatically from Kubernetes' YAMLs== in the Kubernetes Tools ecosystem. + - [redhatdemocentral.gitlab.io](https://redhatdemocentral.gitlab.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering redhatdemocentral.gitlab.io in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟](https://developers.redhat.com/courses/openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟 in the Kubernetes Tools ecosystem. - [Deploying Docker Images to OpenShift](https://dzone.com/articles/deploying-docker-images-to-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Deploying Docker Images to OpenShift in the Kubernetes Tools ecosystem. + - [medium: Tutorial : Secure your API with x509 Mutual Authentication with' Spring Boot on OpenShift4](https://medium.com/@erfin.feluzy/tutorial-secure-your-api-with-x509-mutual-authentication-with-spring-boot-on-openshift4-416a00a47af8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Tutorial : Secure your API with x509 Mutual Authentication with' Spring Boot on OpenShift4 in the Kubernetes Tools ecosystem. + - [medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster](https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-vsphere-56c5e5d76a80) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster in the Kubernetes Tools ecosystem. + - [JBoss Web Server Operator 🌟](https://access.redhat.com/documentation/en-us/red_hat_jboss_web_server/5.4/html-single/red_hat_jboss_web_server_for_openshift/index#jws_operator) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering JBoss Web Server Operator 🌟 in the Kubernetes Tools ecosystem. + - [developers.redhat.com: How to deploy a Java application on Kubernetes in' minutes](https://developers.redhat.com/developer-sandbox/how-to-deploy-java-application-in-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: How to deploy a Java application on Kubernetes in' minutes in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.' Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift](https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-javascript-applications-to-the-sandbox/part1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.' Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift in the Kubernetes Tools ecosystem. + - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem. + - [docs.openshift.com: OpenShift GitOps](https://docs.openshift.com/container-platform/4.8/cicd/gitops/understanding-openshift-gitops.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift GitOps in the Kubernetes Tools ecosystem. + - [medium.com/adaltas: GitOps in practice, deploy Kubernetes applications with' ArgoCD](https://medium.com/adaltas/gitops-in-practice-deploy-kubernetes-applications-with-argocd-ca170ce8aba3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adaltas: GitOps in practice, deploy Kubernetes applications with' ArgoCD in the Kubernetes Tools ecosystem. + - [gokuldevops.medium.com: Argo CD-Sample app deployment](https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gokuldevops.medium.com: Argo CD-Sample app deployment in the Kubernetes Tools ecosystem. + - [medium.com/@martin.hodges: Spring Boot CI/CD on Kubernetes using Terraform,' Ansible and GitHub: Part 12](https://medium.com/@martin.hodges/use-terraform-ansible-and-github-actions-to-automate-running-your-spring-boot-application-on-e82424da828e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Spring Boot CI/CD on Kubernetes using Terraform,' Ansible and GitHub: Part 12 in the Kubernetes Tools ecosystem. + - [medium.com: Installing an OKD 4.5 Cluster](https://medium.com/@craig_robinson/guide-installing-an-okd-4-5-cluster-508a2631cbee) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Installing an OKD 4.5 Cluster in the Kubernetes Tools ecosystem. + - [wkrzywiec.medium.com: How to deploy application on Kubernetes with Helm](https://wkrzywiec.medium.com/how-to-deploy-application-on-kubernetes-with-helm-39f545ad33b8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wkrzywiec.medium.com: How to deploy application on Kubernetes with Helm in the Kubernetes Tools ecosystem. + - [josephrodriguezg.medium.com: Deploying a Spring Boot microservice in Kubernetes' using Helm charts](https://josephrodriguezg.medium.com/deploying-a-spring-boot-application-in-kubernetes-using-helm-charts-5c04c2d46e16) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering josephrodriguezg.medium.com: Deploying a Spring Boot microservice in Kubernetes' using Helm charts in the Kubernetes Tools ecosystem. + - [Part 1](https://medium.com/@simionrazvan/simple-spring-boot-microservice-deployed-in-kubernetes-using-docker-and-nexus-part-1-b581e3ca8916) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Part 1 in the Kubernetes Tools ecosystem. + - [kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟](https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9f7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@devml2016: Let’s Start Automation using Jenkins, Docker, GitHub](https://medium.com/@devml2016/lets-start-automation-using-jenkins-docker-github-d5f8d019ec4a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devml2016: Let’s Start Automation using Jenkins, Docker, GitHub in the Kubernetes Tools ecosystem. + - [medium: Just commit your code and your docker server is ready (jenkins +' github + docker)](https://medium.com/@deepanshuyadavv11/task1-integrating-github-jenkins-and-docker-d66a817774be) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Just commit your code and your docker server is ready (jenkins +' github + docker) in the Kubernetes Tools ecosystem. + - [ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟](https://ittroubleshooter.in/run-parallel-build-kubernetes-cluster-jenkins) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟 in the Kubernetes Tools ecosystem. + - [medium: DevOps CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part 1' 🌟](https://medium.com/the-programmer/ci-cd-pipeline-with-jenkins-github-part-1-c057a31b5297) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DevOps CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part 1' 🌟 in the Kubernetes Tools ecosystem. + - [medium: Building CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part' 2 🌟](https://medium.com/the-programmer/building-ci-cd-pipeline-with-jenkins-kubernetes-github-part-2-cbb6c366aa41) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Building CI/CD Pipeline with Jenkins, Kubernetes & GitHub: Part' 2 🌟 in the Kubernetes Tools ecosystem. + - [medium: Deploy Docker Image To Kubernetes Cluster Using Jenkins 🌟](https://medium.com/codex/deploy-docker-image-to-kubernetes-cluster-using-jenkins-8182cc0a8de7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploy Docker Image To Kubernetes Cluster Using Jenkins 🌟 in the Kubernetes Tools ecosystem. + - [lakshaws.medium.com: CI/CD Pipeline for Dockerized Applications](https://lakshaws.medium.com/ci-cd-pipeline-for-dockerized-applications-f1003e821812) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lakshaws.medium.com: CI/CD Pipeline for Dockerized Applications in the Kubernetes Tools ecosystem. + - [praveendavidmathew.medium.com: Data driven testing per request without using' data file](https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-using-data-file-aeb573b4f63a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendavidmathew.medium.com: Data driven testing per request without using' data file in the Kubernetes Tools ecosystem. - [dzone: Continuous Deployment on Kubernetes With Spinnaker](https://dzone.com/articles/continuous-deployment-on-kubernetes-with-spinnaker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Continuous Deployment on Kubernetes With Spinnaker in the Kubernetes Tools ecosystem. + - [medium.com/@kachidude007: Setting up an Access Token in GitLab for a Jenkins' Pipeline](https://medium.com/@kachidude007/setting-up-an-access-token-in-gitlab-for-a-jenkins-pipeline-a688dd6c994a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kachidude007: Setting up an Access Token in GitLab for a Jenkins' Pipeline in the Kubernetes Tools ecosystem. + - [blog.griddynamics.com: Developing a modular pipeline library to improve' DevOps collaboration](https://blog.griddynamics.comdeveloping-a-modular-pipeline-library-to-improve-devops-collaboration) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.griddynamics.com: Developing a modular pipeline library to improve' DevOps collaboration in the Kubernetes Tools ecosystem. + - [cyberciti.biz: How to create MySQL user and grant permissions in AWS RDS](https://www.cyberciti.biz/faq/how-to-create-mysql-user-and-grant-permissions-in-aws-rds) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to create MySQL user and grant permissions in AWS RDS in the Kubernetes Tools ecosystem. + - [medium: Fetch Application Inventory using Systems Manager](https://medium.com/cloud-techies/application-inventory-using-system-manager-f3eeb75d3279) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Fetch Application Inventory using Systems Manager in the Kubernetes Tools ecosystem. - [dzone.com: From Spring Boot Microservices to Lambda Functions 🌟🌟](https://dzone.com/articles/from-java-microservices-to-lambda-functions-a-jour) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: From Spring Boot Microservices to Lambda Functions 🌟🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@adrianarba: CI/CD defined through terraform using AWS CodePipeline,' AWS CodeCommit, and AWS CodeBuild](https://medium.com/@adrianarba/ci-cd-defined-through-terraform-using-aws-codepipeline-aws-codecommit-and-aws-codebuild-12ade4d9cfa3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@adrianarba: CI/CD defined through terraform using AWS CodePipeline,' AWS CodeCommit, and AWS CodeBuild== in the Kubernetes Tools ecosystem. + - [faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On' EC2](https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-ec2-ac97fa17b187) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On' EC2 in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Build a Cloud-Native Multiprocessing Framework](https://betterprogramming.pub/build-a-cloud-native-multiprocessing-framework-b33cfc2c02b9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Build a Cloud-Native Multiprocessing Framework in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: Trigger, Function, Message | Brandi McCall](https://aws.plainenglish.io/trigger-function-message-12f117b7f067) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Trigger, Function, Message | Brandi McCall in the Kubernetes Tools ecosystem. + - [towardsaws.com: Integrating Python, Amazon API Gateway, Lambda, SQS, and' SNS Services | Brandi McCall](https://towardsaws.com/integrating-python-amazon-api-gateway-lambda-sqs-and-sns-services-6015631d5527) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Integrating Python, Amazon API Gateway, Lambda, SQS, and' SNS Services | Brandi McCall in the Kubernetes Tools ecosystem. + - [Azure DevOps Demo Generator 🌟](https://azuredevopsdemogenerator.azurewebsites.net) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Azure DevOps Demo Generator 🌟 in the Kubernetes Tools ecosystem. - [reddit.com: Automate Infrastructure Deployments on Microsoft Azure with' Terraform and Jenkins](https://www.reddit.com/r/Terraform/comments/h0tdq3/automate_infrastructure_deployments_on_microsoft) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Automate Infrastructure Deployments on Microsoft Azure with' Terraform and Jenkins in the Kubernetes Tools ecosystem. + - [medium.com/tea-networks: Kubernetes & CI/CD Pipeline](https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/tea-networks: Kubernetes & CI/CD Pipeline in the Kubernetes Tools ecosystem. + - [medium: Setting up KafkaSource to send data and displayed with Knative event-display](https://medium.com/@jweng1/setting-up-kafkasource-to-send-data-and-displayed-with-knative-event-display-33891b253442) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Setting up KafkaSource to send data and displayed with Knative event-display in the Kubernetes Tools ecosystem. + - [medium: Install Istio on Azure Kubernetes cluster using Terraform](https://medium.com/@vipinagarwal18/install-istio-on-azure-kubernetes-cluster-using-terraform-214f6d3f611) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Install Istio on Azure Kubernetes cluster using Terraform in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Create an Amazon EKS Fargate Cluster and Managed' Node Group Using Terraform](https://betterprogramming.pub/with-latest-updates-create-amazon-eks-fargate-cluster-and-managed-node-group-using-terraform-bc5cfefd5773) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Create an Amazon EKS Fargate Cluster and Managed' Node Group Using Terraform in the Kubernetes Tools ecosystem. + - [fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS](https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Automate and Configure Your RDS Database With Terraform' 🌟](https://betterprogramming.pub/automate-and-configure-your-rds-database-with-terraform-898fd4b8990d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Automate and Configure Your RDS Database With Terraform' 🌟 in the Kubernetes Tools ecosystem. + - [the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible](https://the-tech-guy.in/2022/03/08/automating-lamp-config-using-terraform-and-ansible) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: All Hail the Monolith β€” Celebrating the Verbosity' of the Unified Architecture in Terraform](https://betterprogramming.pub/all-hail-the-monolith-celebrating-the-verbosity-of-the-unified-architecture-in-terraform-81b53e3a03ae) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: All Hail the Monolith β€” Celebrating the Verbosity' of the Unified Architecture in Terraform in the Kubernetes Tools ecosystem. + - [faun.pub: AWS ECS Blue/Green Deployment Setup Using Terraform](https://faun.pub/aws-ecs-blue-green-deployment-setup-using-terraform-b56bb4f656ea) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: AWS ECS Blue/Green Deployment Setup Using Terraform in the Kubernetes Tools ecosystem. + - [aws.plainenglish.io: Creating a custom EC2 module using Terraform](https://aws.plainenglish.io/creating-a-custom-ec2-module-using-terraform-59c9896c2df2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Creating a custom EC2 module using Terraform in the Kubernetes Tools ecosystem. + - [medium.com/@zeloygabri: Deploying 2-Tier AWS Architecture using Terraform](https://medium.com/@zeloygabri/deploying-2-tier-aws-architecture-using-terraform-b4167b035751) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@zeloygabri: Deploying 2-Tier AWS Architecture using Terraform in the Kubernetes Tools ecosystem. + - [christopher-lawshe.medium.com: Building infrastructure with Terraform: EC2,' Jenkins, S3 and more](https://christopher-lawshe.medium.com/building-infrastructure-with-terraform-ec2-jenkins-s3-and-more-4ec30f53a44a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering christopher-lawshe.medium.com: Building infrastructure with Terraform: EC2,' Jenkins, S3 and more in the Kubernetes Tools ecosystem. + - [towardsaws.com: How to Deploy Two-Tier AWS Architecture with Terraform?](https://towardsaws.com/how-to-deploy-two-tier-aws-architecture-with-terraform-59db7b11dd47) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsaws.com: How to Deploy Two-Tier AWS Architecture with Terraform?== in the Kubernetes Tools ecosystem. + - [mahira-technology.medium.com: Automating AWS CodePipeline Setup with Terraform:' Streamline Your CI/CD Workflow](https://mahira-technology.medium.com/deploying-aws-codepipeline-with-terraform-d6613979d0b6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mahira-technology.medium.com: Automating AWS CodePipeline Setup with Terraform:' Streamline Your CI/CD Workflow in the Kubernetes Tools ecosystem. + - [medium.com/@Tyler.Gallimore: Deploying Apache Web Server on AWS EC2 with' Terraform and Docker](https://medium.com/@Tyler.Gallimore/deploying-apache-web-server-on-aws-ec2-with-terraform-and-docker-6c315c81c024) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Tyler.Gallimore: Deploying Apache Web Server on AWS EC2 with' Terraform and Docker in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus' + Node](https://medium.com/geekculture/monitoring-your-system-with-docker-grafana-prometheus-node-d7fae11416f3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus' + Node in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: GitOps: CI/CD using GitHub Actions and ArgoCD' on Kubernetes](https://levelup.gitconnected.com/gitops-ci-cd-using-github-actions-and-argocd-on-kubernetes-909d85d37746) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: GitOps: CI/CD using GitHub Actions and ArgoCD' on Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: GitOps β€” Github Actions K8s Deploy Workflow](https://medium.com/geekculture/gitops-github-actions-k8s-deploy-workflow-54f0d9a1d11b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: GitOps β€” Github Actions K8s Deploy Workflow in the Kubernetes Tools ecosystem. + - [eggboy.medium.com: CI/CD Java apps securely to Azure Kubernetes Service' with GitHub Action β€” Part 1](https://eggboy.medium.com/ci-cd-java-apps-securely-to-azure-kubernetes-service-with-github-action-part-1-16393af4d097) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eggboy.medium.com: CI/CD Java apps securely to Azure Kubernetes Service' with GitHub Action β€” Part 1 in the Kubernetes Tools ecosystem. + - [kaleshreya907.medium.com: GitHub Actions: Netflix Deployment](https://kaleshreya907.medium.com/step2a-install-docker-and-run-sonarqube-container-faa42d01f5fe) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kaleshreya907.medium.com: GitHub Actions: Netflix Deployment in the Kubernetes Tools ecosystem. + - [medium.com/@ebonyymonae: Github Actions and Automation](https://medium.com/@ebonyymonae/github-actions-and-automation-9637aa06af64) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ebonyymonae: Github Actions and Automation in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: GitHub Actions, self-hosted runners on Amazon' EKS & spot instances](https://levelup.gitconnected.com/github-actions-self-hosted-runners-on-amazon-eks-spot-instances-bc3abcd5d38f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: GitHub Actions, self-hosted runners on Amazon' EKS & spot instances in the Kubernetes Tools ecosystem. + - [medium.com/@eduardo854: Building Your GitOps Pipeline with GitHub Actions,' DockerHub, and Helm Repository](https://medium.com/@eduardo854/building-your-gitops-pipeline-with-github-actions-dockerhub-and-helm-repository-553c4873116e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eduardo854: Building Your GitOps Pipeline with GitHub Actions,' DockerHub, and Helm Repository in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes](https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613e0b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes in the Kubernetes Tools ecosystem. + - [sitepoint.com: A Guide to Serverless Functions and How to Deploy Them](https://www.sitepoint.com/gatsby-mdx-blog) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sitepoint.com: A Guide to Serverless Functions and How to Deploy Them in the Kubernetes Tools ecosystem. ## Local Development (4) ### Legacy Cluster Tools @@ -1360,11 +1427,6 @@ #### 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) @@ -1416,11 +1478,6 @@ #### 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**](http://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. ## Provisioning (3) ### Bootstrapping @@ -1470,11 +1527,6 @@ ##### Jenkins Pipelines (2) - **(2020)** [LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](https://github.com/LerryAlexander/postman_jenkins_api_tests) ⭐ 3 [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” Curator Insight focuses on running automated Postman test suites through Newman CLI inside a Jenkins Pipeline. Live Grounding confirms this is a standard integration step for end-to-end REST API verification. By surfacing test execution failures in Jenkins console output, teams can safely block regression deployments. -#### Postman Guides - -##### Testing Frameworks - - - **(2021)** [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Curator Insight presents this masterclass from FreeCodeCamp for comprehensive API testing utilizing Postman. Live Grounding notes that while GUI based testing is powerful for debugging, exporting these suites for CLI integration via Newman remains the gold standard for automated pipelines. It serves as an essential foundational guide for quality engineering. ## Reference Architectures ### Artifact Registries @@ -1520,7 +1572,7 @@ #### 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 (2) +## Security and Compliance (1) ### Cloud Security Assessments @@ -1614,14 +1666,7 @@ ##### 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 Testing - -### API Automation - -#### KIE Server - - - **(2020)** [developers.redhat.com: Automated API testing for the KIE Server](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” Focuses on setting up automated REST API test runners for KIE decision services. Demonstrates performance execution metrics, payload validation models, and CI integration pipelines using Postman and Newman test wrappers. --- -πŸ’‘ **Explore Related:** [Kubernetes](./kubernetes.md) | [About](./about.md) | [Other Awesome Lists](./other-awesome-lists.md) +πŸ’‘ **Explore Related:** [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) | [Other Awesome Lists](./other-awesome-lists.md) diff --git a/v2-docs/devel-sites.md b/v2-docs/devel-sites.md index cedfaa2d..de8d6c2e 100644 --- a/v2-docs/devel-sites.md +++ b/v2-docs/devel-sites.md @@ -9,9 +9,20 @@ #### General Reference - - [developers.redhat.com: Red Hat Software Collections](https://developers.redhat.com/blog/2018/11/15/rhel8-introducing-appstreams) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. - - [developers.redhat.com: Red Hat Developer Toolset](https://developers.redhat.com/products/red-hat-developer-toolset) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. + - [python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now](https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookmark-right-now-eee01db63977) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now in the Kubernetes Tools ecosystem. - [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. + - [techrepublic.com: The best programming languages to learn in 2022](https://www.techrepublic.com/article/the-best-programming-languages-to-learn-in-2022) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: The best programming languages to learn in 2022 in the Kubernetes Tools ecosystem. + - [baeldung.com: Concurrency vs Parallelism](https://www.baeldung.com/cs/concurrency-vs-parallelism) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Concurrency vs Parallelism in the Kubernetes Tools ecosystem. + - [readwrite.com: Tech for Programmers in 2022: The Good, The Bad, and The' Ugly](https://readwrite.com/tech-for-programmers-in-2022-the-good-the-bad-and-the-ugly) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering readwrite.com: Tech for Programmers in 2022: The Good, The Bad, and The' Ugly in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How to Refactor a Codebase?](https://betterprogramming.pub/how-to-refactor-a-codebase-982772695078) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Refactor a Codebase? in the Kubernetes Tools ecosystem. + - [medium: 7 Best Java Design Pattern Books for Beginners and Experienced Programmers](https://medium.com/javarevisited/7-best-books-to-learn-design-patterns-for-java-programmers-5627b93eefdb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 7 Best Java Design Pattern Books for Beginners and Experienced Programmers in the Kubernetes Tools ecosystem. + - [shadman-jamil.medium.com: Most Useful Software Architecture Patterns](https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e171405292) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shadman-jamil.medium.com: Most Useful Software Architecture Patterns in the Kubernetes Tools ecosystem. + - [medium.com/@victor.ronin: Design your code for readability vs. writability](https://medium.com/@victor.ronin/design-your-code-for-readability-vs-writability-d42f04cc6f4d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@victor.ronin: Design your code for readability vs. writability in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How SOLID Remains Solid β€” Software Principles vs.' Patterns](https://betterprogramming.pub/how-solid-remains-solid-software-principles-vs-patterns-c77c623a628b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How SOLID Remains Solid β€” Software Principles vs.' Patterns in the Kubernetes Tools ecosystem. + - [softwarecollections.org](https://www.softwarecollections.org) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==softwarecollections.org== in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Red Hat Software Collections](https://developers.redhat.com/products/softwarecollections/overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: ==Red Hat Software Collections== in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Red Hat Developer Toolset](https://developers.redhat.com/products/developertoolset/overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: ==Red Hat Developer Toolset== in the Kubernetes Tools ecosystem. + - [medium.com/@jdxcode: 12 Factor CLI Apps](https://medium.com/@jdxcode/12-factor-cli-apps-dd3c227a0e46) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jdxcode: 12 Factor CLI Apps in the Kubernetes Tools ecosystem. ## Backend-as-a-Service ### Google Cloud @@ -170,5 +181,5 @@ - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/developerportals.md b/v2-docs/developerportals.md index 1d301646..9c8ee9a0 100644 --- a/v2-docs/developerportals.md +++ b/v2-docs/developerportals.md @@ -3,18 +3,6 @@ !!! info "Architectural Context" Detailed reference for API Marketplaces. API Management with API Gateways & Developer Portals in the context of Platform & Site Reliability. -## Application Architecture - -### API Management - -#### Platform Solutions - - - **(2021)** [Axway API Management](https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management) 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight introduces Axway's enterprise-grade API suite. Live Grounding verifies that full-lifecycle API management coordinates API design, discovery, security, and usage monitoring under a unified management plane. It acts as a de facto reference for corporate digital transformation plans. -### Enterprise Integration - -#### Resources - - - **(2022)** [axway.com/digitize](https://resources.axway.com) 🌟 [COMMUNITY-TOOL] β€” Curator Insight positions this as Axway's resource repository. Live Grounding shows it serves as an enterprise catalog containing whitepapers, technical case studies, and integration blueprints. It is best utilized for scoping architectural patterns across multi-cloud enterprise setups. ## Application Development ### Mobile @@ -31,13 +19,31 @@ #### General Reference + - [IBM API Connect](https://www.ibm.com/docs/en/api-connect) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem. + - [Open Banking](https://en.wikipedia.org/wiki/Open_banking) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Open Banking in the Kubernetes Tools ecosystem. + - [blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer](https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer in the Kubernetes Tools ecosystem. + - [medium.com/apache-apisix: 10 most common use cases of an API Gateway](https://medium.com/apache-apisix/10-most-use-cases-of-an-api-gateway-in-api-led-architecture-f4d7fa160dcf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/apache-apisix: 10 most common use cases of an API Gateway== in the Kubernetes Tools ecosystem. + - [API Landscape](https://www.apidays.co/api-landscape) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering API Landscape in the Kubernetes Tools ecosystem. - [dzone: RapidAPI Provides API Marketplace and Insight](https://dzone.com/articles/rapidapi-provides-api-marketplace-and-insight) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: RapidAPI Provides API Marketplace and Insight in the Kubernetes Tools ecosystem. - [API Management vs API Gateway: Where Does API Analytics and Monitoring Fit?](https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering API Management vs API Gateway: Where Does API Analytics and Monitoring Fit? in the Kubernetes Tools ecosystem. + - [medium: Kong API Gateway - From Zero to Production](https://medium.com/swlh/kong-api-gateway-zero-to-production-5b8431495ee) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kong API Gateway - From Zero to Production in the Kubernetes Tools ecosystem. + - [medium: KONG β€” The Microservice API Gateway](https://medium.com/@far3ns/kong-the-microservice-api-gateway-526c4ca0cfa6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: KONG β€” The Microservice API Gateway in the Kubernetes Tools ecosystem. + - [medium: Running services with Knative & Kong](https://medium.com/nerd-for-tech/running-services-with-knative-kong-3135c0d94dfa) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running services with Knative & Kong in the Kubernetes Tools ecosystem. - [dzone: Breaking Up a Monolithic Database with Kong](https://dzone.com/articles/breaking-up-a-monolithic-database-with-kong) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Breaking Up a Monolithic Database with Kong== in the Kubernetes Tools ecosystem. + - [medium.com/@martin.hodges: Why do I need an API Gateway on a Kubernetes' cluster](https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-cluster-c70f15da836c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Why do I need an API Gateway on a Kubernetes' cluster in the Kubernetes Tools ecosystem. + - [Axway API Management](https://www.axway.com/en/products/api-management/full-lifecycle-api-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Axway API Management in the Kubernetes Tools ecosystem. + - [axway.com/digitize](https://axway.com/digitize) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering axway.com/digitize in the Kubernetes Tools ecosystem. + - [medium.com/@_gdantas: Backstage and Terraform β€” A Powerful Combination for' Ops, Wonderful for Devs](https://medium.com/@_gdantas/backstage-and-terraform-a-powerful-combination-for-ops-wonderful-for-devs-c04ebce849f0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@_gdantas: Backstage and Terraform β€” A Powerful Combination for' Ops, Wonderful for Devs in the Kubernetes Tools ecosystem. - [dzone: Custom Rate Limiting for Microservices 🌟](https://dzone.com/articles/rate-limiting-for-microservices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Custom Rate Limiting for Microservices 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@jeevansathisocial: High-performance API gateway](https://medium.com/@jeevansathisocial/high-performance-api-gateway-3661d5a2fee0s-3661d5a2fee0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jeevansathisocial: High-performance API gateway in the Kubernetes Tools ecosystem. + - [developer.mobileconnect.io](https://developer.mobileconnect.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.mobileconnect.io in the Kubernetes Tools ecosystem. + - [Wikipedia: PSD2 - the Revised Payment Services Directive](https://en.wikipedia.org/wiki/Payment_Services_Directive) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: PSD2 - the Revised Payment Services Directive in the Kubernetes Tools ecosystem. + - [Santander APIs](https://developerhub.santander.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Santander APIs in the Kubernetes Tools ecosystem. + - [CaixaBank API Store](https://apistore.caixabank.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CaixaBank API Store in the Kubernetes Tools ecosystem. + - [Rabobank Developer Portal](https://developer.rabobank.nl) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Rabobank Developer Portal in the Kubernetes Tools ecosystem. ## Architecture -### API Management (1) +### API Management #### API Economy @@ -113,9 +119,6 @@ #### Claude Code - **(2025)** [==Claude Code Best Practice==](https://github.com/shanraisshan/claude-code-best-practice) ⭐ 57660 [MARKDOWN CONTENT] [GUIDE] 🌟🌟🌟🌟🌟 [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. -#### 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 Platforms ### Documentation @@ -226,13 +229,6 @@ #### Transport Layer Security - **(2020)** [howhttps.works](https://howhttps.works) [COMMUNITY-TOOL] β€” An interactive, visual educational resource designed to unpack the complex mechanics of the HTTPS protocol, TLS handshakes, and public key cryptography. Highly useful for onboarding developers to understand transport-layer security and key-exchange negotiations in web systems. -## Networking - -### Service Mesh - -#### 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. ## Platform Engineering ### Developer Portal @@ -247,41 +243,13 @@ #### Tutorials (1) - **(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 Architecture and .NET Development - -### 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. ## Software Engineering ### 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/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) [GUIDE] [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 - **(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. -#### 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. -### 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. -### Command-Line Utilities - -#### Terminal Emulators - - - **(2026)** [Warp: The Agentic Development Environment](https://www.warp.dev) [COMMUNITY-TOOL] β€” A modern, Rust-based terminal emulator incorporating AI agent assistance directly into the command-line interface. Reimagines input fields like text editors, supports real-time workspace collaboration, and native context-sharing for accelerated platform ops troubleshooting. -### Frontend Architecture - -#### Design Patterns (1) - - - **(2021)** [Clean Architecture on Frontend](https://bespoyasov.me/blog/clean-architecture-on-frontend) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Adapts Robert C. Martin's Clean Architecture principles to modern client-side frontend applications. Focuses on isolation of core business domains, UI frameworks, and data sources via explicit dependency inversion layers, simplifying testing and future framework transitions. ### Programming Paradigms #### Functional Programming @@ -289,5 +257,5 @@ - **(2023)** [github.com/readme/guides: Functional Programming 101](https://github.com/readme/guides/functional-programming-basics) [GUIDE] [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) | [Chaos Engineering](./chaos-engineering.md) | [QA](./qa.md) +πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) diff --git a/v2-docs/devops-tools.md b/v2-docs/devops-tools.md index a5af29fd..4f88bed4 100644 --- a/v2-docs/devops-tools.md +++ b/v2-docs/devops-tools.md @@ -3,6 +3,20 @@ !!! 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 + +#### 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 ### AI and Automation @@ -10,13 +24,6 @@ #### 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. -## Cloud Providers - -### AWS - -#### CICD and Security - - - **(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. ## Cluster Management ### GUI Tools @@ -42,9 +49,17 @@ ### CICD and Delivery -#### Developer Productivity +#### Developer Productivity (1) - **(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 + + - **(2025)** [PMEase QuickBuild](https://www.pmease.com) [JAVA CONTENT] [ADVANCED LEVEL] [LEGACY] β€” A powerful commercial build and configuration management tool geared towards large enterprises. Combines high-capacity agents, visual dependency chains, and precise audit trails for legacy and cloud-native workloads. +### Platform Engineering + +#### Kubernetes Management + + - **(2025)** [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh) [GO CONTENT] [COMMUNITY-TOOL] β€” A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. Canine simplifies native container deployments and configurations, reducing cognitive load and shortening inner-loop development iterations. ## DevOps and Platform Engineering ### Architecture and Orchestration @@ -93,9 +108,6 @@ ### AI Code Assistants -#### Effort Frameworks - - - **(2026)** [Cursor Bugbot Effort Levels Documentation](https://cursor.com/docs/bugbot#effort-levels) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” This reference document outlines the effort metrics and execution paradigms utilized by Cursor's Bugbot tool inside the editor context. It guides development teams in managing priority levels for automated debugging routines across repositories. #### 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. @@ -120,7 +132,7 @@ - **(2023)** [devopscube.com: Vagrant Tutorial For Beginners: Getting Started Guide 🌟](https://devopscube.com/vagrant-tutorial-beginners) [N/A CONTENT] [GUIDE] [COMMUNITY-TOOL] [GUIDE] β€” An introductory guide to Vagrant for configuring local virtual machine environments. It explains how to write Vagrantfiles, configure local networks, and run provisioning engines like Ansible to ensure consistent local developer environments. ## Kubernetes and Container Orchestration -### Platform Engineering +### Platform Engineering (1) #### AppOps and GitOps @@ -129,8 +141,23 @@ ### General Reference + - [geekflare.com: devops-tools](https://geekflare.com/devops/config-management-tools) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem. + - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Vault 2.0 UI Enhancements and Reporting Improvements in the Kubernetes Tools ecosystem. + - [medium: Technologies & Tools to Watch in 2021 🌟](https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Technologies & Tools to Watch in 2021 🌟 in the Kubernetes Tools ecosystem. + - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack in the Kubernetes Tools ecosystem. - [dzone.com: DevOps Toolchain for Beginners 🌟](https://dzone.com/articles/devops-toolchain-for-beginners) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: DevOps Toolchain for Beginners 🌟 in the Kubernetes Tools ecosystem. - [guru99.com: 30 Best DevOps Tools & Technologies](https://www.guru99.com/devops-tools.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: 30 Best DevOps Tools & Technologies in the Kubernetes Tools ecosystem. + - [edureka.com: Top 10 DevOps Tools You Must Know In 2020](https://www.c/blog/top-10-devops-tools) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering edureka.com: Top 10 DevOps Tools You Must Know In 2020 in the Kubernetes Tools ecosystem. + - [medium: DevOps tools Handbook 🌟](https://medium.com/@anujsharma12feb/devops-tools-handbook-b42487a53353) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DevOps tools Handbook 🌟 in the Kubernetes Tools ecosystem. + - [zigiwave.medium.com: Top 10 Tools your DevOps Teams Should Use in 2022](https://zigiwave.medium.com/top-10-tools-your-devops-teams-should-use-in-2022-569700f40426) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zigiwave.medium.com: Top 10 Tools your DevOps Teams Should Use in 2022 in the Kubernetes Tools ecosystem. + - [faun.pub: Top 10 uncommon DevOps tools you should know](https://faun.pub/top-10-uncommon-devops-tools-you-should-know-f4f4464ec7f3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Top 10 uncommon DevOps tools you should know in the Kubernetes Tools ecosystem. + - [medium.com/leapp-cloud: Top 10 uncommon DevOps tools you should know](https://medium.com/leapp-cloud/top-10-uncommon-devops-tools-you-should-know-91dadde9777e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/leapp-cloud: Top 10 uncommon DevOps tools you should know in the Kubernetes Tools ecosystem. + - [medium.com/4th-coffee: 10 New DevOps Tools to Watch in 2023 🌟](https://medium.com/4th-coffee/10-new-devops-tools-to-watch-in-2023-e974dbb1f1bb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: 10 New DevOps Tools to Watch in 2023 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/4th-coffee: 10 Best DevOps Tools for Start-ups](https://medium.com/4th-coffee/10-best-devops-tools-for-start-ups-91eb69bc3128) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: 10 Best DevOps Tools for Start-ups in the Kubernetes Tools ecosystem. + - [Relay](https://relay.sh) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Relay in the Kubernetes Tools ecosystem. + - [Web-Check](https://web-check.xyz) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web-Check in the Kubernetes Tools ecosystem. + - [blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments](https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1c111a7ba1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments in the Kubernetes Tools ecosystem. + - [medium.com/cp-massive-programming: Deploying Devtron in a Local K8s Kind' Cluster using Terraform](https://medium.com/cp-massive-programming/deploying-devtron-in-a-local-k8s-kind-cluster-using-terraform-cea9d4d9636) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cp-massive-programming: Deploying Devtron in a Local K8s Kind' Cluster using Terraform in the Kubernetes Tools ecosystem. ## Local Developer Environment ### Container Runtime Setup @@ -150,28 +177,7 @@ #### 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. -## Operations - -### Automation - -#### Workflow Engines - - - **(2021)** [Relay](https://www.puppet.com) 🌟 [COMMUNITY-TOOL] β€” Curator Insight positions Relay as an event-driven DevOps automated response system. Live Grounding reveals that while Puppet has shifted its core focus, Relay pioneered trigger-based cloud infrastructure remediation workflows. It offers valuable historical design insights for serverless runbook systems. -## Orchestration and Packaging - -### Cloud-Native Delivery - -#### 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. -## Software Engineering - -### 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] [GUIDE] [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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/devops.md b/v2-docs/devops.md index 2869561c..99542b8f 100644 --- a/v2-docs/devops.md +++ b/v2-docs/devops.md @@ -9,18 +9,71 @@ #### General Reference - - [devopslearners.com](https://devopslearners.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com in the Kubernetes Tools ecosystem. - - [reddit.com/r/devops](https://www.reddit.com/r/devops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/devops in the Kubernetes Tools ecosystem. + - [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] β€” A curated technical resource and architectural guide covering thenewstack.io in the Kubernetes Tools ecosystem. + - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud/tagged/devops in the Kubernetes Tools ecosystem. + - [medium: 6 key areas to improve your DevOps performance](https://medium.com/codex/6-key-areas-to-improve-your-devops-performance-f4c4226feb25) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 6 key areas to improve your DevOps performance in the Kubernetes Tools ecosystem. + - [dzone.com/trendreports/devops-3: DevOps](https://dzone.com/trendreports/devops-3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com/trendreports/devops-3: DevOps== in the Kubernetes Tools ecosystem. + - [yourdevopsmentor.com: How to become a DevOps engineer – 5 easy steps](https://yourdevopsmentor.com/blog/how-to-become-a-devops-engineer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yourdevopsmentor.com: How to become a DevOps engineer – 5 easy steps 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. + - [medium.com/@polatatc: Terraform; the most demanded DevOps skill!](https://medium.com/@polatatc/terraform-the-most-demanded-devops-skill-88c461641e7b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@polatatc: Terraform; the most demanded DevOps skill! 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. - [Dzone: Configuration Drift 🌟](https://dzone.com/articles/configuration-drift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Configuration Drift 🌟 in the Kubernetes Tools ecosystem. + - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: DevOps in the Kubernetes Tools ecosystem. + - [How to be a great DevOps Engineer 🌟](https://blog.shippable.com/how-to-be-a-great-devops-engineer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to be a great DevOps Engineer 🌟 in the Kubernetes Tools ecosystem. - [dzone: Are You Stuck in the New DevOps Matrix From Hell? 🌟](https://dzone.com/articles/are-you-stuck-in-the-new-devops-matrix-from-hell) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Are You Stuck in the New DevOps Matrix From Hell? 🌟 in the Kubernetes Tools ecosystem. + - [medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas)](https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-7618492a09d8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas) in the Kubernetes Tools ecosystem. + - [medium: How to Become a DevOps Engineer in 2020 (Shane Shown)](https://medium.com/swlh/how-to-become-an-devops-engineer-in-2020-80b8740d5a52) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Become a DevOps Engineer in 2020 (Shane Shown) in the Kubernetes Tools ecosystem. + - [Digestible DevOps: The 7 DevOps Practices](https://levelup.gitconnected.com/digestible-devops-the-7-devops-practices-8bd8b34e1418) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Digestible DevOps: The 7 DevOps Practices in the Kubernetes Tools ecosystem. + - [Hating code of others](https://statemanagement.substack.com/p/hating-the-code-of-others) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hating code of others in the Kubernetes Tools ecosystem. - [dzone: DevOps Guide: Implementing Four-Eyes Principle With Process Automation' Tooling](https://dzone.com/articles/devops-guide-implementing-four-eyes-principle-with) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DevOps Guide: Implementing Four-Eyes Principle With Process Automation' Tooling in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: A Beginner’s Introduction To DevOps Principles](https://www.cloudsavvyit.com/3233/a-beginners-introduction-to-devops-principles) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: A Beginner’s Introduction To DevOps Principles in the Kubernetes Tools ecosystem. + - [sysadmin.prod.acquia-sites.com: 10 container guides for sysadmins](https://sysadmin.prod.acquia-sites.com/sysadmin/container-guides-2020) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sysadmin.prod.acquia-sites.com: 10 container guides for sysadmins in the Kubernetes Tools ecosystem. - [dzone: 15 DevOps Trends to Expect in 2021 🌟](https://dzone.com/articles/15-devops-trends-to-expect-in-2021) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 15 DevOps Trends to Expect in 2021 🌟 in the Kubernetes Tools ecosystem. + - [devops.com: 5 Steps to Successful DevOps Culture](https://devops.com/five-steps-to-successful-devops-culture) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.com: 5 Steps to Successful DevOps Culture in the Kubernetes Tools ecosystem. + - [medium.com: DevOps, Observability, and the need to tear down organizational' boundaries 🌟](https://medium.com/lightstephq/devops-observability-and-the-need-to-tear-down-organizational-boundaries-f5d25755ff3a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: DevOps, Observability, and the need to tear down organizational' boundaries 🌟 in the Kubernetes Tools ecosystem. + - [itproportal.com: How to implement DevOps successfully in 2021 🌟](https://www.itproportal.com/features/how-to-implement-devops-successfully-in-2021) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itproportal.com: How to implement DevOps successfully in 2021 🌟 in the Kubernetes Tools ecosystem. + - [medium: Digital Transformation for Modern Enterprises Through DevOps β€” A' Complete Guide](https://medium.com/hackernoon/digital-transformation-for-modern-enterprises-through-devops-a-complete-guide-6f595463c7dd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Digital Transformation for Modern Enterprises Through DevOps β€” A' Complete Guide in the Kubernetes Tools ecosystem. + - [puppet.com: The 2021 State of DevOps Report is here! 🌟](https://puppet.com/resources/report/2021-state-of-devops-report) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering puppet.com: The 2021 State of DevOps Report is here! 🌟 in the Kubernetes Tools ecosystem. + - [devops.com: 5 Tips for a Successful DevOps Implementation](https://devops.com/5-tips-for-a-successful-devops-implementation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.com: 5 Tips for a Successful DevOps Implementation in the Kubernetes Tools ecosystem. + - [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. + - [blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and' Responsibilities](https://blog.udemy.com/devops-engineer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and' Responsibilities== in the Kubernetes Tools ecosystem. + - [medium.com/@hunkarbozkurt: What is DevOps? How Was DevOps Derived?](https://medium.com/@hunkarbozkurt/what-is-devops-how-was-devops-derived-660ef47d42d6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hunkarbozkurt: What is DevOps? How Was DevOps Derived? in the Kubernetes Tools ecosystem. + - [blog.devops.dev: Devops Best Practices for Continuous Delivery 🌟](https://blog.devops.dev/devops-best-practices-for-continuous-delivery-2f0ebbae65c6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Devops Best Practices for Continuous Delivery 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@devfire: How To Become a DevOps Engineer In Six Months or Less,' Part 6: Observe](https://medium.com/@devfire/how-to-become-a-devops-engineer-in-six-months-or-less-part-7-monitor-47c61aea0bf7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@devfire: How To Become a DevOps Engineer In Six Months or Less,' Part 6: Observe in the Kubernetes Tools ecosystem. + - [rcls.medium.com: Stop calling yourselves DevOps engineers](https://rcls.medium.com/stop-calling-yourselves-devops-engineers-f9dfec382d0d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rcls.medium.com: Stop calling yourselves DevOps engineers in the Kubernetes Tools ecosystem. + - [medium.com/agileinsider: DevOps Principles and Practices Explained in Ten' Minutes](https://medium.com/agileinsider/devops-principles-and-practices-explained-in-ten-minutes-6cec7e1dae6d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/agileinsider: DevOps Principles and Practices Explained in Ten' Minutes in the Kubernetes Tools ecosystem. + - [medium.com/@perspectivementor: 6 Essential Skills for Landing a DevOps Job' in 2024](https://medium.com/@perspectivementor/6-essential-skills-for-landing-a-devops-job-in-2024-88f6c19341d7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@perspectivementor: 6 Essential Skills for Landing a DevOps Job' in 2024 in the Kubernetes Tools ecosystem. + - [medium.com/keptn: DORA metrics: automatically, for all your Kubernetes workloads](https://medium.com/keptn/dora-metrics-automatically-for-all-your-kubernetes-workloads-42225f4b8515) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/keptn: DORA metrics: automatically, for all your Kubernetes workloads in the Kubernetes Tools ecosystem. + - [medium: The Complete DevOps RoadMap 🌟](https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Complete DevOps RoadMap 🌟 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. + - [datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from' DevOps](https://www.datacenterdynamics.com/en/opinions/why-netops-needs-a-digital-sandbox-to-benefit-from-devops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from' DevOps 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. + - [Zebrium](https://www.zebrium.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Zebrium in the Kubernetes Tools ecosystem. + - [medium.com/agorapulse-stories: Platform Engineering, Part 3: WHEN & HOW' to Build an Internal Developer Platform](https://medium.com/agorapulse-stories/platform-engineering-part-3-when-how-to-build-an-internal-developer-platform-cfb22efcca34) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/agorapulse-stories: Platform Engineering, Part 3: WHEN & HOW' to Build an Internal Developer Platform in the Kubernetes Tools ecosystem. + - [devops.com: What’s the Difference Between DevOps and Platform Engineering?](https://devops.com/whats-the-difference-between-devops-and-platform-engineering) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.com: What’s the Difference Between DevOps and Platform Engineering? in the Kubernetes Tools ecosystem. + - [medium.com/@rphilogene: What’s an Internal Developer Platform?](https://medium.com/@rphilogene/whats-an-internal-developer-platform-8f52fb367552) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rphilogene: What’s an Internal Developer Platform? in the Kubernetes Tools ecosystem. + - [medium.com/devoptimism: DevOps+Platform Engineering: A Necessary Love Story' of Efficiency](https://medium.com/devoptimism/devops-platform-engineering-a-necessary-love-story-of-efficiency-783dff78fd81) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devoptimism: DevOps+Platform Engineering: A Necessary Love Story' of Efficiency in the Kubernetes Tools ecosystem. + - [medium.com/@rphilogene: Platform Engineering #7: Internal Developer Platform' vs. Internal Developer Portal](https://medium.com/@rphilogene/platform-engineering-7-internal-developer-platform-vs-internal-developer-portal-05c33658891b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rphilogene: Platform Engineering #7: Internal Developer Platform' vs. Internal Developer Portal in the Kubernetes Tools ecosystem. + - [fernandovillalba.substack.com: DevOps: Don't destroy silos, transform them](https://fernandovillalba.substack.com/p/devops-dont-destroy-silos-transform) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fernandovillalba.substack.com: DevOps: Don't destroy silos, transform them in the Kubernetes Tools ecosystem. + - [overcast.blog: 15 Cloud-Native DevOps Tools You Should Know](https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overcast.blog: 15 Cloud-Native DevOps Tools You Should Know in the Kubernetes Tools ecosystem. + - [medium.com/spacelift: Platform Engineering vs. DevOps](https://medium.com/spacelift/platform-engineering-vs-devops-ade389ce819e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/spacelift: Platform Engineering vs. DevOps in the Kubernetes Tools ecosystem. + - [medium.com/@rphilogene: Top 10 Platform Engineering Tools You Should Consider' in 2024](https://medium.com/@rphilogene/top-10-platform-engineering-tools-you-should-consider-in-2024-892e6e211b85) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@rphilogene: Top 10 Platform Engineering Tools You Should Consider' in 2024== in the Kubernetes Tools ecosystem. + - [reddit.com/r/devops](https://www.reddit.com/r/devops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/devops in the Kubernetes Tools ecosystem. +## Architecture + +### Patterns + +#### Twelve-Factor App + + - **(2023)** [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide) [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 +### Agentic Systems + +#### 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 - **(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. @@ -31,6 +84,20 @@ #### 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 + +### 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. +## Career and Interview Preparation + +### Interview Prep + +#### Cloud Networking + + - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?](https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An architectural scenario walkthrough evaluating VPC partition layout designs. Focuses on address planning, NAT placements, security group hierarchies, and transit routing rules within high-availability clouds. ## Chaos Engineering ### Curated Playbooks @@ -38,6 +105,13 @@ #### 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 Application Platforms + +### Azure App Service + +#### App Service Diagnostics + + - **(2025)** [**Azure App Service Auto-Heal: Capturing Relevant Data During Performance Issues**](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A technical breakdown of the Azure App Service Auto-Heal capability, showing how to trigger automated mitigation actions during performance regressions. It explains how to collect diagnostic artifacts, such as thread dumps, memory dumps, and profiler traces, right before an instance restarts. This proactive debugging practice prevents transient microservice failures from escalating into major outages. ## Cloud Architecture ### Multicloud Solutions @@ -62,9 +136,17 @@ #### Developer Workflows - **(2021)** [thenewstack.io: 5 Cloud Automation Tips for Developers and DevOps](https://thenewstack.io/5-cloud-automation-tips-for-developers-and-devops) [COMMUNITY-TOOL] β€” Details actionable cloud infrastructure and automation recommendations. Focuses on orchestrating stateless and stateful resources using modular IaC formats, automating dynamic ephemeral staging environments, and implementing declarative cloud drift reconciliation systems. +#### 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 - **(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 + +#### 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. ### Network Infrastructure #### NetDevOps @@ -82,6 +164,13 @@ #### 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 + + - **(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 ### DevOps (1) @@ -151,11 +240,23 @@ - **(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 +### 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. +## DevOps and Learning Resources + +### Video Courses + +#### Ansible (1) + + - **(2022)** [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p) [COMMUNITY-TOOL] β€” An extensive video tutorial series mapping out foundational DevOps patterns using Ansible. Progresses from single-target ad-hoc commands to complex corporate role orchestration. ## DevOps and Platforms ### Automation (2) @@ -238,7 +339,7 @@ #### Upskilling Directories - **(2022)** [orange-quarter.com: Upskill yourself with these 5 DevOps resources](https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources) [EN CONTENT] [COMMUNITY-TOOL] β€” Curator Insight: Lists top educational channels including dzone, Arrested DevOps, and Devopsdays. Live Grounding: Connects platform developers with specialized podcasts, community conferences, and interactive platforms to fast-track career evolution. -### Security +### Security (1) #### Threat Modeling @@ -250,9 +351,9 @@ - **(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 +### CICD Pipelines (1) -#### Architecture +#### Architecture (1) - **(2023)** [devops.com: he Real Pipeline](https://devops.com/the-real-pipeline) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Exposes the reality of modern continuous delivery pipelines, contrasting linear textbook designs against highly complex, non-linear feedback loops. Curator highlights stress the integration of multi-stage automated tests. Live architectural reviews in 2026 show that successful enterprise implementations rely heavily on policy-as-code and canary release orchestration rather than simple, step-by-step automated deployment scripts. #### Tool Integrations @@ -333,6 +434,9 @@ ### Organizational Design +#### Culture and Governance + + - **(2023)** [**blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟**](https://blogs.vmware.com/cloud-foundation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing platform teams to enable developers. #### DevOps Bottlenecks - **(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. @@ -555,7 +659,7 @@ #### Entra ID -##### Infrastructure as Code +##### 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 @@ -583,7 +687,7 @@ #### 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 (1) +### Infrastructure as Code (2) #### Automation (3) @@ -591,25 +695,35 @@ #### Drift Detection (1) - **(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 (1) +### Security (2) -#### Infrastructure as Code (2) +#### 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 (3) +## Infrastructure as Code (4) +### CICD and Delivery + +#### Self-Hosted Runners + + - **(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 #### Overview (2) - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state as declarative, version-controlled code. -## Management and Strategy +### Terraform -### DevOps Culture (1) +#### Entra ID Integration -#### Industry Reports + - **(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. +## Management - - **(2021)** [**puppet.com: The 2021 State of DevOps Report is here! 🌟**](https://www.puppet.com/resources/state-of-devops-report) 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantifiable performance metrics comparing elite, high, and low performing technical teams worldwide. Highly valuable resource for strategic cloud planning. +### Observability + +#### Governance + + - **(2021)** [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0) [COMMUNITY-TOOL] β€” Explores organizational boundaries and team responsibilities, discussing whether application developers, SRE teams, or dedicated platform engineers should own observability setups. Curator Insight: Ownership discussion in tech governance. Live Grounding: Highlights that shared ownership templates yield the highest developer-experience improvements. ## Methodology (1) ### Critique @@ -637,6 +751,20 @@ #### Application Delivery (1) - **(2020)** [thenewstack.io: From DevOps to DevApps. Event-Driven Architecture 🌟](https://thenewstack.io/from-devops-to-devapps) [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Highlights the adoption of asynchronous architectures. Demonstrates how event-driven loops alter traditional deployments, replacing synchronous HTTP endpoints with resilient event streaming pipelines. +## Networking + +### CNI + +#### 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) @@ -674,14 +802,14 @@ #### 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 (1) +### Architecture (2) #### 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) -#### Strategy +#### 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. ### Community Hub @@ -701,12 +829,17 @@ - **(2023)** [dev.to/thenjdevopsguy: What Is Platform Engineering (And What Is It Not?)](https://dev.to/thenjdevopsguy/what-is-platform-engineering-and-what-is-it-not-2jb8) [COMMUNITY-TOOL] β€” Clarifies the core definition of Platform Engineering by highlighting key industry anti-patterns. Emphasizes that simply renaming a DevOps team to a Platform team without introducing product-centric paradigms and developer self-service fails to yield the desired operational efficiencies. ### Design Methodology -#### Architecture (2) +#### 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) + +#### 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. ### DevOps Evolution -#### Observability +#### Observability (1) - **(2023)** [honeycomb.io: The Future of Ops Is Platform Engineering 🌟](https://www.honeycomb.io/blog/future-ops-platform-engineering) [COMMUNITY-TOOL] β€” Examines the structural transition of operations roles towards platform-centric models. Emphasizes how telemetry, observability, and structured logging serve as fundamental pillars in building reliable internal platforms that empower development teams without sacrificing system reliability. #### Spanish Resources @@ -757,7 +890,7 @@ - **(2026)** [infoq.com: InfoQ platform engineering homepage](https://www.infoq.com/platformengineering) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An aggregator of advanced architectural videos, expert presentations, and technical reports on platform design. Serves as a vital industry reference for software architects looking to deploy high-density platforms, covering topics from IDP backends to platform runtimes. ### Industry Trends (1) -#### Articles +#### 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) @@ -773,6 +906,14 @@ #### Cloud Architecture (1) - **(2023)** [dev.to: Platform Engineering and Internal Developer Platform (IDP)](https://dev.to/aws-builders/platform-engineering-and-internal-developer-platform-3deb) [COMMUNITY-TOOL] β€” Explores AWS-specific implementations and patterns of Platform Engineering and IDPs. Details the boundaries between application code, infrastructure as code (IaC), and platform orchestrators to create repeatable golden paths for development teams. +### Internal Developer Platforms + +#### Architecture (4) + + - **(2024)** [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide) [COMMUNITY-TOOL] β€” Analyzes five primary use cases of Internal Developer Platforms (IDPs). Highlights automated environment provisioning, self-service continuous delivery pipelines, unified application configuration, access management, and infrastructure observability to optimize the developer experience. +#### 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) #### IDP Implementation @@ -800,7 +941,7 @@ - **(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 -#### Security (2) +#### Security (3) - **(2023)** [thenewstack.io: The 6 Pillars of Platform Engineering: Part 1 β€” Security](https://thenewstack.io/the-6-pillars-of-platform-engineering-part-1-security) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines the security pillar of Platform Engineering, showing how to bake access control, compliance, vulnerability scanning, and secrets management directly into the paved path. This strategy ensures security compliance is passive and frictionless for product developers. ### Product Management @@ -818,13 +959,11 @@ #### Developer Hub - **(2024)** [piotrminkowski.com: IDP on OpenShift with Red Hat Developer Hub](https://piotrminkowski.com/2024/07/04/idp-on-openshift-with-red-hat-developer-hub) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Hands-on technical blueprint demonstrating how to design and build an IDP utilizing Red Hat Developer Hub (based on Backstage) on top of Red Hat OpenShift. Explores deployment templates, catalog integration, cluster authentication, and secure GitOps-driven application pipelines. -## Platform Observability +## Product Management (1) -### AIOps and Logging +### Methodology (2) -#### Log Analytics - - - **(2024)** [Zebrium](https://sciencelogic.com/platform/skylar-advisor) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Detailed overview of Skylar Advisor (formerly Zebrium), an advanced log analysis engine using machine learning to detect patterns and pinpoint root causes of software anomalies in cloud-native applications. Minimizes the need for manual alert rules and query construction by automatically highlighting architectural system failures. + - **(2020)** [mindtheproduct.com: The Product Managers’ Guide to Continuous Delivery and DevOps 🌟🌟](https://www.mindtheproduct.com/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us) [GUIDE] 🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Bridges the gap between technical release pipelines and business product management. Explains DevOps principles, release gating, and CD strategies to align cross-functional teams with deployment automation architectures. ## Quality Assurance (1) ### Test Automation @@ -858,12 +997,17 @@ #### 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. -## Strategy (1) +### 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 - **(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:** [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md) | [QA](./qa.md) +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) diff --git a/v2-docs/devsecops.md b/v2-docs/devsecops.md index 635a3df6..2a48d6fe 100644 --- a/v2-docs/devsecops.md +++ b/v2-docs/devsecops.md @@ -3,30 +3,120 @@ !!! info "Architectural Context" Detailed reference for DevSecOps and Security. Container in the context of Hardened Infrastructure. +## Application Development + +### Cloud-Native Java + +#### Tanzu Framework + + - **(2022)** [tanzu.vmware.com: Microservices with Spring Cloud Kubernetes Reference Architecture 🌟](https://www.vmware.com/products/app-platform/tanzu) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Provides the canonical reference architecture for running high-scale Spring Cloud applications natively on Kubernetes. Evaluates Spring Cloud Kubernetes integrations for service discovery, centralized configuration via ConfigMaps, and seamless external secrets management, aligning with 2026 Tanzu application platform standards. ## Architectural Foundations ### Kubernetes Tools #### General Reference - - [developers.redhat.com: Authentication and authorization using the Keycloak REST API](https://developers.redhat.com/blog/authentication-and-authorization-using-the-keycloak-rest-api) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. + - [armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed to the latest K8s Symlink vulnerability (CVE-2021-25741)](https://www.armosec.io/cve-vulnerability-database) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.armosec.io in the Kubernetes Tools ecosystem. + - [Exploring the (lack of) security in a typical Docker and Kubernetes installation](https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-and-kubernets-installation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Exploring the (lack of) security in a typical Docker and Kubernetes installation in the Kubernetes Tools ecosystem. + - [securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together](https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together in the Kubernetes Tools ecosystem. + - [addteq.com: The REAL Difference between DevOps and DevSecOps](https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devsecops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering addteq.com: The REAL Difference between DevOps and DevSecOps in the Kubernetes Tools ecosystem. + - [techrepublic.com: DevOps is getting code released faster than ever. But' security is lagging behind](https://www.techrepublic.com/article/devops-is-getting-code-released-faster-than-ever-but-security-is-lagging-behind) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: DevOps is getting code released faster than ever. But' security is lagging behind in the Kubernetes Tools ecosystem. + - [bbvanexttechnologies.com: FilosofΓ­a DevSecOps en el desarrollo de aplicaciones' sobre Azure](https://www.bbvanexttechnologies.com/blogs/filosofia-devsecops-en-el-desarrollo-de-aplicaciones-sobre-azure) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bbvanexttechnologies.com: FilosofΓ­a DevSecOps en el desarrollo de aplicaciones' sobre Azure in the Kubernetes Tools ecosystem. - [dzone: Security Matters: Vulnerability Scanning Done Right! 🌟](https://dzone.com/articles/security-matters-vulnerability-scanning-done-right-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Security Matters: Vulnerability Scanning Done Right!== 🌟 in the Kubernetes Tools ecosystem. + - [infosecwriteups.com: How I Discovered Thousands of Open Databases on AWS](https://infosecwriteups.com/how-i-discovered-thousands-of-open-databases-on-aws-764729aa7f32) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==infosecwriteups.com: How I Discovered Thousands of Open Databases on AWS== in the Kubernetes Tools ecosystem. + - [bridgecrew.io: 6 key Kubernetes DevSecOps principles: People, processes,' technology](https://bridgecrew.io/blog/kubernetes-devsecops-principles) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==bridgecrew.io: 6 key Kubernetes DevSecOps principles: People, processes,' technology== in the Kubernetes Tools ecosystem. + - [medium.com/microservices-learning: How to implement security for microservices](https://medium.com/microservices-learning/how-to-implement-security-for-microservices-89b140d3e555) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/microservices-learning: How to implement security for microservices== in the Kubernetes Tools ecosystem. + - [medium.com/@anshuman2121: DevSecOps: Implement security on CICD Pipeline](https://medium.com/@anshuman2121/devsecops-implement-security-on-cicd-pipeline-19eb7aa22626) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@anshuman2121: DevSecOps: Implement security on CICD Pipeline in the Kubernetes Tools ecosystem. + - [medium.com/@jonathan_37674: What have we learned from scanning over 10K' Kubernetes Clusters? 🌟](https://medium.com/@jonathan_37674/what-have-we-learned-from-scanning-over-10k-kubernetes-clusters-b0ac6b250427) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: What have we learned from scanning over 10K' Kubernetes Clusters? 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/technology-hits: Incomplete Guide for Securing Containerized' Environment 🌟](https://medium.com/technology-hits/incomplete-guide-for-securing-containerized-environment-78b57fc3238) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/technology-hits: Incomplete Guide for Securing Containerized' Environment== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@jonathan_37674: How to Keep your CI/CD Pipelines Secure? | ARMO](https://medium.com/@jonathan_37674/how-to-keep-your-ci-cd-pipelines-secure-armo-8e962bc51fb6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: How to Keep your CI/CD Pipelines Secure? | ARMO in the Kubernetes Tools ecosystem. + - [betanews.com: Cloud security is complex -- but most vulnerabilities fall' into three key categories](https://betanews.com/2022/10/22/cloud-security-is-complex-but-most-vulnerabilities-fall-into-three-key-categories) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betanews.com: Cloud security is complex -- but most vulnerabilities fall' into three key categories== in the Kubernetes Tools ecosystem. + - [medium.com/@pbijjala: Container security, an eco system view](https://medium.com/@pbijjala/container-security-an-eco-system-183dbffdf2d8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@pbijjala: Container security, an eco system view== in the Kubernetes Tools ecosystem. + - [medium.com/google-cloud: Shifting (even further) Left on Kubernetes Resource' Compliance](https://medium.com/google-cloud/shifting-even-further-left-on-kubernetes-resource-compliance-8f96fb8c72eb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Shifting (even further) Left on Kubernetes Resource' Compliance in the Kubernetes Tools ecosystem. - [dzone.com: How To Manage Vulnerabilities in Modern Cloud-Native Applications](https://dzone.com/articles/how-to-manage-vulnerabilities-in-modern-cloud-nati) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: How To Manage Vulnerabilities in Modern Cloud-Native Applications in the Kubernetes Tools ecosystem. + - [blog.devops.dev: End-to-End DevSecOps Kubernetes Project](https://blog.devops.dev/end-to-end-devsecops-kubernetes-project-4259f90722ef) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: End-to-End DevSecOps Kubernetes Project in the Kubernetes Tools ecosystem. + - [blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins](https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins in the Kubernetes Tools ecosystem. - [dzone.com: What Is Zero Trust Security? 🌟](https://dzone.com/articles/what-is-zero-trust-security) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: What Is Zero Trust Security? 🌟 in the Kubernetes Tools ecosystem. + - [securityboulevard.com: Implementing Zero-Trust Security With Service Mesh' and Kubernetes](https://securityboulevard.com/2022/10/implementing-zero-trust-security-with-service-mesh-and-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering securityboulevard.com: Implementing Zero-Trust Security With Service Mesh' and Kubernetes in the Kubernetes Tools ecosystem. - [cncf.io: Seven zero trust rules for Kubernetes](https://www.cncf.io/blog/2022/11/04/seven-zero-trust-rules-for-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Seven zero trust rules for Kubernetes in the Kubernetes Tools ecosystem. + - [devops.com: DevOps Security: Your Complete Checklist](https://devops.com/devops-security-your-complete-checklist) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.com: DevOps Security: Your Complete Checklist in the Kubernetes Tools ecosystem. + - [medium.com/getindata-blog: OAuth2-based authentication on Istio-powered' Kubernetes clusters 🌟](https://medium.com/getindata-blog/oauth2-based-authentication-on-istio-powered-kubernetes-clusters-2bd0999b7332) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/getindata-blog: OAuth2-based authentication on Istio-powered' Kubernetes clusters 🌟 in the Kubernetes Tools ecosystem. + - [manfredmlange.medium.com: Containerized Keycloak in Development](https://manfredmlange.medium.com/containerized-keycloak-in-development-2f9d079ec4a3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering manfredmlange.medium.com: Containerized Keycloak in Development in the Kubernetes Tools ecosystem. - [dzone: DevOps Pipeline Quality Gates: A Double-Edged Sword](https://dzone.com/articles/devops-pipeline-quality-gates-a-double-edged-sword) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: DevOps Pipeline Quality Gates: A Double-Edged Sword in the Kubernetes Tools ecosystem. + - [medium: Focusing on the DevOps Pipeline 🌟](https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833d15edf0bd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Focusing on the DevOps Pipeline 🌟 in the Kubernetes Tools ecosystem. - [cncf.io: Identifying Kubernetes Config Security Threats: Pods Running as' Root](https://www.cncf.io/blog/2020/06/16/identifying-kubernetes-config-security-threats-pods-running-as-root) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Identifying Kubernetes Config Security Threats: Pods Running as' Root in the Kubernetes Tools ecosystem. + - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD in the Kubernetes Tools ecosystem. + - [Project Calico](https://www.projectcalico.org) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Project Calico in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Kubernetes Security With Falco](https://betterprogramming.pub/kubernetes-security-with-falco-2eb060d3ae7d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Kubernetes Security With Falco in the Kubernetes Tools ecosystem. + - [vashishtsumit89.medium.com: Security/Pen Testing: A guide to run OWASP Zap' headless in containers for CI/CD pipeline](https://vashishtsumit89.medium.com/security-pen-testing-a-guide-to-run-owasp-zap-headless-in-containers-for-ci-cd-pipeline-ddb580dae3c8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vashishtsumit89.medium.com: Security/Pen Testing: A guide to run OWASP Zap' headless in containers for CI/CD pipeline in the Kubernetes Tools ecosystem. + - [securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities](https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerabilities) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities in the Kubernetes Tools ecosystem. + - [gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟](https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@nanditasahu031: DevSecOps β€” Implementing Secure CI/CD Pipelines' 🌟](https://medium.com/@nanditasahu031/devsecops-implementing-secure-ci-cd-pipelines-9653726b4916) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: DevSecOps β€” Implementing Secure CI/CD Pipelines' 🌟 in the Kubernetes Tools ecosystem. + - [medium: Verify Container Image Signatures in Kubernetes using Notary or' Cosign or both](https://medium.com/sse-blog/verify-container-image-signatures-in-kubernetes-using-notary-or-cosign-or-both-c25d9e79ec45) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Verify Container Image Signatures in Kubernetes using Notary or' Cosign or both in the Kubernetes Tools ecosystem. + - [justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper) in the Kubernetes Tools ecosystem. + - [medium.com/@slimm609: Secure image signing with Cosign and AWS KMS](https://medium.com/@slimm609/secure-image-signing-with-cosign-and-aws-kms-82bc25d7fdae) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@slimm609: Secure image signing with Cosign and AWS KMS in the Kubernetes Tools ecosystem. - [Databases in DMZ and Intranet](https://security.stackexchange.com/questions/58167/databases-in-dmz-and-intranet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Databases in DMZ and Intranet in the Kubernetes Tools ecosystem. + - [medium: The Easiest Way To Remove Checked In Credentials From A Git Repo](https://medium.com/@tanmay.avinash.deshpande/the-easiest-way-to-remove-checked-in-credentials-from-a-git-repo-704a373b94e3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Easiest Way To Remove Checked In Credentials From A Git Repo in the Kubernetes Tools ecosystem. + - [patchthenet.medium.com: Introduction to SQL Injection](https://patchthenet.medium.com/introduction-to-sql-injection-sql-injection-for-beginners-579c00431d40) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering patchthenet.medium.com: Introduction to SQL Injection in the Kubernetes Tools ecosystem. + - [Securing Kubernetes Apps with Keycloak and Gatekeeper](https://fdk.codes/securing-kubernetes-apps-with-keycloak-and-gatekeeper) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Securing Kubernetes Apps with Keycloak and Gatekeeper in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Authentication and authorization using the Keycloak' REST API](https://developers.redhat.com/blog/2020/11/24/authentication-and-authorization-using-the-keycloak-rest-api) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Authentication and authorization using the Keycloak' REST API in the Kubernetes Tools ecosystem. + - [faun.pub: Integrate Keycloak with HashiCorp Vault](https://faun.pub/integrate-keycloak-with-hashicorp-vault-5264a873dd2f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Integrate Keycloak with HashiCorp Vault in the Kubernetes Tools ecosystem. + - [baeldung.com: A Quick Guide to Using Keycloak with Spring Boot](https://www.baeldung.com/spring-boot-keycloak) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: A Quick Guide to Using Keycloak with Spring Boot in the Kubernetes Tools ecosystem. + - [medium.com/@charled.breteche: Securing Grafana with Keycloak SSO](https://medium.com/@charled.breteche/securing-grafana-with-keycloak-sso-d01fec05d984) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@charled.breteche: Securing Grafana with Keycloak SSO== in the Kubernetes Tools ecosystem. + - [medium.com/@amirhosseineidy: Kubernetes authentication with keycloak oidc](https://medium.com/@amirhosseineidy/kubernetes-authentication-with-keycloak-oidc-63571eaeed61) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@amirhosseineidy: Kubernetes authentication with keycloak oidc in the Kubernetes Tools ecosystem. + - [medium.com/@martin.hodges: How to install Keycloak IAM on your Kubernetes' cluster, backed by Postgres](https://medium.com/@martin.hodges/how-to-install-keycloak-iam-on-your-kubernetes-cluster-backed-by-postgres-1228eae4faeb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: How to install Keycloak IAM on your Kubernetes' cluster, backed by Postgres in the Kubernetes Tools ecosystem. + - [medium: How to Handle Secrets Like a Pro Using Gitops](https://medium.com/containers-101/how-to-handle-secrets-like-a-pro-using-gitops-f3b812536434) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Handle Secrets Like a Pro Using Gitops in the Kubernetes Tools ecosystem. + - [siddhivinayak-sk.medium.com: Kubeseal & SealedSecret: Make your β€˜secrets’' secure in SCM by using β€˜sealed secret’](https://siddhivinayak-sk.medium.com/kubeseal-sealedsecret-make-your-secrets-secure-in-scm-by-using-sealed-secret-4631bcb39bf8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering siddhivinayak-sk.medium.com: Kubeseal & SealedSecret: Make your β€˜secrets’' secure in SCM by using β€˜sealed secret’ in the Kubernetes Tools ecosystem. + - [medium: AWS Secret Manager: Protect sensitive information and functionality' 🌟](https://medium.com/avmconsulting-blog/aws-secret-manager-protect-sensitive-information-and-functionality-f520e15293f4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS Secret Manager: Protect sensitive information and functionality' 🌟 in the Kubernetes Tools ecosystem. + - [blog.opstree.com: AWS Secret Manager](https://blog.opstree.com/2021/11/16/aws-secret-manager) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.opstree.com: AWS Secret Manager in the Kubernetes Tools ecosystem. + - [medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1](https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-use-secrets-inside-the-pods-part-1-1938b0c3c2fb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1 in the Kubernetes Tools ecosystem. + - [medium: Coding for Secrets Reliability with HashiCorp Vault](https://medium.com/hashicorp-engineering/coding-for-secrets-reliability-with-hashicorp-vault-2090dd8667e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Coding for Secrets Reliability with HashiCorp Vault in the Kubernetes Tools ecosystem. + - [hashicorp.com: Vault & Kubernetes: Better Together](https://www.hashicorp.com/resources/vault-and-kubernetes-better-together) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Vault & Kubernetes: Better Together in the Kubernetes Tools ecosystem. + - [Vault Learning Resources: Vault 1.5 features and more](https://www.hashicorp.com/blog/learn-vault-1-5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Vault Learning Resources: Vault 1.5 features and more in the Kubernetes Tools ecosystem. + - [medium: Securing K8s Ingress Traffic with HashiCorp Vault PKIaaS and JetStack' Cert-Manager](https://medium.com/hashicorp-engineering/securing-k8s-ingress-traffic-with-hashicorp-vault-pkiaas-and-jetstack-cert-manager-cb46195742ca) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Securing K8s Ingress Traffic with HashiCorp Vault PKIaaS and JetStack' Cert-Manager in the Kubernetes Tools ecosystem. + - [hashicorp.com: Automate Secret Injection into CI/CD Workflows with the GitHub' Action for Vault](https://www.hashicorp.com/blog/vault-github-action) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Automate Secret Injection into CI/CD Workflows with the GitHub' Action for Vault in the Kubernetes Tools ecosystem. + - [hashicorp.com: Use AWS Lambda Extensions to Securely Retrieve Secrets From' HashiCorp Vault](https://www.hashicorp.com/blog/aws-lambda-extensions-for-hashicorp-vault) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Use AWS Lambda Extensions to Securely Retrieve Secrets From' HashiCorp Vault in the Kubernetes Tools ecosystem. + - [hashicorp.com: HCP Vault is now generally available on AWS 🌟](https://www.hashicorp.com/blog/vault-on-the-hashicorp-cloud-platform-ga) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HCP Vault is now generally available on AWS 🌟 in the Kubernetes Tools ecosystem. + - [hashicorp.com: Serverless Secrets with HashiCorp Vault](https://www.hashicorp.com/resources/serverless-secrets-vault) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Serverless Secrets with HashiCorp Vault in the Kubernetes Tools ecosystem. + - [hashicorp.com: Retrieve HashiCorp Vault Secrets with Kubernetes CSI](https://www.hashicorp.com/blog/retrieve-hashicorp-vault-secrets-with-kubernetes-csi) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Retrieve HashiCorp Vault Secrets with Kubernetes CSI in the Kubernetes Tools ecosystem. + - [hashicorp.com: Onboarding Applications to Vault Using Terraform: A Practical' Guide 🌟](https://www.hashicorp.com/blog/onboarding-applications-to-vault-using-terraform-a-practical-guide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Onboarding Applications to Vault Using Terraform: A Practical' Guide 🌟 in the Kubernetes Tools ecosystem. + - [hashicorp.com: Managing SSH Access at Scale with HashiCorp Vault](https://www.hashicorp.com/blog/managing-ssh-access-at-scale-with-hashicorp-vault) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Managing SSH Access at Scale with HashiCorp Vault in the Kubernetes Tools ecosystem. + - [hashicorp.com: Announcing HashiCorp Vault 1.8](https://www.hashicorp.com/blog/vault-1-8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Vault 1.8 in the Kubernetes Tools ecosystem. + - [hashicorp.com: A Kubernetes User's Guide to HashiCorp Nomad Secret Management](https://www.hashicorp.com/blog/a-kubernetes-user-s-guide-to-hashicorp-nomad-secret-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: A Kubernetes User's Guide to HashiCorp Nomad Secret Management in the Kubernetes Tools ecosystem. + - [hashicorp.com: HashiCorp Vault Use Cases and Best Practices on Azure](https://www.hashicorp.com/blog/hashicorp-vault-use-cases-and-best-practices-on-azure) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Vault Use Cases and Best Practices on Azure in the Kubernetes Tools ecosystem. + - [hashicorp.com: Integrating Azure AD Identity with HashiCorp Vault β€” Part' 1: Azure Application Auth via OIDC](https://www.hashicorp.com/blog/integrating-azure-ad-identity-hashicorp-vault-part-1-application-auth-oidc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Integrating Azure AD Identity with HashiCorp Vault β€” Part' 1: Azure Application Auth via OIDC in the Kubernetes Tools ecosystem. + - [medium.com/@pratyush.mathur: Secrets Management Using Vault in K8S](https://medium.com/@pratyush.mathur/secrets-management-using-vault-in-k8s-272462c37fd8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@pratyush.mathur: Secrets Management Using Vault in K8S== in the Kubernetes Tools ecosystem. + - [hashicorp.com: Kubernetes Vault Integration via Sidecar Agent Injector vs.' CSI Provider](https://www.hashicorp.com/blog/kubernetes-vault-integration-via-sidecar-agent-injector-vs-csi-provider) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Kubernetes Vault Integration via Sidecar Agent Injector vs.' CSI Provider in the Kubernetes Tools ecosystem. + - [hashicorp.com: Manage Kubernetes Secrets for Flux with HashiCorp Vault](https://www.hashicorp.com/blog/manage-kubernetes-secrets-for-flux-with-hashicorp-vault) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Manage Kubernetes Secrets for Flux with HashiCorp Vault in the Kubernetes Tools ecosystem. + - [hashicorp.com: How to Integrate Your Application with Vault: Static Secrets](https://www.hashicorp.com/blog/how-to-integrate-your-application-with-vault-static-secrets) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: How to Integrate Your Application with Vault: Static Secrets== in the Kubernetes Tools ecosystem. + - [blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers](https://blog.devops.dev/using-vault-in-kubernetes-production-for-security-engineers-54d2f0aca4d1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers in the Kubernetes Tools ecosystem. + - [hashicorp.com: HashiCorp Vault 1.11 Adds Kubernetes Secrets Engine, PKI' Updates, and More 🌟](https://www.hashicorp.com/blog/vault-1-11) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Vault 1.11 Adds Kubernetes Secrets Engine, PKI' Updates, and More 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@nikhil.purva: Securing Kubernetes Secrets with HashiCorp Vault](https://medium.com/@nikhil.purva/securing-kubernetes-secrets-with-hashicorp-vault-a9555728e095) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nikhil.purva: Securing Kubernetes Secrets with HashiCorp Vault in the Kubernetes Tools ecosystem. + - [hashicorp.com: The State of Vault and Kubernetes, and Future Plans](https://www.hashicorp.com/blog/the-state-of-vault-and-kubernetes-and-future-plans) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: The State of Vault and Kubernetes, and Future Plans in the Kubernetes Tools ecosystem. + - [medium.com/@martin.hodges: Introduction to Vault to provide secret management' in your Kubernetes cluster](https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-management-in-your-kubernetes-cluster-658b58372569) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Introduction to Vault to provide secret management' in your Kubernetes cluster in the Kubernetes Tools ecosystem. + - [medium.com/@martin.hodges: Enabling TLS on your Vault cluster on Kubernetes](https://medium.com/@martin.hodges/enabling-tls-on-your-vault-cluster-on-kubernetes-0d20439b13d0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Enabling TLS on your Vault cluster on Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com/@calvineotieno010: Managing Application Secrets with Hashicorp' Vault](https://medium.com/@calvineotieno010/managing-application-secrets-with-hashicorp-vault-8efb5e1d87fd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@calvineotieno010: Managing Application Secrets with Hashicorp' Vault in the Kubernetes Tools ecosystem. + - [medium.com/@muppedaanvesh: A Hands-On Guide to Vault in Kubernetes](https://medium.com/@muppedaanvesh/a-hand-on-guide-to-vault-in-kubernetes-%EF%B8%8F-1daf73f331bd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@muppedaanvesh: A Hands-On Guide to Vault in Kubernetes in the Kubernetes Tools ecosystem. + - [hashicorp.com: Why Use the Vault Agent for Secrets Management?](https://www.hashicorp.com/blog/why-use-the-vault-agent-for-secrets-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Why Use the Vault Agent for Secrets Management? in the Kubernetes Tools ecosystem. + - [medium.com/nerd-for-tech: PKI Certs Injection to K8s Pods with Vault Agent' Injector](https://medium.com/nerd-for-tech/pki-certs-injection-to-k8s-pods-with-vault-agent-injector-d97482b48f3d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: PKI Certs Injection to K8s Pods with Vault Agent' Injector in the Kubernetes Tools ecosystem. + - [hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent](https://www.hashicorp.com/blog/refresh-secrets-for-kubernetes-applications-with-vault-agent) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent in the Kubernetes Tools ecosystem. + - [mehighlow.medium.com: Hardened-AKS/Secrets](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mehighlow.medium.com: Hardened-AKS/Secrets== in the Kubernetes Tools ecosystem. + - [medium: Declarative secret management for GitOps with Kapitan](https://medium.com/kapitan-blog/declarative-secret-management-for-gitops-with-kapitan-b3c596eab088) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Declarative secret management for GitOps with Kapitan in the Kubernetes Tools ecosystem. - [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. + - [portworx.com: Implementing Data Security on Red Hat OpenShift 🌟](https://portworx.com/implementing-data-security-on-red-hat-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Implementing Data Security on Red Hat OpenShift 🌟 in the Kubernetes Tools ecosystem. + - [medium: KubeSecOps Pipeline(Container security) in a cloudnative ecosystem](https://medium.com/@vaib16dec/kubesecops-pipeline-container-security-in-a-cloudnative-ecosystem-e59bf19a713d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: KubeSecOps Pipeline(Container security) in a cloudnative ecosystem in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Secure Your Kubernetes Cluster With Seccomp](https://betterprogramming.pub/secure-your-kubernetes-cluster-with-seccomp-9403ecf831b2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Secure Your Kubernetes Cluster With Seccomp 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. + - [octetz.com: Setting Up Pod Security Policies](https://octetz.com/docs/2018/2018-12-07-psp) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering octetz.com: Setting Up Pod Security Policies in the Kubernetes Tools ecosystem. + - [medium.com: K8s Network Policies Demystified and Simplified 🌟](https://medium.com/swlh/k8s-network-policies-demystified-and-simplified-18f5ea9848e2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: K8s Network Policies Demystified and Simplified 🌟 in the Kubernetes Tools ecosystem. + - [medium: Kubernetes Network Policies: Are They Really Useful?](https://medium.com/@senthilrch/kubernetes-network-polices-are-they-really-useful-c3a153c49316) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Network Policies: Are They Really Useful? in the Kubernetes Tools ecosystem. + - [medium: Who’s at the Helm?](https://dlorenc.medium.com/whos-at-the-helm-1101c37bf0f1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Who’s at the Helm? in the Kubernetes Tools ecosystem. + - [dev-vibe.medium.com: Encrypt Helm sensitive data](https://dev-vibe.medium.com/encrypt-helm-sensitive-data-9d7622e41d00) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dev-vibe.medium.com: Encrypt Helm sensitive data in the Kubernetes Tools ecosystem. + - [blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened' and What You Can Do About It](https://blog.mimacom.com/log4j-in-a-log4shell) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened' and What You Can Do About It in the Kubernetes Tools ecosystem. + - [techrepublic.com: How to create Let's Encrypt SSL certificates with acme.sh' on Linux](https://www.techrepublic.com/article/how-to-create-lets-encrypt-ssl-certificates-with-acme-sh-on-linux) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: How to create Let's Encrypt SSL certificates with acme.sh' on Linux in the Kubernetes Tools ecosystem. + - [bridgecrew](https://bridgecrew.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew in the Kubernetes Tools ecosystem. + - [bridgecrew.io: Tutorial: Incorporate IaC Security in your CI/CD pipeline' with Bridgecrew, Jenkins, and GitHub](https://bridgecrew.io/blog/tutorial-incorporate-iac-security-in-your-ci-cd-pipeline-with-bridgecrew-jenkins-and-github) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Tutorial: Incorporate IaC Security in your CI/CD pipeline' with Bridgecrew, Jenkins, and GitHub 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. -## CICD Pipeline - -### Pipeline Automation - -#### 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 Architecture ### Infrastructure Automation @@ -41,6 +131,13 @@ #### Advanced Templating - **(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 + +#### 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 @@ -143,13 +240,6 @@ #### Ingress Control (1) - **(2021)** [mirantis.com: Introduction to Istio Ingress: The easy way to manage incoming Kubernetes app traffic](https://www.mirantis.com/blog/introduction-to-istio-ingress-the-easy-way-to-manage-incoming-kubernetes-app-traffic) [N/A CONTENT] [COMMUNITY-TOOL] β€” Introduces the architectural model of the Istio Ingress Gateway as the entry point for north-south traffic management. Reviews routing mechanics, TLS termination configurations, and integration with Service Mesh VirtualServices. A foundational guide for optimizing network boundaries and consolidating edge authorization policies. -## Kubernetes Networking - -### CNI Plugins - -#### Security Policy (1) - - - **(2026)** [==Project Calico==](https://www.tigera.io/project-calico) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight highlights Calico as a foundational networking engine. Live Grounding establishes its industry dominance in high-performance eBPF data planes, layer-3 routing, and fine-grained network security policies. It remains the absolute standard for enterprise-grade container networking. ## Kubernetes Security ### Cloud Native Security Frameworks @@ -167,13 +257,6 @@ #### 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. -## Kubernetes Storage - -### Enterprise Storage - -#### OpenShift - - - **(2021)** [**portworx.com: Implementing Data Security on Red Hat OpenShift 🌟**](https://portworx.com/blog/implementing-data-security-on-red-hat-openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight targets stateful application protection. Live Grounding displays how Portworx delivers hardware-level encryption, granular RBAC, and secure key-management integrations on Red Hat OpenShift. It provides a robust architecture for strict financial or healthcare compliance criteria. ## Linux ### Security @@ -183,7 +266,7 @@ - **(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 (1) +### Kubernetes Networking #### Security and Hardening (1) @@ -720,9 +803,6 @@ #### Dependency Auditing - **(2022)** [socket.dev: Introducing Socket](https://socket.dev/blog/introducing-socket) [NONE CONTENT] [COMMUNITY-TOOL] β€” This reference introduces Socket, a platform that audits the actual behavior of dependencies rather than relying on static lists of known vulnerabilities. It detects package anomalies such as unexpected network requests or shell executions. This approach prevents typosquatting and software supply chain attacks at build time. -#### Policy Enforcement - - - **(2022)** [**justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)**](https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight introduces cryptographic supply chain signing. Live Grounding validates that combining Sigstore Cosign with OPA Gatekeeper enables strict admissions-control validation of signed OCI containers. This setup forms the bedrock of zero-trust Kubernetes cluster pipelines. #### Scorecards - **(2021)** [zdnet.com: Google releases new open-source security software program: Scorecards](https://www.zdnet.com/article/google-releases-new-open-source-security-software-program-scorecards) [NONE CONTENT] [COMMUNITY-TOOL] β€” This article reviews the OpenSSF Scorecard tool developed by Google to automate open-source security evaluations. It scores projects across multiple security checks, including credential management and patch response times. This metric helps developers select secure, well-maintained third-party dependencies. @@ -875,11 +955,6 @@ #### Container Images - **(2025)** [==grype: a vulnerability scanner for container images and filesystems==](https://github.com/anchore/grype) ⭐ 12400 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A vulnerability scanner for container images and filesystems, renowned for its speed, minimal footprint, and ease of CI/CD integration. It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security. -### Vulnerability Testing - -#### API Security (2) - - - **(2021)** [securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities](https://securityonline.info) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight presents VAmPI as a targeted security sandbox. Live Grounding confirms it is a deliberately vulnerable OWASP Top 10 Python-based REST API designed to evaluate security scanners and train engineers in secure coding practices. Excellent for DevSecOps labs. ### Zero Trust Architectures (1) #### Modern Secrets Paradigms @@ -1002,5 +1077,5 @@ - **(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:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md) diff --git a/v2-docs/digital-money.md b/v2-docs/digital-money.md index 106c3b5f..c8359b3a 100644 --- a/v2-docs/digital-money.md +++ b/v2-docs/digital-money.md @@ -3,6 +3,14 @@ !!! info "Architectural Context" Detailed reference for Digital Money in the context of Career & Industry. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [en.wikipedia.org: Cryptocurrency](https://en.wikipedia.org/wiki/Cryptocurrency) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Cryptocurrency in the Kubernetes Tools ecosystem. + - [en.wikipedia.org: Blockchain](https://en.wikipedia.org/wiki/Blockchain) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Blockchain in the Kubernetes Tools ecosystem. ## Fintech ### Cryptocurrency @@ -12,5 +20,5 @@ - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Elearning](./elearning.md) +πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) diff --git a/v2-docs/digitalocean.md b/v2-docs/digitalocean.md index e574db18..4690c4e4 100644 --- a/v2-docs/digitalocean.md +++ b/v2-docs/digitalocean.md @@ -3,13 +3,6 @@ !!! info "Architectural Context" Detailed reference for Digital Ocean in the context of Cloud Providers (Hyperscalers). -## Artificial Intelligence and Machine Learning - -### LLM Deployment - -#### 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. ## Cloud Infrastructure ### PaaS @@ -28,9 +21,6 @@ #### 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. -#### Kubernetes DOKS - - - **(2025)** [Digital Ocean Kubernetes (DOKS)](https://www.digitalocean.com/products/kubernetes) [N/A CONTENT] [COMMUNITY-TOOL] β€” Fully managed Kubernetes distribution that abstracts master node architecture, allowing users to rapidly deploy clusters. Features simplified persistent block storage volumes, automated node auto-scaling, and painless ingress configurations. #### 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. @@ -40,14 +30,7 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/docker.md b/v2-docs/docker.md index ceec35ea..1e106886 100644 --- a/v2-docs/docker.md +++ b/v2-docs/docker.md @@ -40,20 +40,82 @@ #### 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. + - [Dzone refcard: Getting Started with Docker](https://dzone.com/refcardz/getting-started-with-docker-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Getting Started with Docker in the Kubernetes Tools ecosystem. + - [Dzone refcard: Java Containerization 🌟](https://dzone.com/refcardz/java-containerization) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Java Containerization 🌟 in the Kubernetes Tools ecosystem. + - [medium: Strategies of docker images optimization](https://medium.com/sciforce/strategies-of-docker-images-optimization-2ca9cc5719b6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Strategies of docker images optimization in the Kubernetes Tools ecosystem. + - [Dzone: Docker explained, an introductory guide to docker](https://dzone.com/articles/docker-explained-an-introductory-guide-to-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Docker explained, an introductory guide to docker in the Kubernetes Tools ecosystem. + - [Dzone: everything you need to know about docker](https://dzone.com/articles/everything-you-need-to-know-about-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: everything you need to know about docker in the Kubernetes Tools ecosystem. + - [medium: What is Docker, Why should you use it in simple words](https://medium.com/@shahinghasemy/what-is-docker-why-should-you-use-it-in-simple-words-cc5e6160f9db) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What is Docker, Why should you use it in simple words 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. + - [medium: How to Start Working With Docker Containers](https://medium.com/swlh/how-to-start-working-with-docker-containers-72b73ca60e0c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Start Working With Docker Containers in the Kubernetes Tools ecosystem. + - [dzone: Mitigating DevOps Repository Risks](https://dzone.com/articles/mitigating-devops-repository-risks) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Mitigating DevOps Repository Risks 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. + - [docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 1 🌟](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 1 🌟 in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Use Cron With Your Docker Containers](https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Cron With Your Docker Containers in the Kubernetes Tools ecosystem. + - [docker.com: Containerized Python Development – Part 1](https://www.docker.com/blog/containerized-python-development-part-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Containerized Python Development – Part 1 in the Kubernetes Tools ecosystem. + - [developers.redhat.com: Making environment variables accessible in front-end' containers](https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Making environment variables accessible in front-end' containers in the Kubernetes Tools ecosystem. + - [medium: Dockerizing a REST API in Python Less Than 9 MB and Based on scratch' Image](https://medium.com/analytics-vidhya/dockerizing-a-rest-api-in-python-less-than-9-mb-and-based-on-scratch-image-ef0ee3ad3f0a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Dockerizing a REST API in Python Less Than 9 MB and Based on scratch' Image in the Kubernetes Tools ecosystem. + - [turbofuture.com: A Beginners Guide to Containers and Docker](https://turbofuture.com/computers/introductiontodocker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering turbofuture.com: A Beginners Guide to Containers and Docker in the Kubernetes Tools ecosystem. + - [medium.com/nttlabs: Kubernetes driver for Docker BuildX](https://medium.com/nttlabs/buildx-kubernetes-ad0fe59b0c64) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nttlabs: Kubernetes driver for Docker BuildX in the Kubernetes Tools ecosystem. + - [medium: Push Docker Image To Docker Hub](https://medium.com/codex/push-docker-image-to-docker-hub-acc978c76ad) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Push Docker Image To Docker Hub in the Kubernetes Tools ecosystem. + - [blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟](https://blog.thundra.io/why-should-you-run-all-your-tests-in-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟 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. + - [cloudsavvyit.com: How to SSH into a Docker container](https://www.cloudsavvyit.com/13937/how-to-ssh-into-a-docker-container) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to SSH into a Docker container in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to use docker cp to copy files between host and containers](https://www.cloudsavvyit.com/13987/how-to-use-docker-cp-to-copy-files-between-host-and-containers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to use docker cp to copy files between host and containers in the Kubernetes Tools ecosystem. + - [baeldung.com: Deploying a Java War in a Docker Container](https://www.baeldung.com/docker-deploy-java-war) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Deploying a Java War in a Docker Container in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Pass Environment Variables to Docker Containers](https://www.cloudsavvyit.com/14081/how-to-pass-environment-variables-to-docker-containers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Pass Environment Variables to Docker Containers in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How To Clean Up and Delete Docker Images](https://www.cloudsavvyit.com/14191/how-to-clean-up-and-delete-docker-images) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How To Clean Up and Delete Docker Images in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Assign a Static IP to a Docker Container](https://www.cloudsavvyit.com/14508/how-to-assign-a-static-ip-to-a-docker-container) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Assign a Static IP to a Docker Container in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Inspect a Docker Image’s Content Without Starting' a Container](https://www.cloudsavvyit.com/14663/how-to-inspect-a-docker-images-content-without-starting-a-container) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Inspect a Docker Image’s Content Without Starting' a Container in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How (and Why) to Run Docker Inside Docker](https://www.cloudsavvyit.com/14890/how-and-why-to-run-docker-inside-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How (and Why) to Run Docker Inside Docker in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: What’s the Difference Between Exposing and Publishing' a Docker Port?](https://www.cloudsavvyit.com/14880/whats-the-difference-between-exposing-and-publishing-a-docker-port) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: What’s the Difference Between Exposing and Publishing' a Docker Port? in the Kubernetes Tools ecosystem. - [clavinjune.dev: Working With Remote Docker Using Docker Context](https://clavinjune.dev/en/blogs/working-with-remote-docker-using-docker-context) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==clavinjune.dev: Working With Remote Docker Using Docker Context== in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Add a Volume to an Existing Docker Container](https://www.cloudsavvyit.com/14973/how-to-add-a-volume-to-an-existing-docker-container) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Add a Volume to an Existing Docker Container in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Manage Docker Engine Plugins](https://www.cloudsavvyit.com/15066/how-to-manage-docker-engine-plugins) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Manage Docker Engine Plugins in the Kubernetes Tools ecosystem. + - [mjovanc.com: Get started with Docker and Docker Compose](https://mjovanc.com/get-started-with-docker-and-docker-compose-cddcb5a3f3b9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mjovanc.com: Get started with Docker and Docker Compose in the Kubernetes Tools ecosystem. + - [nishnit007.medium.com: A Journey from Dockerfile to Application Deployment' on Kubernetes For Beginners](https://nishnit007.medium.com/a-journey-from-dockerfile-to-application-deployment-on-kubernetes-for-beginners-fea1eb0f3581) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nishnit007.medium.com: A Journey from Dockerfile to Application Deployment' on Kubernetes For Beginners in the Kubernetes Tools ecosystem. + - [medium.com/@joelbelton: Optimising Docker Performance β€” The Key 4 Techniques' You Need](https://medium.com/@joelbelton/optimising-docker-performance-the-key-4-techniques-you-need-6440cfebb650) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@joelbelton: Optimising Docker Performance β€” The Key 4 Techniques' You Need in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: Docker β€” Limit Container CPU Usage 🌟](https://medium.com/geekculture/docker-limit-container-cpu-usage-11eb8ee0de5a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Docker β€” Limit Container CPU Usage 🌟 in the Kubernetes Tools ecosystem. + - [fatehmuhammad.medium.com: Introduction to Docker | part 1](https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fatehmuhammad.medium.com: Introduction to Docker | part 1 in the Kubernetes Tools ecosystem. + - [cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟](https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟 in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: Container β€” Namespace Introduction](https://blog.devgenius.io/container-namespace-introduction-6a1e26f8707a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Container β€” Namespace Introduction in the Kubernetes Tools ecosystem. + - [medium.com/@BeNitinAgarwal: Lifecycle of Docker Container](https://medium.com/@BeNitinAgarwal/lifecycle-of-docker-container-d2da9f85959) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@BeNitinAgarwal: Lifecycle of Docker Container in the Kubernetes Tools ecosystem. - [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. + - [medium.com/@i180826: Using Docker to build React App](https://medium.com/@i180826/using-docker-to-build-react-app-49862615e6f8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@i180826: Using Docker to build React App in the Kubernetes Tools ecosystem. + - [kennybrast.medium.com: How I Used Docker to Create a Python Dev Environment](https://kennybrast.medium.com/how-i-used-docker-to-create-a-python-dev-environment-48a5d31ae277) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kennybrast.medium.com: How I Used Docker to Create a Python Dev Environment in the Kubernetes Tools ecosystem. + - [tonylixu.medium.com: Docker RUN vs CMD vs ENTRYPOINT](https://tonylixu.medium.com/docker-run-vs-cmd-vs-entrypoint-57f248b95889) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tonylixu.medium.com: Docker RUN vs CMD vs ENTRYPOINT 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. + - [pointbase.hashnode.dev: Understand Docker layers by example : RUN instructions' Impact](https://pointbase.hashnode.dev/understand-docker-layers-by-example-run-instructions-impact) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pointbase.hashnode.dev: Understand Docker layers by example : RUN instructions' Impact in the Kubernetes Tools ecosystem. + - [blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟](https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟 in the Kubernetes Tools ecosystem. - [docker.com: Intro Guide to Dockerfile Best Practices](https://www.docker.com/blog/intro-guide-to-dockerfile-best-practices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Intro Guide to Dockerfile Best Practices 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. + - [faun.pub: Dockerfile Best Practices for Developers | Pavan Belagatti](https://faun.pub/dockerfile-best-practices-for-developers-87a2c19b4abe) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Dockerfile Best Practices for Developers | Pavan Belagatti in the Kubernetes Tools ecosystem. + - [azeynalli1990.medium.com: 15 Best Practices when working with Docker](https://azeynalli1990.medium.com/15-best-practices-when-working-with-docker-720d2d8de202) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering azeynalli1990.medium.com: 15 Best Practices when working with Docker in the Kubernetes Tools ecosystem. + - [hwchiu.medium.com: Docker Networking Model β€” Introduction](https://hwchiu.medium.com/docker-networking-model-introduction-194a2a2c9b68) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hwchiu.medium.com: Docker Networking Model β€” Introduction in the Kubernetes Tools ecosystem. + - [medium: Understanding Docker Volumes, Mounts and Layers and How to Manage' Data in Containers](https://medium.com/nycdev/understanding-docker-volumes-mounts-and-layers-9fa17befa493) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding Docker Volumes, Mounts and Layers and How to Manage' Data in Containers in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: 5 Simple Tips For Debugging Docker Containers 🌟](https://betterprogramming.pub/5-simple-tips-for-debugging-docker-containers-271cb3dee77a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 5 Simple Tips For Debugging Docker Containers 🌟 in the Kubernetes Tools ecosystem. + - [medium: Docker anti-patterns | Codefresh](https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Docker anti-patterns | Codefresh 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. + - [infosecwriteups.com: Attacking and securing Docker containers](https://infosecwriteups.com/attacking-and-securing-docker-containers-cc8c80f05b5b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering infosecwriteups.com: Attacking and securing Docker containers in the Kubernetes Tools ecosystem. + - [medium: How to build a smaller Docker image](https://medium.com/@gdiener/how-to-build-a-smaller-docker-image-76779e18d48a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to build a smaller Docker image in the Kubernetes Tools ecosystem. + - [contains.dev: Optimizing Docker image size and why it matters](https://contains.dev/blog/optimizing-docker-image-size) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering contains.dev: Optimizing Docker image size and why it matters 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. + - [medium.com/vantageai: How to make your Python Docker images secure, fast' & small 🌟](https://medium.com/vantageai/how-to-make-your-python-docker-images-secure-fast-small-b3a6870373a0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/vantageai: How to make your Python Docker images secure, fast' & small== 🌟 in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: DevOps in K8s β€” Write Dockerfile Efficiently 🌟](https://blog.devgenius.io/devops-in-k8s-write-dockerfile-efficiently-37eaedf87163) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: DevOps in K8s β€” Write Dockerfile Efficiently 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@RoussiAbel: Optimizing java base docker images size from 674Mb' to 58Mb](https://medium.com/@RoussiAbel/optimizing-java-base-docker-images-size-from-674mb-to-58mb-c1b7c911f622) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@RoussiAbel: Optimizing java base docker images size from 674Mb' to 58Mb in the Kubernetes Tools ecosystem. + - [pauldally.medium.com: Structuring Dockerfiles For Productivity](https://pauldally.medium.com/structuring-dockerfiles-for-productivity-2681de4815a4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Structuring Dockerfiles For Productivity in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: 10 Tools That Complement Docker](https://www.cloudsavvyit.com/15158/10-tools-that-complement-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: 10 Tools That Complement Docker in the Kubernetes Tools ecosystem. + - [docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience 🌟](https://www.docker.com/blog/telepresence-for-docker) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience== 🌟 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. + - [medium.com/@adeelsubhan25: How to setup and build Docker Images on Windows](https://medium.com/@adeelsubhan25/how-to-setup-and-build-docker-images-on-windows-baf252152aca) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adeelsubhan25: How to setup and build Docker Images on Windows in the Kubernetes Tools ecosystem. - [docker.com: Announcing the Compose Specification 🌟](https://www.docker.com/blog/announcing-the-compose-specification) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Announcing the Compose Specification 🌟 in the Kubernetes Tools ecosystem. + - [Visual docker-compose.yml file generator 🌟](https://nuxx.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Visual docker-compose.yml file generator 🌟 in the Kubernetes Tools ecosystem. + - [medium: How can we easily and visually explain the Docker Compose 🌟](https://medium.com/clarusway/how-can-we-easily-and-visually-explain-the-docker-compose-53df77e9f046) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How can we easily and visually explain the Docker Compose 🌟 in the Kubernetes Tools ecosystem. - [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. + - [medium: Windows Containers (personal) cheat sheet](https://medium.com/@sebagomez/windows-containers-personal-cheat-sheet-95c1c4d6bdf5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Windows Containers (personal) cheat sheet in the Kubernetes Tools ecosystem. + - [kubedex.com: Base images comparison](https://kubedex.com/base-images) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: Base images comparison in the Kubernetes Tools ecosystem. + - [medium: nerdctl: Docker-compatible CLI for contaiNERD](https://medium.com/nttlabs/nerdctl-359311b32d0e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: nerdctl: Docker-compatible CLI for contaiNERD 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 @@ -70,6 +132,13 @@ #### 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. +## Cloud Computing + +### Training + +#### 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 ### AWS @@ -105,11 +174,6 @@ #### Container Runtimes - **(2021)** [**iximiuz.com: Containers 101: attach vs. exec - what's the difference?**](https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight breaks down fundamental OCI execution flags. Live Grounding highlights the difference between attaching to a main container process (TTY/STDIN sharing) and starting an independent debug process via exec. Essential reading for system level container operations. -### Packaging - -#### Best Practices - - - **(2020)** [**blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟**](https://www.docker.com/blog) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight lists core principles of efficient image construction. Live Grounding verifies that utilizing multi-stage builds, minimizing layers, and avoiding root-execution profiles drastically reduces attack vectors and image size. An absolute standard for enterprise image production. ## Containers ### Architectural Patterns @@ -320,7 +384,7 @@ - **(2021)** [thenewstack.io: How to Share Data Between Docker Containers](https://thenewstack.io/containers/how-to-share-data-between-docker-containers) [COMMUNITY-TOOL] [GUIDE] β€” An operational guide on sharing directories across container environments. Compares named volumes and host bind mounts, detailing permission and isolation boundaries. ### Image Engineering -#### Best Practices (1) +#### Best Practices - **(2021)** [dev.to: One does not "just containerize" an app](https://dev.to/tylerlwsmith/one-does-not-just-containerize-an-app-5eae) [COMMUNITY-TOOL] β€” Discusses standard leaky abstractions in container builds. Explores language-specific issues, file system ownership problems, and environment differences that disrupt simple containerization. #### Build Optimization (2) @@ -414,7 +478,6 @@ - **(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 @@ -463,7 +526,7 @@ - **(2026)** [thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks](https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” This New Stack overview details how Cloud Native Buildpacks simplify the containerization ecosystem by abstracting away the operational complexities of writing and maintaining optimized Dockerfiles. It covers the mechanics of builder configurations, run images, and layer rebasingβ€”allowing immediate security patching without rebuilding the source. ### Docker Compose -#### Best Practices (2) +#### Best Practices (1) - **(2026)** [releasehub.com: 6 Docker Compose Best Practices for Dev and Prod](https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” This guide discusses production and development best practices for structuring Docker Compose environments. It details crucial considerations like decoupling environmental configurations via .env files, implementing proper health checks, configuring CPU/Memory resource constraints, and structuring override files for local versus staging workloads. It represents a vital resource for production-grade container design. #### Reference Architectures @@ -478,11 +541,6 @@ #### 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 @@ -514,13 +572,6 @@ #### Resource Management - **(2026)** [==grosser/preoomkiller==](https://github.com/grosser/preoomkiller) ⭐ 78 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” preoomkiller is a lightweight tool designed to monitor process memory consumption in Linux containers and trigger graceful restarts or shutdowns before the kernel's Out-Of-Memory (OOM) killer forcibly terminates the application. This prevents data corruption and allows application runtimes (such as Ruby or Node.js) to drain active connections and write diagnostics logs. It adds an essential layer of reliability to production container runtimes prone to memory leaks. -## Kubernetes Development - -### Local Environments (3) - -#### Testing Tools - - - **(2021)** [docker.com: Docker and Ambassador Labs Announce Telepresence for Docker, Improving the Kubernetes Development Experience 🌟](https://www.docker.com) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight focuses on solving local-to-remote debugging loops. Live Grounding highlights how the Telepresence integration routes traffic between local Docker containers and active Kubernetes environments. It facilitates near-zero friction testing for distributed development squads. ## Local Developer Environment ### Container Runtime Setup @@ -649,5 +700,5 @@ - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) +πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md) diff --git a/v2-docs/dom.md b/v2-docs/dom.md index a6ad190d..9261d589 100644 --- a/v2-docs/dom.md +++ b/v2-docs/dom.md @@ -3,6 +3,13 @@ !!! info "Architectural Context" Detailed reference for Document Object Model (DOM) in the context of Developer Ecosystem. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [Getting Started with the DOM](https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Getting Started with the DOM in the Kubernetes Tools ecosystem. ## Web Development ### DOM @@ -14,5 +21,5 @@ - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/dotnet.md b/v2-docs/dotnet.md index aeb38612..d3ccb092 100644 --- a/v2-docs/dotnet.md +++ b/v2-docs/dotnet.md @@ -44,13 +44,12 @@ #### General Reference - [dzone: Building a RESTful Service Using ASP.NET Core and dotConnect for' PostgreSQL](https://dzone.com/articles/building-a-restful-service-using-aspnet-core-and-d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Building a RESTful Service Using ASP.NET Core and dotConnect for' PostgreSQL in the Kubernetes Tools ecosystem. + - [enlear.academy: Repository Pattern and Unit of Work with ASP.NET Core Web' API](https://enlear.academy/repository-pattern-and-unit-of-work-with-asp-net-core-web-api-6802e1aa4f78) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enlear.academy: Repository Pattern and Unit of Work with ASP.NET Core Web' API in the Kubernetes Tools ecosystem. + - [medium: Microservices Resilience and Fault Tolerance with applying Retry' and Circuit-Breaker patterns using Polly](https://medium.com/aspnetrun/microservices-resilience-and-fault-tolerance-with-applying-retry-and-circuit-breaker-patterns-c32e518db990) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices Resilience and Fault Tolerance with applying Retry' and Circuit-Breaker patterns using Polly in the Kubernetes Tools ecosystem. ## Cloud Infrastructure and Orchestration ### 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. @@ -98,5 +97,5 @@ - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/edge-computing.md b/v2-docs/edge-computing.md index 718a9635..45386629 100644 --- a/v2-docs/edge-computing.md +++ b/v2-docs/edge-computing.md @@ -9,7 +9,9 @@ #### General Reference + - [cloudflare.com: What Is Edge Computing?](https://www.cloudflare.com/learning/serverless/glossary/what-is-edge-computing) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudflare.com: What Is Edge Computing? in the Kubernetes Tools ecosystem. - [cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟](https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟 in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: I Worked at Microsoft Cloud and Google Mobile for' 3 Years β€” Here Are the Differences in Ecosystems](https://betterprogramming.pub/why-working-on-cloud-vs-mobile-edge-is-so-different-e32930f1c801) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: I Worked at Microsoft Cloud and Google Mobile for' 3 Years β€” Here Are the Differences in Ecosystems in the Kubernetes Tools ecosystem. ## Architecture ### Edge Computing (1) @@ -40,5 +42,5 @@ - **(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 Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Azure](./azure.md) | [AWS Storage](./aws-storage.md) diff --git a/v2-docs/elearning.md b/v2-docs/elearning.md index 29acf131..a1737fbc 100644 --- a/v2-docs/elearning.md +++ b/v2-docs/elearning.md @@ -9,9 +9,23 @@ #### General Reference - - [learn.openshift.com](https://developers.redhat.com/learn) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. + - [tutorialspoint.com](http://www.tutorialspoint.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.tutorialspoint.com in the Kubernetes Tools ecosystem. + - [learn.openshift.com](https://learn.openshift.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com in the Kubernetes Tools ecosystem. + - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟 in the Kubernetes Tools ecosystem. + - [wiki.bash-hackers.org](https://wiki.bash-hackers.org) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wiki.bash-hackers.org in the Kubernetes Tools ecosystem. + - [zeef.com: e-learning](https://e-learning.zeef.com/tracy.parish) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zeef.com: e-learning in the Kubernetes Tools ecosystem. + - [Udemy.com](https://www.udemy.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udemy.com in the Kubernetes Tools ecosystem. + - [Udacity.com](https://eu.udacity.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udacity.com in the Kubernetes Tools ecosystem. - [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. + - [medium.com/javarevisited: 11 Best Java Microservices Courses with Spring' Boot and Spring Cloud in 2022](https://medium.com/javarevisited/10-best-java-microservices-courses-with-spring-boot-and-spring-cloud-6d04556bdfed) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: 11 Best Java Microservices Courses with Spring' Boot and Spring Cloud in 2022 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 @@ -35,13 +49,6 @@ #### 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. -## 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. ## Operating Systems and Infrastructure ### Linux @@ -68,6 +75,11 @@ #### 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**](http://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 @@ -153,5 +165,5 @@ - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md) +πŸ’‘ **Explore Related:** [HR](./hr.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) diff --git a/v2-docs/embedded-servlet-containers.md b/v2-docs/embedded-servlet-containers.md index 6d0ab207..066a88c7 100644 --- a/v2-docs/embedded-servlet-containers.md +++ b/v2-docs/embedded-servlet-containers.md @@ -3,13 +3,14 @@ !!! info "Architectural Context" Detailed reference for Embedded Servlet Containers in SpringBoot: Jetty, Tomcat, Undertow and more in the context of Developer Ecosystem. -## Application Architecture +## Architectural Foundations -### Runtime Environments +### Kubernetes Tools -#### JVM Containers +#### General Reference - - **(2019)** [Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet Containers](https://examples.javacodegeeks.com/java-development/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight compares Java microservices web engines. Live Grounding parses resource footprints, non-blocking I/O support, and throughput capacity benchmarks between Tomcat, Jetty, and Undertow. Essential for microservices tuning when running inside standard OCI wrappers. + - [Comparing Embedded Servlet Containers in Spring Boot](https://www.baeldung.com/spring-boot-servlet-containers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Comparing Embedded Servlet Containers in Spring Boot in the Kubernetes Tools ecosystem. + - [Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet' Containers](https://examples.javacodegeeks.com/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet' Containers in the Kubernetes Tools ecosystem. ## Platform Engineering ### Application Servers @@ -22,5 +23,5 @@ - **(2026)** [Undertow](http://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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/faq.md b/v2-docs/faq.md index d0357f31..932b712b 100644 --- a/v2-docs/faq.md +++ b/v2-docs/faq.md @@ -36,11 +36,6 @@ - **(2022)** [cybercoders.com: What Hiring Managers look for in a Full Stack Developer](https://www.cybercoders.com/insights/what-hiring-managers-look-for-in-a-full-stack-developer) [NONE CONTENT] [COMMUNITY-TOOL] β€” A market intelligence report surveying hiring requirements for full stack engineering roles. It maps out key technical benchmarks such as comfort with distributed system paradigms, experience with container systems like Docker/Kubernetes, and familiarity with cloud platforms, alongside essential communication and agile development competencies. ## Cloud Infrastructure -### Enterprise Containers - -#### 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. ### Storage and Databases #### Storage Strategy @@ -50,9 +45,15 @@ ### General Reference + - [medium.com: Your team might not need Kubernetes](https://medium.com/faun/your-team-might-not-need-kubernetes-57240e8d554a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Your team might not need Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com: STOP!! You don’t need Microservices](https://medium.com/@ebin/stop-you-dont-need-microservices-dc732d70b3e0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: STOP!! You don’t need Microservices 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. + - [betterprogramming.pub: Domain Partitions: How To Find a Healthy Balance' Between Microservices and Monoliths](https://betterprogramming.pub/domain-partitions-how-to-find-a-healthy-balance-between-microservices-and-monoliths-2cd74206559) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Domain Partitions: How To Find a Healthy Balance' Between Microservices and Monoliths in the Kubernetes Tools ecosystem. + - [medium: It’s time to stop making β€œMicroservices” the goal of modernization](https://medium.com/ibm-garage/its-time-to-stop-making-microservices-the-goal-of-modernization-71758b400287) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: It’s time to stop making β€œMicroservices” the goal of modernization in the Kubernetes Tools ecosystem. + - [medium.com: When to Use and When NOT to Use Microservices: No Silver Bullet' 🌟](https://medium.com/design-microservices-architecture-with-patterns/when-to-use-and-when-not-to-use-microservices-no-silver-bullet-3ae293faf6d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com: When to Use and When NOT to Use Microservices: No Silver Bullet==' 🌟 in the Kubernetes Tools ecosystem. - [dzone: The Best Cloud Migration Approach: Lift-And-Shift, Replatform, Or' Refactor?](https://dzone.com/articles/the-best-cloud-migration-approach-lift-and-shift-r) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: The Best Cloud Migration Approach: Lift-And-Shift, Replatform, Or' Refactor? in the Kubernetes Tools ecosystem. - [dzone: 10 Commandments of Microservice Decomposition 🌟](https://dzone.com/articles/10-commandments-on-microservice-decomposition) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 10 Commandments of Microservice Decomposition 🌟 in the Kubernetes Tools ecosystem. + - [10 Free Spring Boot Courses and Tutorials for Java Developers](https://medium.com/javarevisited/10-free-spring-boot-tutorials-and-courses-for-java-developers-53dfe084587e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 10 Free Spring Boot Courses and Tutorials for Java Developers in the Kubernetes Tools ecosystem. ## Microservices Architecture ### Dependency Management @@ -94,5 +95,5 @@ - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/finops.md b/v2-docs/finops.md index 65b4dd96..eab34adf 100644 --- a/v2-docs/finops.md +++ b/v2-docs/finops.md @@ -9,8 +9,22 @@ #### General Reference + - [Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead](https://t.co/y414rbxM7l) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead in the Kubernetes Tools ecosystem. + - [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?== in the Kubernetes Tools ecosystem. + - [medium: DevOps, NoOps, and Now FinOps?](https://medium.com/better-programming/devops-noops-finops-64e0df91bcb8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DevOps, NoOps, and Now FinOps? in the Kubernetes Tools ecosystem. - [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. + - [faun.pub: FinOps – introduction, origins and next steps](https://faun.pub/finops-introduction-origins-and-next-steps-bcdaa8b82417) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: FinOps – introduction, origins and next steps in the Kubernetes Tools ecosystem. + - [medium.com/@pratzy99: Adoption of FinOps for Kubernetes Cost Optimization' 🌟](https://medium.com/@pratzy99/adoption-of-finops-for-kubernetes-cost-optimization-6263bc7b3f57) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pratzy99: Adoption of FinOps for Kubernetes Cost Optimization' 🌟 in the Kubernetes Tools ecosystem. + - [edgebricks.com: Why Public Clouds Get So Expensive Over Time 🌟](https://edgebricks.com/why-public-clouds-get-so-expensive-over-time) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering edgebricks.com: Why Public Clouds Get So Expensive Over Time 🌟 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. + - [medium.com/adeo-tech: How to save money fast with Kubernetes β€” Do FinOps](https://medium.com/adeo-tech/how-to-save-money-fast-with-kubernetes-do-finops-3a9cafc9beba) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adeo-tech: How to save money fast with Kubernetes β€” Do FinOps in the Kubernetes Tools ecosystem. + - [medium.com/@tarunbehal02: AWS Cost Optimizations : My Learnings](https://medium.com/@tarunbehal02/aws-cost-optimizations-my-learnings-fcdc14da1f58) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tarunbehal02: AWS Cost Optimizations : My Learnings in the Kubernetes Tools ecosystem. + - [medium.com/armory: Continuous Cost Optimization for Kubernetes](https://medium.com/armory/continuous-cost-optimization-for-kubernetes-4361045f0215) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/armory: Continuous Cost Optimization for Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com/empathyco: Cloud FinOps β€” Part 4: Kubernetes Cost Report](https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/empathyco: Cloud FinOps β€” Part 4: Kubernetes Cost Report== in the Kubernetes Tools ecosystem. + - [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter in the Kubernetes Tools ecosystem. + - [engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.razorpay.com: The Culture of Cost Optimization β€” Reducing Kubernetes' cost by $300,000 in the Kubernetes Tools ecosystem. + - [medium.com/@suleimanabualrob: Kubernetes cost optimisation](https://medium.com/@suleimanabualrob/kubernetes-cost-optimisation-9e81b76814f6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@suleimanabualrob: Kubernetes cost optimisation in the Kubernetes Tools ecosystem. + - [medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical' Pod Autoscaler](https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical' Pod Autoscaler in the Kubernetes Tools ecosystem. ## FinOps and Cloud Cost ### AWS Optimization @@ -22,9 +36,6 @@ #### EKS Cost Reduction - **(2023)** [==dev.to: FinOps EKS: 10 tips to reduce the bill up to 90% on AWS managed Kubernetes clusters==](https://dev.to/zenika/eks-10-tips-to-reduce-the-bill-up-to-90-on-aws-managed-kubernetes-clusters-epe) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides ten advanced tips to reduce Amazon EKS costs by up to 90%. Focuses on deploying the Karpenter autoscaler, using AWS Graviton instances, rightsizing pod resources, and setting up automated dev-environment shutdown policies. -#### 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. #### 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. @@ -70,18 +81,9 @@ #### Actionable Frameworks - **(2023)** [**infoworld.com: 5 steps to bringing Kubernetes costs in line**](https://www.infoworld.com/article/2338303/5-steps-to-bringing-kubernetes-costs-in-line.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Presents a clear five-step methodology to control Kubernetes infrastructure spend. Covers standard practices like adjusting request/limit ratios, configuring cluster autoscalers (VPA/HPA), and moving non-critical workloads to spot instance pools. -#### 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. -#### 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. #### Cost Platforms - **(2022)** [**thenewstack.io: Finout Gets a Handle on Kubernetes Costs**](https://thenewstack.io/finout-gets-a-handle-on-kubernetes-costs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Reviews Finout's capability to combine multiple cloud invoices (such as AWS, Snowflake, Datadog) and Kubernetes metrics into a single interface. Demonstrates how to link infrastructure spend directly to actual business unit metrics. -#### Foundational Concepts - - - **(2022)** [replex.io: An Introduction to Kubernetes FinOps](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory resource explaining how to divide shared Kubernetes costs across teams. Describes using namespace resource limits and pod metadata tags to set up fair chargeback structures. #### Observability Integrations - **(2023)** [**thenewstack.io: Grafana Wants to Help You Avoid Getting Dinged by Kubernetes Costs**](https://thenewstack.io/grafana-wants-to-help-you-avoid-getting-dinged-by-kubernetes-costs) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Discusses Grafana's work to build native cost-monitoring tools directly into standard monitoring dashboards. Explores using Prometheus metrics from OpenCost to display cluster financial trends alongside hardware utilization data. @@ -146,5 +148,5 @@ - **(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). --- -πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Digital Money](./digital-money.md) | [Elearning](./elearning.md) +πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) diff --git a/v2-docs/flux.md b/v2-docs/flux.md index fca6a283..1a552943 100644 --- a/v2-docs/flux.md +++ b/v2-docs/flux.md @@ -10,8 +10,14 @@ #### General Reference - [dzone: Developing Applications on Multi-tenant Clusters With Flux and Kustomize](https://dzone.com/articles/developing-applications-on-multitenant-clusters-wi) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Developing Applications on Multi-tenant Clusters With Flux and Kustomize in the Kubernetes Tools ecosystem. + - [cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure' Kubernetes deployments](https://cloud-viadee.medium.com/gitops-for-it-architects-6312e7822819) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure' Kubernetes deployments in the Kubernetes Tools ecosystem. + - [johnclarke73.medium.com: How GitOps works for us](https://johnclarke73.medium.com/our-continuous-delivery-journey-11d86dd68a49) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering johnclarke73.medium.com: How GitOps works for us in the Kubernetes Tools ecosystem. + - [medium: Integrating GitOps Deployments in Kubernetes Using Weave Flux](https://medium.com/contino-engineering/integrating-gitops-deployments-in-kubernetes-using-weave-flux-9a617ea17684) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Integrating GitOps Deployments in Kubernetes Using Weave Flux in the Kubernetes Tools ecosystem. - [cncf.io: Flux: Server-side reconciliation is coming](https://www.cncf.io/blog/2021/10/07/server-side-reconciliation-is-coming) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Flux: Server-side reconciliation is coming in the Kubernetes Tools ecosystem. + - [blog.ediri.io: Flux With Buckets: Is This Still GitOps?](https://blog.ediri.io/flux-with-buckets-is-this-still-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Flux With Buckets: Is This Still GitOps? in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Flux CD: Getting Started](https://levelup.gitconnected.com/flux-cd-getting-started-1a06671d718f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Flux CD: Getting Started in the Kubernetes Tools ecosystem. - [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. + - [blog.aenix.io: Argo CD vs Flux CD](https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.aenix.io: Argo CD vs Flux CD in the Kubernetes Tools ecosystem. - [cncf.io: How to GitOps your Terraform](https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: How to GitOps your Terraform in the Kubernetes Tools ecosystem. ## Deployment and Orchestration @@ -73,7 +79,6 @@ - **(2025)** [docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes](https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Microsoft's guide to deploying enterprise multi-cluster configurations using Azure Arc integrated with Flux v2 GitOps extensions. Enables unified policy-driven application deployment across hybrid cloud estates. - **(2022)** [thenewstack.io: GitOps at Home: Automate Code Deploys with Kubernetes and Flux](https://thenewstack.io/gitops-at-home-automate-code-deploys-with-kubernetes-and-flux) [YAML CONTENT] [COMMUNITY-TOOL] β€” A practical walkthrough for setting up self-hosted GitOps pipelines on homelabs or small clusters using Flux. Highlights automated deployment routines and resource orchestration. - **(2021)** [docs.fluxcd.io](https://docs.fluxcd.io/en/1.22.2) [NONE CONTENT] [DOCUMENTATION] [LEGACY] β€” Archived reference documentation for the legacy Flux v1 orchestrator. Left online purely as historical reference; teams must use modern Flux v2 systems for controller architectures and security controls. - - **(2021)** [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30) [YAML CONTENT] [COMMUNITY-TOOL] β€” A crucial guide explaining how to securely manage encrypted Kubernetes Secrets in public Git repositories using Mozilla SOPS, AWS KMS, and the Flux source/kustomize decryption drivers. - **(2021)** [acloudguru.com: Adopting GitOps for Kubernetes on AWS 🌟](https://www.pluralsight.com/resources/blog/cloud/adopting-gitops-for-kubernetes-on-aws?utm_source=linkedin&utm_medium=social&utm_campaign=kubernetesblog) [NONE CONTENT] [COMMUNITY-TOOL] β€” A strategic overview of adopting GitOps paradigms for EKS workloads. Outlines structural patterns, IAM roles for service accounts integration, and state synchronization using Flux controllers. - **(2021)** [blog.sldk.de: Introduction to GitOps on Kubernetes with Flux v2 🌟](https://blog.sldk.de/2021/02/introduction-to-gitops-on-kubernetes-with-flux-v2) [NONE CONTENT] [COMMUNITY-TOOL] β€” A clear introduction to the fundamental architecture of Flux v2. Explains key resources including GitRepository, Kustomization, and how they combine to deploy reliable workloads. - **(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. @@ -86,5 +91,5 @@ - **(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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Argo](./argo.md) diff --git a/v2-docs/freelancing.md b/v2-docs/freelancing.md index 25dbfe44..aa0b75d4 100644 --- a/v2-docs/freelancing.md +++ b/v2-docs/freelancing.md @@ -3,6 +3,22 @@ !!! info "Architectural Context" Detailed reference for Freelancing in the context of Career & Industry. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [gestoresderiesgo.com: ProhibiciΓ³n de utilizar programas informΓ‘ticos que permitan llevar una doble contabilidad empresarial](http://www.gestoresderiesgo.com/colaboradores/prohibicion-de-utilizar-programas-informaticos-que-permitan-llevar-una-doble-contabilidad-empresarial) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.gestoresderiesgo.com in the Kubernetes Tools ecosystem. + - [eleconomista.es: Solo el 13% de autΓ³nomos en tarifa plana 'sobrevive' despuΓ©s de 24 meses](https://www.eleconomista.es/economia/noticias/11338080/07/21/Solo-el-13-de-autonomos-en-tarifa-plana-sobrevive-despues-de-24-meses.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: Solo el 13% de autΓ³nomos en tarifa plana 'sobrevive' despuΓ©s de 24 meses in the Kubernetes Tools ecosystem. + - [eleconomista.es: El acceso a financiaciΓ³n, una barrera (casi) infranqueable' para los autΓ³nomos](https://www.eleconomista.es/actualidad/noticias/11361634/08/21/El-acceso-a-financiacion-una-barrera-casi-infranqueable-para-los-autonomos.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: El acceso a financiaciΓ³n, una barrera (casi) infranqueable' para los autΓ³nomos in the Kubernetes Tools ecosystem. + - [eleconomista.es: Estas son las cuotas de los autΓ³nomos a la Seguridad Social' y los derechos que garantizan](https://www.eleconomista.es/economia/noticias/11368404/08/21/Estas-son-las-cuotas-de-los-autonomos-a-la-Seguridad-Social-y-los-derechos-que-garantizan.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: Estas son las cuotas de los autΓ³nomos a la Seguridad Social' y los derechos que garantizan in the Kubernetes Tools ecosystem. + - [eleconomista.es: Estos son los gastos de los autΓ³nomos que no se pueden' deducir en el IVA](https://www.eleconomista.es/economia/noticias/11390425/09/21/Estos-son-los-gastos-de-los-autonomos-que-no-se-pueden-deducir-en-el-IVA.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: Estos son los gastos de los autΓ³nomos que no se pueden' deducir en el IVA in the Kubernetes Tools ecosystem. + - [eleconomista.es: La ayuda del SEPE a los autΓ³nomos: asΓ­ pueden cobrar el' paro a la vez que trabajan](https://www.eleconomista.es/economia/noticias/11391909/09/21/La-ayuda-del-SEPE-a-los-autonomos-asi-pueden-cobrar-el-paro-a-la-vez-que-trabajan.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: La ayuda del SEPE a los autΓ³nomos: asΓ­ pueden cobrar el' paro a la vez que trabajan in the Kubernetes Tools ecosystem. + - [malt 🌟](https://www.malt.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering malt 🌟 in the Kubernetes Tools ecosystem. + - [upwork 🌟](https://www.upwork.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering upwork 🌟 in the Kubernetes Tools ecosystem. + - [fiverr](https://www.fiverr.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fiverr in the Kubernetes Tools ecosystem. + - [remoteone](https://remote.one) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering remoteone in the Kubernetes Tools ecosystem. ## Business and Careers ### Freelance Platforms @@ -116,5 +132,5 @@ - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md) +πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) diff --git a/v2-docs/git.md b/v2-docs/git.md index 0922d760..b4912433 100644 --- a/v2-docs/git.md +++ b/v2-docs/git.md @@ -3,13 +3,6 @@ !!! info "Architectural Context" Detailed reference for Git and Patterns for Managing Source Code Branches. Merge BOTs in the context of Architectural Foundations. -## CI-CD - -### Developer Operations - -#### Automation - - - **(2026)** [**mergify.io**](https://mergify.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight showcases automated pull request workflows. Live Grounding reveals a sophisticated automation engine that handles conditional merging, queue scheduling, and branch rebase synchronization on GitHub. It minimizes human bottlenecks during continuous deployment cycles. ## CICD Pipeline ### Automation Tools @@ -72,8 +65,8 @@ - **(2021)** [github.blog: GitHub Actions update: Helping maintainers combat bad actors](https://github.blog/open-source/maintainers/github-actions-update-helping-maintainers-combat-bad-actors) [NONE CONTENT] [COMMUNITY-TOOL] β€” Highlights GitHub security countermeasures designed to prevent cryptojacking and resource abuse in public actions. Documents the requirement for manual approval of workflows initiated by first-time external contributors. #### Secret Management - - **(2021)** [github.blog: Implementing least privilege for secrets in GitHub Actions](https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes implementation strategies to enforce least privilege access inside GitHub Actions. Outlines configuration methods to isolate scope, manage token permissions, limit execution environments, and safeguard production secrets. - **(2021)** [github.com/marketplace: Use AWS Secrets Manager secrets in GitHub jobs 🌟](https://github.com/marketplace/actions/aws-secrets-manager-github-action) [TYPESCRIPT CONTENT] [COMMUNITY-TOOL] β€” Integrates AWS Secrets Manager natively into GitHub Actions runtime environments. Restricts secret exposure to disk arrays by fetching variable payloads on-demand directly into the runner's memory space, strengthening standard CI security parameters. + - **(2021)** [github.blog: Implementing least privilege for secrets in GitHub Actions](https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analyzes implementation strategies to enforce least privilege access inside GitHub Actions. Outlines configuration methods to isolate scope, manage token permissions, limit execution environments, and safeguard production secrets. ### Software Distribution #### Mobile Workflows @@ -138,7 +131,7 @@ - **(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 -### Automation (1) +### Automation #### Git Tools @@ -340,7 +333,7 @@ - **(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 -### Automation (2) +### Automation (1) #### Custom Actions @@ -549,14 +542,89 @@ ### General Reference + - [fourtheorem.com: How to end Microservice pain and embrace the Monorepo](https://fourtheorem.com/monorepo) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fourtheorem.com in the Kubernetes Tools ecosystem. + - [Auto-merge between release branches](https://about.gitlab.com/gitlab-org/gitlab/-/issues/2785) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering about.gitlab.com in the Kubernetes Tools ecosystem. + - [Provide merge bot functionality](https://about.gitlab.com/gitlab-org/gitlab/-/issues/14595) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering about.gitlab.com in the Kubernetes Tools ecosystem. + - [CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟](https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟 in the Kubernetes Tools ecosystem. + - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: refcard - getting started with git in the Kubernetes Tools ecosystem. + - [Wikipedia: Git](https://en.wikipedia.org/wiki/Git) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Git in the Kubernetes Tools ecosystem. - [dzone.com: Top 20 git commands with examples 🌟](https://dzone.com/articles/top-20-git-commands-with-examples) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Top 20 git commands with examples 🌟 in the Kubernetes Tools ecosystem. + - [medium: 7 Best Courses to Master Git and Github for Programmers](https://medium.com/javarevisited/7-best-courses-to-master-git-and-github-for-programmers-d671859a68b2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 7 Best Courses to Master Git and Github for Programmers in the Kubernetes Tools ecosystem. + - [medium: Top 7 Cloud Source Code Management Tools Features and Pricing Plans](https://medium.com/@atif.ramzan89/top-7-cloud-source-code-management-tools-features-and-pricing-plans-105f4eb88a3a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Top 7 Cloud Source Code Management Tools Features and Pricing Plans in the Kubernetes Tools ecosystem. + - [Things You Want to Do in Git and How to Do Them](https://stu2b50.dev/posts/things-you-wante9665) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Things You Want to Do in Git and How to Do Them in the Kubernetes Tools ecosystem. + - [blog.balasundar.com: Automate Git Operations Using Python](https://blog.balasundar.com/automate-git-operations-using-python) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.balasundar.com: Automate Git Operations Using Python in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: 5 Git Commands to Know Before Your First Tech' Job or Internship](https://levelup.gitconnected.com/5-git-commands-to-know-before-your-first-tech-job-or-internship-1b5856313338) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Git Commands to Know Before Your First Tech' Job or Internship in the Kubernetes Tools ecosystem. + - [blog.greenroots.info: How NOT to use Git in Practice. Ten Git usages, you' should know to avoid](https://blog.greenroots.info/how-not-to-use-git-in-practice-ten-git-usages-you-should-know-to-avoid) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.greenroots.info: How NOT to use Git in Practice. Ten Git usages, you' should know to avoid in the Kubernetes Tools ecosystem. + - [blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with' Basic Git Commands](https://blog.annamcdougall.com/git-workflow-tutorial-start-using-git-today-with-basic-git-commands-ckdc1nvfs02zp66s1d4zydz47) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with' Basic Git Commands in the Kubernetes Tools ecosystem. + - [netflixtechblog.medium.com: Improving Pull Request Confidence for the Netflix' TV App](https://netflixtechblog.medium.com/improving-pull-request-confidence-for-the-netflix-tv-app-b85edb05eb65) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering netflixtechblog.medium.com: Improving Pull Request Confidence for the Netflix' TV App in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Use Git Hooks For Commit Automation 🌟](https://www.cloudsavvyit.com/14036/how-to-use-git-hooks-for-commit-automation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Git Hooks For Commit Automation 🌟 in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: Should You Use HTTPS or SSH For Git? 🌟](https://www.cloudsavvyit.com/14822/should-you-use-https-or-ssh-for-git) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudsavvyit.com: Should You Use HTTPS or SSH For Git?== 🌟 in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Top 30 Git Commands You Should Know To Master' Git CLI](https://levelup.gitconnected.com/top-30-git-commands-you-should-know-to-master-git-cli-f04e041779bc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Top 30 Git Commands You Should Know To Master' Git CLI in the Kubernetes Tools ecosystem. + - [medium: Forking GitHub Repository with Git and VIM | Swain Dennis](https://medium.com/@swain.dennis1/forking-github-repository-with-git-and-vim-54288dff3801) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Forking GitHub Repository with Git and VIM | Swain Dennis in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How to Filter the Git Logs](https://betterprogramming.pub/how-to-filter-the-git-logs-2dcebf3d12) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Filter the Git Logs in the Kubernetes Tools ecosystem. + - [devconnected.com: How To Delete File on Git](https://devconnected.com/how-to-delete-file-on-git) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devconnected.com: How To Delete File on Git in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: 2 Use Cases of Python Pre-commit Hooks to Tidy Up' Your Git Repositories](https://betterprogramming.pub/2-use-cases-of-python-pre-commit-hooks-to-tidy-up-your-git-repositories-8d86c9c4f06b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 2 Use Cases of Python Pre-commit Hooks to Tidy Up' Your Git Repositories in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Recovering From Common Git Errors](https://betterprogramming.pub/recovering-from-common-git-errors-eccda7ec6180) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Recovering From Common Git Errors== in the Kubernetes Tools ecosystem. + - [medium.com/@ladoui.bilal: 10 Git commands every DevOps should know 🌟](https://medium.com/@ladoui.bilal/10-git-commands-should-every-devops-should-know-6ae07f5e1989) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@ladoui.bilal: 10 Git commands every DevOps should know== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@datosh18: Gitsign in remote environments](https://medium.com/@datosh18/gitsign-in-remote-environments-6f40f47d289f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@datosh18: Gitsign in remote environments in the Kubernetes Tools ecosystem. + - [medium.com/qe-unit: How Google Does Monorepo (Revisited)](https://medium.com/qe-unit/how-google-does-monorepo-revisited-8c793be20344) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/qe-unit: How Google Does Monorepo (Revisited) in the Kubernetes Tools ecosystem. + - [cloud-and-devops.hashnode.dev: Git 007 : Learn Advanced GIT topics like' a Pro](https://cloud-and-devops.hashnode.dev/git-007-learn-advanced-git-topics-like-a-pro) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-and-devops.hashnode.dev: Git 007 : Learn Advanced GIT topics like' a Pro in the Kubernetes Tools ecosystem. - [learn.gitkraken.com/courses/git-foundations: Foundations of Git - Certification' Course | Enroll for free](https://learn.gitkraken.com/courses/git-foundations) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==learn.gitkraken.com/courses/git-foundations: Foundations of Git - Certification' Course | Enroll for free== in the Kubernetes Tools ecosystem. + - [medium.com/featurepreneur: Don’t trash your changes but stash β€˜em!](https://medium.com/featurepreneur/dont-trash-your-changes-but-stash-em-2091a191f7db) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/featurepreneur: Don’t trash your changes but stash β€˜em! in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Delete Git Branches on Local and Remote Repositories](https://www.cloudsavvyit.com/14289/how-to-delete-git-branches-on-local-and-remote-repositories) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Delete Git Branches on Local and Remote Repositories in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Move Changes to Another Branch in Git](https://www.cloudsavvyit.com/14710/how-to-move-changes-to-another-branch-in-git) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Move Changes to Another Branch in Git in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Leave Aside Git Checkout. Consider Git Switch for' a Change](https://betterprogramming.pub/leave-aside-git-checkout-consider-git-switch-for-a-change-7849df8714b0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Leave Aside Git Checkout. Consider Git Switch for' a Change in the Kubernetes Tools ecosystem. + - [blog.devops.dev: Stop messing up with Git. Follow this simple and effective' strategy to maintain Git branches](https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effective-strategy-to-maintain-git-branches-cc378468cde6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Stop messing up with Git. Follow this simple and effective' strategy to maintain Git branches in the Kubernetes Tools ecosystem. + - [medium.com/@selvamraju007: GIT Branching Strategies](https://medium.com/@selvamraju007/git-branching-strategies-a6eafe4541ae) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@selvamraju007: GIT Branching Strategies in the Kubernetes Tools ecosystem. + - [medium.com/@amid.ukr: Agile Git branching strategies in 2023](https://medium.com/@amid.ukr/agile-git-branching-strategies-in-2023-caeead79ddd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@amid.ukr: Agile Git branching strategies in 2023 in the Kubernetes Tools ecosystem. + - [blog.mimacom.com: The Git Commands You Wish You Always Had](https://blog.mimacom.com/git-aliases-you-wished-you-had) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com: The Git Commands You Wish You Always Had in the Kubernetes Tools ecosystem. + - [sitepoint.com: Understanding and Working with Submodules in Git](https://www.sitepoint.com/git-submodules-introduction) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sitepoint.com: Understanding and Working with Submodules in Git in the Kubernetes Tools ecosystem. + - [medium: The Pros and Cons of Monorepos, Explained](https://betterprogramming.pub/the-pros-and-cons-monorepos-explained-f86c998392e1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Pros and Cons of Monorepos, Explained in the Kubernetes Tools ecosystem. + - [Dzone refcard: Git Patterns and Anti-Patterns](https://dzone.com/refcardz/git-patterns-and-anti-patterns) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Git Patterns and Anti-Patterns in the Kubernetes Tools ecosystem. + - [medium: Which Git branching model should I select for my project?](https://medium.com/aventude/which-git-branching-model-should-i-select-73aafc503b5f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Which Git branching model should I select for my project? in the Kubernetes Tools ecosystem. + - [GitLab Flow](https://docs.gitlab.com/ee/topics/gitlab_flow.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitLab Flow in the Kubernetes Tools ecosystem. - [The Origins of Trunk Based Development](https://dzone.com/articles/origins-trunk-based) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Origins of Trunk Based Development in the Kubernetes Tools ecosystem. + - [quora.com: What is trunk based development?](https://www.quora.com/What-is-trunk-based-development) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering quora.com: What is trunk based development? in the Kubernetes Tools ecosystem. + - [medium.com: Gitflow β€” Branch Guide](https://medium.com/@rafavinnce/gitflow-branch-guide-8a523360c053) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Gitflow β€” Branch Guide in the Kubernetes Tools ecosystem. + - [medium.com: Git Flow for Beginners](https://medium.com/@thibault60000/git-flow-for-beginners-d7a152b2c1f9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Git Flow for Beginners in the Kubernetes Tools ecosystem. + - [medium.com: What is GitFlow?](https://medium.com/@okandavut/what-is-gitflow-c0be7a659992) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: What is GitFlow? in the Kubernetes Tools ecosystem. + - [toptal.com: Trunk-based Development vs. Git Flow](https://www.toptal.com/software/trunk-based-development-git-flow) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering toptal.com: Trunk-based Development vs. Git Flow in the Kubernetes Tools ecosystem. + - [medium: GitFlow VS Trunk-Based-Development](https://medium.com/@vafrcor2009/gitflow-vs-trunk-based-development-3beff578030b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitFlow VS Trunk-Based-Development in the Kubernetes Tools ecosystem. - [Dzone: Why I Prefer Trunk-Based Development Over Feature Branching and GitFlow' 🌟](https://dzone.com/articles/why-i-prefer-trunk-based-development-over-feature) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Why I Prefer Trunk-Based Development Over Feature Branching and GitFlow' 🌟 in the Kubernetes Tools ecosystem. + - [cioperu.pe: 5 formas de impulsar la utilizaciΓ³n de feature flags](https://cioperu.pe/articulo/30477/devops-5-formas-de-impulsar-la-utilizacion-de-feature-flags) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cioperu.pe: 5 formas de impulsar la utilizaciΓ³n de feature flags in the Kubernetes Tools ecosystem. - [Dzone: using gitlab API to create projects](https://dzone.com/articles/using-gitlab-rest-api-to-create-projects) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: using gitlab API to create projects in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Automating Integration and Deployment to Remote' Server](https://levelup.gitconnected.com/automating-integration-and-deployment-to-remote-server-63a2b6576ebf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Automating Integration and Deployment to Remote' Server in the Kubernetes Tools ecosystem. + - [redpill-solutions.medium.com: Deploying to Kubernetes with GitLab](https://redpill-solutions.medium.com/deploying-to-kubernetes-with-gitlab-28c2f1a42e57) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==redpill-solutions.medium.com: Deploying to Kubernetes with GitLab== in the Kubernetes Tools ecosystem. + - [venturebeat.com: GitLab acquires open source observability distribution' Opstrace](https://venturebeat.com/2021/12/14/gitlab-acquires-open-source-observability-distribution-opstrace) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==venturebeat.com: GitLab acquires open source observability distribution' Opstrace== in the Kubernetes Tools ecosystem. + - [renjithvr11.medium.com: Running GitLab Runners on Kubernetes](https://renjithvr11.medium.com/running-gitlab-runners-on-kubernetes-8e7fc9bf75ce) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering renjithvr11.medium.com: Running GitLab Runners on 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. + - [GitHub Chaos Actions in Your CI/CD workflow](https://blog.mayadata.io/github-chaos-actions-in-your-ci/cd-workflow-part-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitHub Chaos Actions in Your CI/CD workflow in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How To Properly Fork a Github Repository](https://www.cloudsavvyit.com/14640/how-to-properly-fork-a-github-repository) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How To Properly Fork a Github Repository in the Kubernetes Tools ecosystem. + - [alsmola.medium.com: Securing GitHub organizations](https://alsmola.medium.com/securing-github-organizations-9c33c850638) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alsmola.medium.com: Securing GitHub organizations in the Kubernetes Tools ecosystem. + - [cloudsavvyit.com: How to Use Github Actions to Automate Your Repository' Builds](https://www.cloudsavvyit.com/15207/how-to-use-github-actions-to-automate-your-repository-builds) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Github Actions to Automate Your Repository' Builds in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: GitHub may replace DockerHub](https://levelup.gitconnected.com/github-may-replace-dockerhub-a5da5e547f01) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: GitHub may replace DockerHub== in the Kubernetes Tools ecosystem. + - [alemsbaja.hashnode.dev: Git and GitHub Demystified : A Comprehensive Guide' for Version Control System](https://alemsbaja.hashnode.dev/git-and-github-demystified-a-comprehensive-guide-for-version-control-system) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alemsbaja.hashnode.dev: Git and GitHub Demystified : A Comprehensive Guide' for Version Control System in the Kubernetes Tools ecosystem. + - [lab.github.com 🌟](https://lab.github.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==lab.github.com== 🌟 in the Kubernetes Tools ecosystem. - [docker.com: Docker Github Actions](https://www.docker.com/blog/docker-github-actions) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Docker Github Actions in the Kubernetes Tools ecosystem. + - [particule.io: CI/CD using Github Actions, AWS ECR and ECS Fargate](https://particule.io/en/blog/cicd-ecr-ecs) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering particule.io: CI/CD using Github Actions, AWS ECR and ECS Fargate in the Kubernetes Tools ecosystem. + - [proandroiddev.com: β€œContinuous Integration/Delivery” for Android with GitHub' Actions β€” Part 1](https://proandroiddev.com/continuous-integration-delivery-for-android-with-github-actions-part-1-b232ed2b1740) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering proandroiddev.com: β€œContinuous Integration/Delivery” for Android with GitHub' Actions β€” Part 1 in the Kubernetes Tools ecosystem. + - [medium: Create CI/CD with Github Actions + AWS EC2, CodeDeploy and S3](https://medium.com/codemonday/github-actions-for-ci-cd-with-ec2-codedeploy-and-s3-e93e75bf1ce0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create CI/CD with Github Actions + AWS EC2, CodeDeploy and S3 in the Kubernetes Tools ecosystem. + - [blog.thundra.io: How to Set Up a CI Pipeline in GitHub Actions](https://blog.thundra.io/how-to-set-up-a-ci-pipeline-in-github-actions) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: How to Set Up a CI Pipeline in GitHub Actions in the Kubernetes Tools ecosystem. + - [blog.thundra.io: Top 10 GitHub Actions You Should Use to set up your CI/CD' Pipeline](https://blog.thundra.io/top-10-github-actions-you-should-use-to-set-up-your-ci/cd-pipeline) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: Top 10 GitHub Actions You Should Use to set up your CI/CD' Pipeline in the Kubernetes Tools ecosystem. + - [blog.ediri.io: Auto Docs, Test And Release A Helm Chart With GitHub Actions](https://blog.ediri.io/auto-docs-test-and-release-a-helm-chart-with-github-actions) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Auto Docs, Test And Release A Helm Chart With GitHub Actions in the Kubernetes Tools ecosystem. + - [tonylixu.medium.com: GitOps β€” Github Actions Docker Build Workflow](https://tonylixu.medium.com/gitops-github-actions-docker-build-workflow-157cc53e9a0d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==tonylixu.medium.com: GitOps β€” Github Actions Docker Build Workflow== in the Kubernetes Tools ecosystem. + - [medium.com/@george_bakas: Mastering GitHub Actions: Environment Variables' and Secrets Management](https://medium.com/@george_bakas/mastering-github-actions-environment-variables-and-secrets-management-3daac384477b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@george_bakas: Mastering GitHub Actions: Environment Variables' and Secrets Management in the Kubernetes Tools ecosystem. + - [medium: GitHub’s AI Copilot Might Get You Sued If You Use It](https://medium.com/geekculture/githubs-ai-copilot-might-get-you-sued-if-you-use-it-c1cade1ea229) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitHub’s AI Copilot Might Get You Sued If You Use It in the Kubernetes Tools ecosystem. + - [medium.com/@eriky: Copilot Is Genuinely Scary And Fascinating At The Same' Time](https://medium.com/@eriky/copilot-is-genuinely-scary-and-fascinating-at-the-same-time-63ebcbf80899) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eriky: Copilot Is Genuinely Scary And Fascinating At The Same' Time in the Kubernetes Tools ecosystem. + - [python.plainenglish.io: Who Writes Better Code: GitHub CoPilot or GPT-3?](https://python.plainenglish.io/who-writes-better-code-github-copilot-or-gpt-3-9e7441650c9b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: Who Writes Better Code: GitHub CoPilot or GPT-3? in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: Hey ChatGPT, Automate These Tasks Using Python](https://medium.com/geekculture/hey-chatgpt-solve-these-coding-tasks-using-python-b2e7482f2c18) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Hey ChatGPT, Automate These Tasks Using Python in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: My First Impressions of Sapling β€” Meta’s New Git' Client](https://betterprogramming.pub/four-ways-you-can-experiment-with-sapling-709eec0ffcb1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: My First Impressions of Sapling β€” Meta’s New Git' Client in the Kubernetes Tools ecosystem. + - [Wikipedia: Azure DevOps](https://en.wikipedia.org/wiki/Azure_DevOps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Azure DevOps in the Kubernetes Tools ecosystem. + - [Microsoft Replacing Visual Studio Team Services with Azure DevOps](https://redmondmag.com/articles/2018/09/10/microsoft-replacing-vsts-with-azure-devops.aspx) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Microsoft Replacing Visual Studio Team Services with Azure DevOps in the Kubernetes Tools ecosystem. + - [Wikipedia: Software bot](https://en.wikipedia.org/wiki/Software_bot) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Software bot in the Kubernetes Tools ecosystem. + - [How to configure Jenkins for git merge](https://support.cloudbees.com/hc/en-us/articles/227246387-How-to-Configure-Jenkins-for-Git-Merge-) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to configure Jenkins for git merge in the Kubernetes Tools ecosystem. - [stackoverflow.com: How can we programmatically approve merge requests in' GitLab?](https://stackoverflow.com/questions/58019605/how-can-we-programmatically-approve-merge-requests-in-gitlab) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: How can we programmatically approve merge requests in' GitLab? in the Kubernetes Tools ecosystem. + - [mergify.io](https://mergify.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mergify.io in the Kubernetes Tools ecosystem. - [stackoverflow.com: Bot to automatically reverse GitHub pull request merges](https://stackoverflow.com/questions/27820309/bot-to-automatically-reverse-github-pull-request-merges) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Bot to automatically reverse GitHub pull request merges in the Kubernetes Tools ecosystem. ## Project Management @@ -627,7 +695,6 @@ #### 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. @@ -1028,5 +1095,5 @@ - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/gitops.md b/v2-docs/gitops.md index 4760150f..bebdb14b 100644 --- a/v2-docs/gitops.md +++ b/v2-docs/gitops.md @@ -54,7 +54,43 @@ #### General Reference + - [geekflare.com: An Introduction to GitOps](https://geekflare.com/topic/development) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem. + - [Continuous GitOps, the way to do DevOps in Kubernetes](https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Continuous GitOps, the way to do DevOps in Kubernetes in the Kubernetes Tools ecosystem. + - [opensource.substack.com: All You Need To Know About GitOps](https://opensource.substack.com/p/all-you-need-to-know-about-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering opensource.substack.com: All You Need To Know About GitOps in the Kubernetes Tools ecosystem. + - [medium: GitOps: Build infrastructure resilient applications 🌟](https://medium.com/@franoisdagostini/gitops-build-infrastructure-resilient-applications-95bbc939046d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitOps: Build infrastructure resilient applications 🌟 in the Kubernetes Tools ecosystem. + - [medium: GitOps : The Next Big Thing for DevOps and Automation!](https://medium.com/searce/gitops-the-next-big-thing-for-devops-and-automation-2a9597e51559) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitOps : The Next Big Thing for DevOps and Automation! in the Kubernetes Tools ecosystem. + - [samiyaakhtar.medium.com: GitOps Observability β€” Visualizing the journey' of a container](https://samiyaakhtar.medium.com/gitops-observability-visualizing-the-journey-of-a-container-5f6ef1f3c9d2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering samiyaakhtar.medium.com: GitOps Observability β€” Visualizing the journey' of a container in the Kubernetes Tools ecosystem. + - [kumomind.medium.com: Should I consider the GitOps methodology?](https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kumomind.medium.com: Should I consider the GitOps methodology? in the Kubernetes Tools ecosystem. + - [devsecops.co.in: GitOps Guide – What, Why and How? 🌟](https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: GitOps Guide – What, Why and How? 🌟 in the Kubernetes Tools ecosystem. + - [en.sokube.ch: GitOps and the Millefeuille dilemma 🌟](https://en.sokube.ch/post/gitops-and-the-millefeuille-dilemma-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.sokube.ch: GitOps and the Millefeuille dilemma 🌟 in the Kubernetes Tools ecosystem. + - [devopslearners.com: What is GitOps?](https://devopslearners.com/what-is-gitops-168aac9a2ee) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: What is GitOps? in the Kubernetes Tools ecosystem. + - [magalix.com: GitOps 101: What’s It All About?](https://www.magalix.com/blog/what-is-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: GitOps 101: What’s It All About? in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How GitOps Can Help Prevent Security Misconfigurations](https://betterprogramming.pub/how-gitops-can-help-prevent-security-misconfigurations-8b506dcd89e1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How GitOps Can Help Prevent Security Misconfigurations in the Kubernetes Tools ecosystem. + - [medium: Stop Using Branches for Deploying to Different GitOps Environments' | ostis Kapelonis](https://medium.com/containers-101/stop-using-branches-for-deploying-to-different-gitops-environments-7111d0632402) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Stop Using Branches for Deploying to Different GitOps Environments' | ostis Kapelonis== in the Kubernetes Tools ecosystem. + - [medium.com/@buraktahtacioglu: GitOps Fundamentals β€” CNCF Roadmap](https://medium.com/@buraktahtacioglu/gitops-fundamentals-cncf-roadmap-fa686dbced9d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@buraktahtacioglu: GitOps Fundamentals β€” CNCF Roadmap in the Kubernetes Tools ecosystem. - [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. + - [medium.com/codex: Points to Consider for Structuring Infrastructure as Code' Repositories](https://medium.com/codex/points-to-consider-for-structuring-infrastructure-as-code-repositories-886ff58404b8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Points to Consider for Structuring Infrastructure as Code' Repositories in the Kubernetes Tools ecosystem. + - [medium.com/jumia-tech: Immutable Infrastructure & GitOps 🌟](https://medium.com/jumia-tech/immutable-infrastructure-gitops-18d644f9c7cb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/jumia-tech: Immutable Infrastructure & GitOps 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@alamdar.hussain0007: GitOps with Kubernetes](https://medium.com/@alamdar.hussain0007/gitops-with-kubernetes-f0912b644925) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alamdar.hussain0007: GitOps with Kubernetes in the Kubernetes Tools ecosystem. + - [dzone: The Essentials of GitOps 🌟](https://dzone.com/refcardz/the-essentials-of-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: The Essentials of GitOps== 🌟 in the Kubernetes Tools ecosystem. + - [blog.devops.dev: GitOps β€” Fundamentals Part 0](https://blog.devops.dev/gitops-fundamentals-part-0-a8e63f8f9ce8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: GitOps β€” Fundamentals Part 0 in the Kubernetes Tools ecosystem. + - [msrishty.medium.com: Traditional CI-CD vs gitops 🌟](https://msrishty.medium.com/traditional-ci-cd-vs-gitops-e835728642fb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering msrishty.medium.com: Traditional CI-CD vs gitops 🌟 in the Kubernetes Tools ecosystem. + - [blog.developersteve.com: GitOps for Kubernetes Canary Deployments](https://blog.developersteve.com/gitops-for-kubernetes-canary-deployments-4aeab4043727) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.developersteve.com: GitOps for Kubernetes Canary Deployments in the Kubernetes Tools ecosystem. + - [medium.com/containers-101: Using GitOps for Databases](https://medium.com/containers-101/using-gitops-for-databases-f09a027184bb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/containers-101: Using GitOps for Databases in the Kubernetes Tools ecosystem. + - [medium.com/@ahmed.fathy.elayaat: What is GitOps?](https://medium.com/@ahmed.fathy.elayaat/gitops-fc27ef5a7836) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ahmed.fathy.elayaat: What is GitOps? in the Kubernetes Tools ecosystem. + - [GitOps for Kubernetes with Jenkins](https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitOps for Kubernetes with Jenkins in the Kubernetes Tools ecosystem. + - [GitOps with Jenkins and Kubernetes](https://medium.com/@abhishekbhardwaj510/gitops-with-jenkins-and-kubernetes-c20425244c73) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering GitOps with Jenkins and Kubernetes in the Kubernetes Tools ecosystem. + - [How to Create a GitOps Workflow with Terraform and Jenkins](https://www.hashicorp.com/resources/how-create-gitops-workflow-terraform-jenkins) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Create a GitOps Workflow with Terraform and Jenkins in the Kubernetes Tools ecosystem. + - [portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot](https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot in the Kubernetes Tools ecosystem. + - [hashicorp.com: Using Waypoint Runners To Enable GitOps Workflows](https://www.hashicorp.com/blog/using-waypoint-runners-to-enable-gitops-workflows) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Using Waypoint Runners To Enable GitOps Workflows in the Kubernetes Tools ecosystem. + - [medium.com/bumble-tech: GitOps for multi-cluster K8s environments 🌟](https://medium.com/bumble-tech/gitops-for-multi-cluster-k8s-environments-d305431ba6d6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/bumble-tech: GitOps for multi-cluster K8s environments== 🌟 in the Kubernetes Tools ecosystem. + - [blog.openshift.com: Introduction to GitOps with OpenShift](https://blog.openshift.comintroduction-to-gitops-with-openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Introduction to GitOps with OpenShift in the Kubernetes Tools ecosystem. + - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com: GitOps introduction in the Kubernetes Tools ecosystem. + - [blog.openshift.com: is it too late to integrate GitOps?](https://blog.openshift.comis-it-too-late-to-integrate-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: is it too late to integrate GitOps? in the Kubernetes Tools ecosystem. + - [blog.openshift.com: OpenShift Authentication Integration with ArgoCD](https://blogopenshift.com/openshift-authentication-integration-with-argocd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: OpenShift Authentication Integration with ArgoCD in the Kubernetes Tools ecosystem. + - [medium: GitOps with Istio, Tekton and Argo CD β€” on OpenShift 4](https://medium.com/@joelkaplan1/gitops-with-istio-tekton-and-argo-cd-on-openshift-4-5e42d22994e3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: GitOps with Istio, Tekton and Argo CD β€” on OpenShift 4 in the Kubernetes Tools ecosystem. + - [info.acloud.guru: Adopting GitOps for Kubernetes on AWS](https://info.acloud.guru/resources/deploying-kubernetes-with-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering info.acloud.guru: Adopting GitOps for Kubernetes on AWS in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Applying DevOps to API Development for APIOps](https://betterprogramming.pub/applying-devops-to-api-development-for-apiops-21e2e605333e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Applying DevOps to API Development for APIOps in the Kubernetes Tools ecosystem. ## CICD ### GitOps (3) @@ -78,6 +114,22 @@ #### 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. +## Cloud Native + +### Kubernetes + +#### Cluster API + +##### 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 + +#### 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) @@ -200,13 +252,6 @@ #### 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. -## Data Management - -### Kubernetes Storage - -#### GitOps Storage - - - **(2022)** [portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot](https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot) [ADVANCED LEVEL] [GUIDE] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Explores Portworx Autopilot functionality in orchestrating automated volume capacity expansion and lifecycle data management using declarative GitOps models. Details how platform operators can automate storage provisioning dynamically based on real-time traffic demand, avoiding manual resizing overheads. ## Deployment and Delivery ### GitOps (6) @@ -406,14 +451,34 @@ ##### Infrastructure as Code (3) - **(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 as Code (4) +## Infrastructure (1) -### Kubestack +### Hybrid Cloud #### GitOps (8) + - **(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 + +#### 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. +#### Enterprise Distributions + + - **(2023)** [weave.works: Weave Kubernetes Platform](https://www.weave.works/) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” The enterprise Kubernetes distribution offering from Weaveworks (WKP) built heavily around declarative GitOps concepts and Cluster API. Following Weaveworks' operational cessation in early 2024, WKP is no longer commercially active, but its patterns directly influenced modern multi-cluster management strategies. +## Infrastructure as Code (4) + +### Kubernetes Provisioning + +#### 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) + - **(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 +## Kubernetes (1) ### Cluster Operations @@ -432,13 +497,38 @@ #### Automation (4) - **(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 + + - **(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) + +#### 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 +### 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 #### 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. + - **(2021)** [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30) [YAML CONTENT] [COMMUNITY-TOOL] β€” A crucial guide explaining how to securely manage encrypted Kubernetes Secrets in public Git repositories using Mozilla SOPS, AWS KMS, and the Flux source/kustomize decryption drivers. ### Infrastructure as Code (5) #### Terraform and AWS @@ -458,12 +548,16 @@ - **(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 (9) +### GitOps (12) #### Legacy Tools (1) - **(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. +#### Media + + - **(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. + - **(2019)** [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops) [COMMUNITY-TOOL] β€” The official Weaveworks blog post introducing WKSctl. Demonstrates how to leverage GitOps loops to continuous update node configurations and automatically reconcile discrepancies between virtual infrastructure states and Git declarations. --- -πŸ’‘ **Explore Related:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [CI/CD Kubernetes Plugins](./cicd-kubernetes-plugins.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) diff --git a/v2-docs/golang.md b/v2-docs/golang.md index b701e8d4..97fbe817 100644 --- a/v2-docs/golang.md +++ b/v2-docs/golang.md @@ -9,7 +9,24 @@ #### General Reference + - [Koa.js](https://koa) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem. + - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering simplecheatsheet.com/tag/golang-cheat-sheet in the Kubernetes Tools ecosystem. + - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes in the Kubernetes Tools ecosystem. + - [medium: Microservices in Go](https://medium.com/seek-blog/microservices-in-go-2fc1570f6800) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices in Go in the Kubernetes Tools ecosystem. + - [search.gocenter.io: JFrog Go Center](https://search.gocenter.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering search.gocenter.io: JFrog Go Center in the Kubernetes Tools ecosystem. + - [ammeon.com: Profiling golang microservices for high throughput on kubernetes/openshift' clusters](https://www.ammeon.com/profiling-golang-microservices-for-high-throughput-on-kubernetes-openshift-clusters) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ammeon.com: Profiling golang microservices for high throughput on kubernetes/openshift' clusters in the Kubernetes Tools ecosystem. + - [hashicorp.com: 8 Best Practices for Writing Secure Go Code](https://www.hashicorp.com/resources/8-best-practices-for-writing-secure-go-code) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: 8 Best Practices for Writing Secure Go Code in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Generics in Go: Viva La Revolution!](https://levelup.gitconnected.com/generics-in-go-viva-la-revolution-e27898bf5495) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Generics in Go: Viva La Revolution! in the Kubernetes Tools ecosystem. + - [teivah.medium.com: When to Use Generics in Go?](https://teivah.medium.com/when-to-use-generics-in-go-36d49c1aeda) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering teivah.medium.com: When to Use Generics in Go? in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Writing My First Microservice Using Go](https://betterprogramming.pub/my-first-microservice-using-golang-c5cf69f1376d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Writing My First Microservice Using Go in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Concurrency in Go: shared memory](https://levelup.gitconnected.com/concurrency-in-go-shared-memory-a2ef201b396b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Concurrency in Go: shared memory in the Kubernetes Tools ecosystem. + - [medium.com/datascale: Know GOMAXPROCS before deploying your GO app to Kubernetes](https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kubernetes-7a458fb63af1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/datascale: Know GOMAXPROCS before deploying your GO app to Kubernetes in the Kubernetes Tools ecosystem. + - [aly.arriqaaq.com: Golang Design Patterns in Kubernetes](https://aly.arriqaaq.com/golang-design-patterns) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aly.arriqaaq.com: Golang Design Patterns in Kubernetes in the Kubernetes Tools ecosystem. + - [Part 4 β€” Using the Go client framework](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Part 4 β€” Using the Go client framework in the Kubernetes Tools ecosystem. + - [medium.com/codex: Explore client-go Informer Patterns](https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Explore client-go Informer Patterns in the Kubernetes Tools ecosystem. + - [shahin-mahmud.medium.com: Write your first Kubernetes operator in go](https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-177047337eae) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shahin-mahmud.medium.com: Write your first Kubernetes operator in go in the Kubernetes Tools ecosystem. - [reddit.com: What is the best microservice framework in Go?](https://www.reddit.com/r/golang/comments/jnv4bd/what_is_the_best_microservice_framework_in_go) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: What is the best microservice framework in Go? in the Kubernetes Tools ecosystem. + - [medium.com/vedcraft: Top Microservices Frameworks in Go](https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/vedcraft: Top Microservices Frameworks in Go in the Kubernetes Tools ecosystem. ## Architecture ### Microservices @@ -70,11 +87,6 @@ #### 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 @@ -237,5 +249,5 @@ - [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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/grafana.md b/v2-docs/grafana.md index 76305a75..0213240a 100644 --- a/v2-docs/grafana.md +++ b/v2-docs/grafana.md @@ -3,6 +3,15 @@ !!! 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 @@ -21,8 +30,17 @@ ### General Reference + - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟 in the Kubernetes Tools ecosystem. + - [medium: Why Grafana: Part II](https://medium.com/lightspeed-venture-partners/why-grafana-part-ii-2e7e42e0f7bb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Why Grafana: Part II in the Kubernetes Tools ecosystem. + - [alexandrev.medium.com: Grafana Alerting vs AlertManager: A Comparison of' Two Leading Monitoring Tools | Alex Vazquez](https://alexandrev.medium.com/grafana-alerting-vs-alertmanager-a-comparison-of-two-leading-monitoring-tools-5e262446a5f9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexandrev.medium.com: Grafana Alerting vs AlertManager: A Comparison of' Two Leading Monitoring Tools | Alex Vazquez in the Kubernetes Tools ecosystem. + - [sid-infinity-yadav.medium.com: Grafana Agent Kubernetes Operator](https://sid-infinity-yadav.medium.com/grafana-agent-kubernetes-operator-f89b744487f5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sid-infinity-yadav.medium.com: Grafana Agent Kubernetes Operator in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Grafana Agent Flow: Simplifying Monitoring and' Telemetry Collection for Kubernetes Clusters](https://levelup.gitconnected.com/exploring-grafana-agent-flow-simplifying-monitoring-for-kubernetes-2a06a92614) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Grafana Agent Flow: Simplifying Monitoring and' Telemetry Collection for Kubernetes Clusters 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. - [Prometheus Monitoring With Grafana. Prometheus Stats Dashboard and Prometheus Benchmark Dashboard](https://dzone.com/articles/prometheus-monitoring-with-grafana) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Prometheus Monitoring With Grafana. Prometheus Stats Dashboard and Prometheus Benchmark Dashboard in the Kubernetes Tools ecosystem. + - [medium.com/@dotdc: A set of modern Grafana dashboards for Kubernetes 🌟](https://medium.com/@dotdc/a-set-of-modern-grafana-dashboards-for-kubernetes-4b989c72a4b2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dotdc: A set of modern Grafana dashboards for Kubernetes 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes](https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kubernetes-5d261508658d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes in the Kubernetes Tools ecosystem. + - [cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on' Kubernetes](https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-fluent-bit-on-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on' Kubernetes in the Kubernetes Tools ecosystem. + - [faun.pub: Grafana, Prometheus, and Loki: Exploring Metrics and Logs](https://faun.pub/grafana-prometheus-and-loki-exploring-metrics-and-logs-f198637784fc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Grafana, Prometheus, and Loki: Exploring Metrics and Logs in the Kubernetes Tools ecosystem. ## Middleware ### Messaging Orchestration @@ -223,5 +241,5 @@ - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/helm.md b/v2-docs/helm.md index 09c1ab54..78192734 100644 --- a/v2-docs/helm.md +++ b/v2-docs/helm.md @@ -3,16 +3,9 @@ !!! info "Architectural Context" Detailed reference for Helm Kubernetes Tool in the context of Architectural Foundations. -## Application Delivery - -### Helm - -#### Registries - - - **(2024)** [Choerodon Nexus3 🌟](https://artifacthub.io/packages/helm/choerodon/nexus3) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An active Helm package designed to configure and orchestrate Sonatype Nexus3 instances. It handles data persistence, ingress routing, and performance tuning configurations optimized for enterprise container workloads. ## Cloud Native -### Application Delivery (1) +### Application Delivery #### Design Patterns @@ -61,7 +54,7 @@ ##### Demystifying - **(2020)** [youtube.com: Demystifying Helm 🌟](https://www.youtube.com/watch?v=2HPsPOwHOlY&ab_channel=DonovanBrown) [COMMUNITY-TOOL] β€” Explanatory session demystifying Helm internals. Illustrates how manifest rendering works on the client-side and describes the storage of release history as Secrets inside target Kubernetes namespaces. -##### Helm (1) +##### Helm ###### DevOps @@ -181,37 +174,72 @@ #### Operator Perspectives - **(2021)** [opensource.com: What Kubernetes taught me about development](https://opensource.com/article/21/12/kubernetes-developer) [N/A CONTENT] [COMMUNITY-TOOL] β€” An architectural reflection detailing key developer-centric shifts encountered when adapting to Kubernetes environments. It explores paradigms like declarative APIs, container-first test loops, and how platform engineers must redefine application boundaries in microservice environments. -## Infrastructure as Code - -### Helm (2) - -#### Prometheus Deployment - - - **(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. -## Kubernetes Environments - -### Edge and IoT - -#### MicroK8s - - - **(2021)** [cncf.io: Quick application deployments on MicroK8s using Helm Charts](https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight explores lightweight Kubernetes distributions. Live Grounding shows how combining MicroK8s' single-command setup with Helm deployments yields ultra-fast feedback loops for edge computing and local testing. Essential for local testing scenarios. -## Kubernetes Orchestration - -### Package Management (1) - -#### Helm (3) - - - **(2021)** [mbbaig.blog: How to create custom Helm charts 🌟](https://hackandslash.blog/how-to-create-custom-helm-charts) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight offers a deep-dive tutorial into templating. Live Grounding details how to construct, parameterize, and lint Helm templates for microservices deployments. Perfect for platform engineers moving from static YAML to dynamic definitions. ## Kubernetes Tools ### General Reference + - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Kubernetes Deployments with Helm Charts in the Kubernetes Tools ecosystem. - [dzone: managing helm releases the gitops way](https://dzone.com/articles/managing-helm-releases-the-gitops-way) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: managing helm releases the gitops way in the Kubernetes Tools ecosystem. - [dzone: 15 useful helm chart tools](https://dzone.com/articles/15-useful-helm-charts-tools) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 15 useful helm chart tools in the Kubernetes Tools ecosystem. - [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: create install upgrade and rollback a helm chart - part 2](https://dzone.com/articles/create-install-upgrade-rollback-a-helm-chart-part) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: create install upgrade and rollback a helm chart - part 2 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. + - [banzaicloud.com: Helm 3, the Good, the Bad and the Ugly](https://banzaicloud.com/blog/helm3-the-good-the-bad-and-the-ugly) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Helm 3, the Good, the Bad and the Ugly in the Kubernetes Tools ecosystem. + - [medium: Helm Chart β€” Development Guide 🌟](https://medium.com/swlh/helm-chart-development-guide-bbc525d3b448) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Helm Chart β€” Development Guide 🌟 in the Kubernetes Tools ecosystem. + - [medium: Multi-namespace Helm deploy in Kubernetes](https://medium.com/analytics-vidhya/multi-namespace-helm-deploy-in-kubernetes-26d1baf1ca5c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multi-namespace Helm deploy in Kubernetes in the Kubernetes Tools ecosystem. + - [daveops.xyz: Running DB migrations on Kubernetes with Helm](https://daveops.xyz/en/2020/09/18/running-db-migrations-on-kubernetes-with-helm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering daveops.xyz: Running DB migrations on Kubernetes with Helm in the Kubernetes Tools ecosystem. + - [mbbaig.blog: How to create custom Helm charts 🌟](https://mbbaig.blog/how-to-create-custom-helm-charts) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mbbaig.blog: How to create custom Helm charts 🌟 in the Kubernetes Tools ecosystem. + - [cncf.io: Quick application deployments on MicroK8s using Helm Charts](https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Quick application deployments on MicroK8s using Helm Charts 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. + - [medium: Create Helm Charts to manage Kubernetes applications](https://medium.com/marionete/create-helm-charts-to-manage-kubernetes-applications-9c4235acf99e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create Helm Charts to manage Kubernetes applications in the Kubernetes Tools ecosystem. + - [bridgecrew.io: Part 1: Top trends from analyzing the security posture of' open-source Helm charts](https://bridgecrew.io/blog/open-source-helm-security-research) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Part 1: Top trends from analyzing the security posture of' open-source Helm charts in the Kubernetes Tools ecosystem. + - [jasiek-petryk.medium.com: Setting up a private Helm chart repository on' GitHub](https://jasiek-petryk.medium.com/setting-up-a-private-helm-chart-repository-on-github-4a767703cec8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jasiek-petryk.medium.com: Setting up a private Helm chart repository on' GitHub in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How To Continuously Test and Deploy Your Helm Charts' on Kubernetes Clusters Using Kind](https://betterprogramming.pub/how-to-continuously-test-and-deploy-your-helm-charts-on-kubernetes-clusters-using-kind-d71e3585d2dc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Continuously Test and Deploy Your Helm Charts' on Kubernetes Clusters Using Kind in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Helm 101 for Developers](https://levelup.gitconnected.com/helm-101-for-developers-1c28e734937e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helm 101 for Developers in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: 6 Tips for Creating Helm Charts in Kubernetes Applications](https://betterprogramming.pub/6-tips-for-creating-helm-charts-in-kubernetes-applications-452a37446f31) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 6 Tips for Creating Helm Charts in Kubernetes Applications in the Kubernetes Tools ecosystem. + - [medium: Kubernetes Deployment using Helm Charts and Krane 🌟](https://medium.com/groupon-eng/kubernetes-deployment-using-helm-charts-and-krane-e0100b55d00c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Deployment using Helm Charts and Krane 🌟 in the Kubernetes Tools ecosystem. + - [bridgecrew.io: Applying Kubernetes security best practices to Helm charts](https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-charts) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Applying Kubernetes security best practices to Helm charts in the Kubernetes Tools ecosystem. + - [medium: Test Helm Release in Production Environment with Zero Downtime' 🌟](https://medium.com/@deejiw/test-helm-release-in-production-environment-with-zero-downtime-400c5d41ecdf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Test Helm Release in Production Environment with Zero Downtime==' 🌟 in the Kubernetes Tools ecosystem. + - [hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps](https://www.hashicorp.com/blog/deploying-helm-apps-to-kubernetes-with-waypoint-and-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps in the Kubernetes Tools ecosystem. + - [medium.com/dailymotion: Deploying apps on multiple Kubernetes clusters with' Helm](https://medium.com/dailymotion/deploying-apps-on-multiple-kubernetes-clusters-with-helm-19ee2b06179e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dailymotion: Deploying apps on multiple Kubernetes clusters with' Helm in the Kubernetes Tools ecosystem. + - [gennyallcroft.medium.com: Understanding Kubernetes deployments with Helm](https://gennyallcroft.medium.com/understanding-kubernetes-deployments-with-helm-444116a622be) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gennyallcroft.medium.com: Understanding Kubernetes deployments with Helm in the Kubernetes Tools ecosystem. + - [medium.com/codex: Helm Charts For Kubernetes Developers](https://medium.com/codex/helm-charts-for-kubernetes-developers-dce5719d4c8c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Helm Charts For Kubernetes Developers in the Kubernetes Tools ecosystem. + - [medium.com/@paolo.gallina: How-to release Helm Charts maintaining your mental' health 🌟](https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-health-b382685390c8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@paolo.gallina: How-to release Helm Charts maintaining your mental' health 🌟 in the Kubernetes Tools ecosystem. + - [devopslearners.com: How to Convert Helm Chart to Kubernetes YAML](https://devopslearners.com/how-to-convert-helm-chart-to-kubernetes-yaml-fbe6d6722f6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: How to Convert Helm Chart to Kubernetes YAML in the Kubernetes Tools ecosystem. + - [mlepeshkin.medium.com: Automated Kubernetes deployment with Helm and additional' templating](https://mlepeshkin.medium.com/automated-kubernetes-deployment-with-helm-and-additional-templating-dc960689609f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mlepeshkin.medium.com: Automated Kubernetes deployment with Helm and additional' templating in the Kubernetes Tools ecosystem. + - [blog.ediri.io: How To Unit Test Your Helm Charts](https://blog.ediri.io/how-to-unit-test-your-helm-charts) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.ediri.io: How To Unit Test Your Helm Charts== in the Kubernetes Tools ecosystem. + - [medium.com/@percenuage: My adventure with Helm as GitOps in a distributed' architecture](https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed-architecture-6a6fdc6f11bd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@percenuage: My adventure with Helm as GitOps in a distributed' architecture== in the Kubernetes Tools ecosystem. + - [medium.com/avmconsulting-blog: How to Deploy Applications using Helm in' Kubernetes |AWS|](https://medium.com/avmconsulting-blog/deploying-applications-using-helm-in-kubernetes-b5c8b609e4b5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/avmconsulting-blog: How to Deploy Applications using Helm in' Kubernetes |AWS| in the Kubernetes Tools ecosystem. + - [medium.com/tech-chronicles: Helm tests](https://medium.com/tech-chronicles/helm-test-tested-my-patience-732eeab0e935) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/tech-chronicles: Helm tests in the Kubernetes Tools ecosystem. + - [xbery.medium.com: Deploy helm charts using Terraform module 🌟](https://xbery.medium.com/deploy-helm-charts-using-terraform-module-63684efbd221) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering xbery.medium.com: Deploy helm charts using Terraform module 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/codex: Simplifying Kubernetes Deployments With Helm Package' Manager 🌟](https://medium.com/codex/simplifying-kubernetes-deployments-with-helm-package-manager-bf834c51818d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: Simplifying Kubernetes Deployments With Helm Package' Manager== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: Helm β€” Advanced Commands 🌟](https://medium.com/geekculture/helm-advanced-commands-9365097475b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/geekculture: Helm β€” Advanced Commands== 🌟 in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Helmβ€”Named Templates](https://levelup.gitconnected.com/helm-named-templates-de2efc3875d0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helmβ€”Named Templates in the Kubernetes Tools ecosystem. + - [faun.pub: Helm β€” Template Actions, Functions, and Pipelines 🌟](https://faun.pub/helm-template-actions-functions-and-pipelines-16ed23ed336f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Helm β€” Template Actions, Functions, and Pipelines 🌟 in the Kubernetes Tools ecosystem. + - [shipmight.com: Understanding Helm upgrade flags](https://shipmight.com/blog/understanding-helm-upgrade-reset-reuse-values) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shipmight.com: Understanding Helm upgrade flags in the Kubernetes Tools ecosystem. + - [blog.devops.dev: Stop cloning helm charts! Enough! 🌟](https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: Stop cloning helm charts! Enough!== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/kubeshop-i: Monokle, Helm & Quality Kubernetes Deployments](https://medium.com/kubeshop-i/monokle-helm-quality-kubernetes-deployments-af050fcc91db) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Monokle, Helm & Quality Kubernetes Deployments in the Kubernetes Tools ecosystem. + - [medium.com/gquiman: K8Studio, Helm and Kubernetes management](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gquiman: K8Studio, Helm and Kubernetes management in the Kubernetes Tools ecosystem. + - [blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser](https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-releaser-a356ac10ce5c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser in the Kubernetes Tools ecosystem. + - [faun.pub: Package and Deploy Your Application Using Helm Chart](https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e65c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Package and Deploy Your Application Using Helm Chart in the Kubernetes Tools ecosystem. + - [medium.com/@badawekoo: Helm theory, demo and commands you need to know!](https://medium.com/@badawekoo/helm-theory-demo-and-commands-you-need-to-know-628777fdb0c2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@badawekoo: Helm theory, demo and commands you need to know! in the Kubernetes Tools ecosystem. + - [medium.com: Helm Your Kubernetes Application](https://medium.com/zeals-tech-blog/helm-your-kubernetes-application-7af6293bcfcf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Helm Your Kubernetes Application in the Kubernetes Tools ecosystem. + - [medium.com/linux-shots: Use PostgreSQL database as backend storage for helm](https://medium.com/linux-shots/use-postgresql-as-backend-storage-for-helm-de407cd9c43) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: Use PostgreSQL database as backend storage for helm in the Kubernetes Tools ecosystem. + - [tratnayake.dev: Using Helm To Include All Files From A Directory In-line](https://tratnayake.dev/helm-include-all-files-from-directory-in-line) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tratnayake.dev: Using Helm To Include All Files From A Directory In-line in the Kubernetes Tools ecosystem. + - [fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure' and healthy 🌟](https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-and-healthy-6fbd10f0d958) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure' and healthy 🌟 in the Kubernetes Tools ecosystem. + - [fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟](https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: HELM β€” How Release Information is Stored](https://medium.com/geekculture/helm-how-release-information-is-stored-778d7f0b7498) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: HELM β€” How Release Information is Stored in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Helm β€” Data Sharing Between Parent and Child Chart](https://levelup.gitconnected.com/helm-data-sharing-between-parent-and-child-chart-c4487a452d4e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helm β€” Data Sharing Between Parent and Child Chart in the Kubernetes Tools ecosystem. + - [blog.searce.com: Transform Kubernetes Manifests into Helm Chart](https://blog.searce.com/transform-kubernetes-manifests-into-helm-chart-f3d100688423) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Transform Kubernetes Manifests into Helm Chart in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: Helm Chart Wait for All Dependencies Before Starting' Kubernetes Pods](https://medium.com/geekculture/helm-chart-wait-for-all-dependencies-before-starting-kubernetes-pods-cc0a3ddbf02b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Helm Chart Wait for All Dependencies Before Starting' Kubernetes Pods in the Kubernetes Tools ecosystem. + - [medium.com/@marc.khouzam: Shell completion for plugins with Helm 3.8](https://medium.com/@marc.khouzam/shell-completion-for-plugins-with-helm-3-8-7cb001012a54) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marc.khouzam: Shell completion for plugins with Helm 3.8 in the Kubernetes Tools ecosystem. + - [medium: Highway to Helm: How to efficiently manage chart sources](https://medium.com/adevinta-tech-blog/highway-to-helm-how-to-efficiently-manage-chart-sources-f5749ba8031e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Highway to Helm: How to efficiently manage chart sources in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: K8s β€” Helm Dashboard](https://medium.com/geekculture/k8s-helm-dashboard-d7509c5fee88) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: K8s β€” Helm Dashboard in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Introduction to Helm Dashboard](https://levelup.gitconnected.com/introduction-to-helm-dashboard-dddf43e38cc2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Introduction to Helm Dashboard in the Kubernetes Tools ecosystem. + - [Kubecrt - Convert HELM charts to kubernetes resources 🌟](https://toolbox.kali-linuxtr.net/kubecrt-convert-helm-charts-to-kubernetes-resources.tool) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubecrt - Convert HELM charts to kubernetes resources 🌟 in the Kubernetes Tools ecosystem. + - [linuxadvise.com: Helmfile - Next Level to manage your helm Charts](https://www.linuxadvise.com/amp/helmfile-next-level-to-manage-your-helm-charts) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Helmfile - Next Level to manage your helm Charts in the Kubernetes Tools ecosystem. + - [medium: Gitops using Helmsman to apply Helm Charts to k8s](https://medium.com/@marco.franssen/gitops-using-helmsman-to-apply-helm-charts-to-k8s-1a7217ced411) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Gitops using Helmsman to apply Helm Charts to k8s in the Kubernetes Tools ecosystem. + - [abhaypore.medium.com: Migrate your manifest yaml files into Helm Chart](https://abhaypore.medium.com/migrate-your-manifest-yaml-files-into-helm-chart-32a44230f3b5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abhaypore.medium.com: Migrate your manifest yaml files into Helm Chart in the Kubernetes Tools ecosystem. ## Multi-Cluster Management ### Project Sveltos @@ -242,16 +270,11 @@ - **(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) +### Application Delivery (1) #### 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. -### GitOps (1) - -#### 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. ### Kubernetes GitOps and Packaging #### Alternative Deployment Engines @@ -299,9 +322,6 @@ #### Java Microservices - **(2022)** [openshift.com: Introducing the Quarkus Helm Chart](https://www.redhat.com/en/blog/introducing-the-quarkus-helm-chart) [N/A CONTENT] [COMMUNITY-TOOL] β€” An introduction detailing the design of the Quarkus Helm Chart, optimized for cloud-native Java microservices. It highlights native compiling integrations, GraalVM deployment profiles, and how to harness OpenShift pipelines for highly efficient container bootstrapping. -#### 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 Charts - **(2020)** [==Jenkins==](https://github.com/helm/charts/tree/master/stable/jenkins) ⭐ 15424 [YAML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The deprecated stable Helm chart repository for Jenkins. It is strongly recommended to avoid this legacy version, as active development and security patches have transitioned exclusively to the official Jenkins community repository on Artifact Hub. @@ -337,5 +357,5 @@ - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/hr.md b/v2-docs/hr.md index 513810df..66dc5640 100644 --- a/v2-docs/hr.md +++ b/v2-docs/hr.md @@ -3,6 +3,13 @@ !!! info "Architectural Context" Detailed reference for Human Resources in the context of Career & Industry. +## Architectural Foundations + +### Kubernetes Tools + +#### General Reference + + - [ft.com: Women in finance say β€˜mediocre’ male managers block progress](https://www.ft.com/content/08ff1bd0-2e2b-4d20-bb9f-dfe8c5a9807b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ft.com: Women in finance say β€˜mediocre’ male managers block progress in the Kubernetes Tools ecosystem. ## Organizations ### Financial Risk @@ -22,5 +29,5 @@ - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md) +πŸ’‘ **Explore Related:** [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) diff --git a/v2-docs/iac.md b/v2-docs/iac.md index ad8ca30e..a4464e24 100644 --- a/v2-docs/iac.md +++ b/v2-docs/iac.md @@ -9,11 +9,46 @@ #### General Reference + - [Terraform Provider for Google Cloud 7.0 is now GA](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Provider for Google Cloud 7.0 is now GA in the Kubernetes Tools ecosystem. + - [Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](https://t.co/C6uicr7ZPS) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support in the Kubernetes Tools ecosystem. + - [Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead](https://t.co/y414rbxM7l) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead in the Kubernetes Tools ecosystem. + - [The Maester - Terraform Module](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem. + - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform for Standardizing AWS Deployments 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. + - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Enterprise 2.0 in the Kubernetes Tools ecosystem. + - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM IAM for AI Agents in the Kubernetes Tools ecosystem. + - [bridgecrew.io: 5 tips for securely adopting infrastructure as code](https://bridgecrew.io/blog/5-tips-for-securely-adopting-infrastructure-as-code) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: 5 tips for securely adopting infrastructure as code in the Kubernetes Tools ecosystem. + - [daffodilsw.medium.com: What is Infrastructure Automation in DevOps?](https://daffodilsw.medium.com/what-is-infrastructure-automation-in-devops-d9681870b07d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering daffodilsw.medium.com: What is Infrastructure Automation in DevOps? in the Kubernetes Tools ecosystem. + - [faun.pub: The best Infrastructure as Code tools for 2021](https://faun.pub/the-best-infrastructure-as-code-tools-for-2021-b37c323e89f0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: The best Infrastructure as Code tools for 2021 in the Kubernetes Tools ecosystem. + - [medium.com/@bunnyshell: How to Overcome Infrastructure as Code (IaC) Challenges](https://medium.com/@bunnyshell/how-to-overcome-infrastructure-as-code-iac-challenges-f4947be7cde2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bunnyshell: How to Overcome Infrastructure as Code (IaC) Challenges 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. + - [medium.com/@faisalkuzhan: DAY_43/90 => Infrastructure as Code(IaC)](https://medium.com/@faisalkuzhan/day-43-90-infrastructure-as-code-iac-5a826258ee4b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@faisalkuzhan: DAY_43/90 => Infrastructure as Code(IaC) in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Short: Using IaC over Clickops](https://levelup.gitconnected.com/short-using-iac-over-clickops-229e919b5373) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Short: Using IaC over Clickops 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. + - [medium.com/nerd-for-tech: Kubernetes: Declaratively Deploying Infrastructure' (IaC)](https://medium.com/nerd-for-tech/kubernetes-declaratively-deploying-infrastructure-iac-789f14d999c6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: Kubernetes: Declaratively Deploying Infrastructure' (IaC) in the Kubernetes Tools ecosystem. + - [medium.com/globant: Infrastructure as Code using Kubernetes](https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Infrastructure as Code using Kubernetes in the Kubernetes Tools ecosystem. + - [IaC and OpenShift Virtualization handshake (using Terraform for VMs on OCP)](https://medium.com/@nidhibansal26/iac-and-openshift-virtualization-handshake-c0a4ada79af5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IaC and OpenShift Virtualization handshake (using Terraform for VMs on OCP) in the Kubernetes Tools ecosystem. +## Cloud Governance + +### Enterprise Architecture + +#### Landing Zones + + - **(2026)** [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Central knowledge base for Azure Landing Zones (ALZ) design principles and implementations. This portal provides guidance on identity management, network topology, subscription organization, and proactive governance policies. It acts as the key blueprint for deploying scalable multi-subscription cloud platform architectures. + - **(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 + + - **(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 #### Compliance Auditing @@ -22,9 +57,6 @@ #### History and Insights - **(2026)** [youtube: Mitchell Hashimoto: The Inside Story of HashiCorp's IaC Journey | The IaC Podcast](https://www.youtube.com/watch?v=--RRpw_6onA) [NONE CONTENT] [COMMUNITY-TOOL] β€” An in-depth video interview exploring the early development, design constraints, and technological milestones of HashiCorp's suite. Offers high-level insights into state management and the evolution of cloud orchestration. -#### Migration Strategies - - - **(2026)** [The Definitive Guide to Importing Your Cloud Resources into IaC](https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac) [NONE CONTENT] [COMMUNITY-TOOL] β€” A detailed technical review addressing drift reconciliation when converting untracked click-ops clouds into declarative state files. Reviews native state import commands and toolkits that automate resource generation. #### Schema Generation - **(2026)** [TerraSchema: Generate JSON Schema from Terraform Configurations](https://github.com/HewlettPackard/terraschema) ⭐ 71 [GO CONTENT] 🌟 [COMMUNITY-TOOL] β€” A specialized CLI tool that parses declared Terraform configurations to generate structural JSON Schemas. Useful for running runtime validation scripts on dynamic inputs or verifying API schemas during configuration processing. @@ -36,9 +68,14 @@ #### GCP Resources - **(2026)** [cloud.google.com/config-connector](https://docs.cloud.google.com/config-connector/docs/overview) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Explains GCP Config Connector implementation patterns. Lets engineers configure Google Cloud infrastructure through Kubernetes Custom Resource Definitions, utilizing Kubernetes controllers to construct databases, IAM permissions, and storage endpoints. -#### Platform Engineering +## Cloud Infrastructure and Orchestration - - **(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. +### Public Cloud Administration + +#### Azure Architecture + + - **(2025)** [Transitioning an Existing Azure Environment to the Azure Landing Zone Reference Architecture](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ready/enterprise-scale/transition) [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [LEGACY] β€” Architectural migration playbook addressing transitioning legacy cloud setups to formal Microsoft Azure Landing Zones. Covers organizational tier hierarchies, network architectures, and systemic governance patterns. + - **(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 @@ -46,15 +83,6 @@ #### 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. -## Cloud Native - -### Kubernetes - -#### Cluster API - -##### 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. ## DevOps ### GitOps @@ -69,9 +97,6 @@ - **(2023)** [matt-rickard.com: Infrastructure as Code Will be Written by AI](https://mattrickard.com/infrastructure-as-code-will-be-written-by-ai) [COMMUNITY-TOOL] β€” Explores how generative AI can be used to compile declarative DSL configurations. Argues that structural files (such as Terraform or Pulumi definitions) are excellent translation targets for LLMs due to explicit syntax schemas. #### AI Integration -##### 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. - **(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. #### Architecture @@ -114,11 +139,6 @@ #### Terminology - **(2022)** [thenewstack.io: GUIs, CLI, APIs: Learn Basic Terms of Infrastructure-as-Code](https://thenewstack.io/guis-cli-apis-learn-basic-terms-of-infrastructure-as-code) [COMMUNITY-TOOL] β€” Clarifies foundational interfacesβ€”GUIs, CLIs, and APIsβ€”used in automated provisioning workflows. Details how modern declarative execution pipelines abstract these layers to guarantee predictable environment configurations. -#### Terraform (1) - -##### 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. #### Tool Comparison - **(2023)** [intellipaat.com: Terraform vs Ansible: Key Differences Between Terraform and Ansible 🌟](https://intellipaat.com/blog/terraform-vs-ansible-difference) [COMMUNITY-TOOL] β€” Compares Terraform and Ansible, focusing on state management and typical use cases. Shows how Terraform specializes in declarative stateful cloud provisioning, while Ansible excels at stateless procedural host and configuration management. @@ -149,9 +169,6 @@ #### 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. -#### 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. #### 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. @@ -164,9 +181,23 @@ ### Infrastructure-as-Code -#### Platform Engineering (1) +#### Platform Engineering - **(2022)** [**itnext.io: Platform-as-Code: how it relates to Infrastructure-as-Code and what it enables**](https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-and-what-it-enables-2684b348be2e) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Delineates the evolution from standard Infrastructure-as-Code (IaC) to Platform-as-Code (PaC), where platform teams deliver fully orchestrated, self-service developer environments. Highlights how defining platforms declaratively abstracts raw cloud interfaces, simplifying application lifecycle deployment. +## FinOps and Cloud Cost + +### Azure Optimization + +#### Landing Zones (1) + + - **(2025)** [==Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for Cost Optimization==](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Details how to configure a FinOps-compliant Azure Landing Zone. Uses Azure Policy and management groups to enforce resource tag policies, mandate budget limits at subscription boundaries, and automate continuous cost governance. +## Governance and Management + +### Enterprise Governance + +#### Landing Zones (2) + + - **(2023)** [Azure Cloud Adoption Framework: Platform Landing Zone Implementation Options](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/landing-zone/implementation-options) [COMMUNITY-TOOL] [GUIDE] β€” Microsoft's Cloud Adoption Framework (CAF) roadmap evaluating landing zone platform deployment options. Evaluates differences between Portal, Bicep, and Terraform implementations, outlining trade-offs in velocity, maintenance overhead, and custom extensibility. ## Infrastructure ### Sysadmin @@ -191,14 +222,7 @@ #### 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. -## Platform Engineering (2) - -### Internal Developer Platforms - -#### Architecture (2) - - - **(2024)** [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide) [COMMUNITY-TOOL] β€” Analyzes five primary use cases of Internal Developer Platforms (IDPs). Highlights automated environment provisioning, self-service continuous delivery pipelines, unified application configuration, access management, and infrastructure observability to optimize the developer experience. --- -πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [Terraform](./terraform.md) | [Chef](./chef.md) +πŸ’‘ **Explore Related:** [Terraform](./terraform.md) | [Oauth](./oauth.md) | [Ansible](./ansible.md) diff --git a/v2-docs/ibm_cloud.md b/v2-docs/ibm_cloud.md index 0134ccf4..d9b170ce 100644 --- a/v2-docs/ibm_cloud.md +++ b/v2-docs/ibm_cloud.md @@ -9,8 +9,21 @@ #### General Reference - - [OpenShift Container Platform 4.2. Installing on IBM Z (html)](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/installing_on_ibm_z/index) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. - - [OpenShift Container Platform 4.2. Installing on IBM Z (pdf)](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/pdf/installing_on_ibm_z/index) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem. + - [Red Hat OpenShift on IBM Cloud](https://www.ibm.com/solutions/cloud/openshift) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem. + - [IBM Knowledge Center 🌟](https://www.ibm.com/docs/en) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem. + - [IBM API Connect](https://www.ibm.com/docs/en/api-connect) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem. + - [IBM Knowledge Center: IBM Cloud Pak for Multicloud Management](https://www.ibm.com/docs/en/cloud-paks/cp-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem. + - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem. + - [IBM Cloud Pak Playbook: cloudpak8s.io](https://cloudpak8s.io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook: cloudpak8s.io in the Kubernetes Tools ecosystem. + - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Vault 2.0 UI Enhancements and Reporting Improvements in the Kubernetes Tools ecosystem. + - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering About WebSphere Liberty in the Kubernetes Tools ecosystem. + - [reuters.com: IBM to break up 109-year old company to focus on cloud growth' 🌟](https://www.reuters.com/article/us-ibm-divestiture/ibm-to-break-up-109-year-old-company-to-focus-on-cloud-growth-idUSKBN26T1TZ) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reuters.com: IBM to break up 109-year old company to focus on cloud growth' 🌟 in the Kubernetes Tools ecosystem. + - [WebSphere Liberty](https://developer.ibm.com/wasdev) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering WebSphere Liberty in the Kubernetes Tools ecosystem. + - [Download WAS Liberty](https://developer.ibm.com/wasdev/downloads) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Download WAS Liberty in the Kubernetes Tools ecosystem. + - [OpenShift Container Platform 4.2. Installing on IBM Z (html)](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/html/installing_on_ibm_z) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift Container Platform 4.2. Installing on IBM Z (html) in the Kubernetes Tools ecosystem. + - [OpenShift Container Platform 4.2. Installing on IBM Z (pdf)](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/pdf/installing_on_ibm_z) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift Container Platform 4.2. Installing on IBM Z (pdf) in the Kubernetes Tools ecosystem. + - [medium.com/search?q=cp4mcm](https://medium.com/search?q=cp4mcm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/search?q=cp4mcm in the Kubernetes Tools ecosystem. + - [medium: tagged/cp4mcm](https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: tagged/cp4mcm in the Kubernetes Tools ecosystem. ## Cloud-Native Java ### Runtimes @@ -28,14 +41,6 @@ - **(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](http://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 @@ -80,5 +85,5 @@ - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/interview-questions.md b/v2-docs/interview-questions.md index 8c3ffc86..e2a6e532 100644 --- a/v2-docs/interview-questions.md +++ b/v2-docs/interview-questions.md @@ -10,6 +10,15 @@ #### General Reference - [guru99.com: Top 19 Ansible Interview Questions and Answers for 2022](https://www.guru99.com/ansible-interview-questions.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: Top 19 Ansible Interview Questions and Answers for 2022 in the Kubernetes Tools ecosystem. + - [devsecops.co.in: 100+ Ansible Interview Questions and Answers](https://devsecops.co.in/2021/05/18/ansible-interview-questions) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: 100+ Ansible Interview Questions and Answers in the Kubernetes Tools ecosystem. + - [mrdevops.hashnode.dev: Top 40 Terraform Interview Questions and Answers' for 2023](https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-for-2023) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mrdevops.hashnode.dev: Top 40 Terraform Interview Questions and Answers' for 2023 in the Kubernetes Tools ecosystem. + - [TGB - AWS Interview Questions and Answers - Frequently asked](https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering TGB - AWS Interview Questions and Answers - Frequently asked in the Kubernetes Tools ecosystem. + - [grokkinginterview.com: 13 REST API interview questions you need to know](https://grokkinginterview.com/13-rest-api-interview-questions-you-need-to-know-f0e7ec857550) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering grokkinginterview.com: 13 REST API interview questions you need to know in the Kubernetes Tools ecosystem. + - [denic.hashnode.dev: Resources to crush the technical interview](https://denic.hashnode.dev/resources-to-crush-the-technical-interview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering denic.hashnode.dev: Resources to crush the technical interview in the Kubernetes Tools ecosystem. + - [devsecops.co.in: DevOps Interview Questions and Answers](https://devsecops.co.in/2021/05/20/devops-interview-questions) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: DevOps Interview Questions and Answers in the Kubernetes Tools ecosystem. + - [towardsdev.com: Microservice Interview questions for Backend Developers' series-1](https://towardsdev.com/microservice-interview-questions-for-backend-developers-series-1-112d623a7c2a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdev.com: Microservice Interview questions for Backend Developers' series-1 in the Kubernetes Tools ecosystem. + - [50+ Java Collections Interview Questions for Beginners and Experienced Programmers](https://medium.com/javarevisited/50-java-collections-interview-questions-for-beginners-and-experienced-programmers-4d2c224cc5ab) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 50+ Java Collections Interview Questions for Beginners and Experienced Programmers in the Kubernetes Tools ecosystem. + - [devsecops.co.in: Kubernetes Interview Questions and Answers](https://devsecops.co.in/2021/05/22/kubernetes-interview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devsecops.co.in: Kubernetes Interview Questions and Answers in the Kubernetes Tools ecosystem. ## Architecture ### System Design @@ -35,9 +44,6 @@ #### 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. -#### Cloud Networking - - - **(2026)** [learnsteps.com: DevOps Interview Questions: How will you design your cloud VPC and subnets?](https://www.learnsteps.com/devops-interview-questions-how-will-you-design-your-cloud-vpc-and-subnets) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An architectural scenario walkthrough evaluating VPC partition layout designs. Focuses on address planning, NAT placements, security group hierarchies, and transit routing rules within high-availability clouds. #### 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. @@ -189,5 +195,5 @@ - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md) +πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) diff --git a/v2-docs/introduction.md b/v2-docs/introduction.md index bb6d6962..fc9a7b0a 100644 --- a/v2-docs/introduction.md +++ b/v2-docs/introduction.md @@ -22,13 +22,6 @@ graph TD ``` -## Application Architecture - -### Microservices - -#### Design Patterns - - - **(2018)** [developer.com: Overcoming the Common Microservices Anti-Patterns](https://dzone.com/articles/microservices-anti-patterns) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight dissects common architectural pitfalls in distributed systems. Live Grounding analyzes anti-patterns such as the 'Distributed Monolith', hardcoded network locations, and shared databases. It offers structural refactoring paths crucial for microservice transitions. ## Application Modernization ### Monolith to Microservices @@ -59,7 +52,7 @@ graph TD #### Patterns - **(2022)** [acloudguru.com: Sharing data in the cloud: 4 patterns you should know](https://www.pluralsight.com/resources/blog/business-and-leadership/sharing-data-in-the-cloud-four-patterns-everyone-should-know) [COMMUNITY-TOOL] β€” Outlines four distinct cloud-native patterns for shared-data architectures. Evaluates data virtualization, API-driven delivery, direct database sharing, and messaging queues based on security and real-time synchronization requirements. -### Microservices (1) +### Microservices #### Fundamentals @@ -89,15 +82,20 @@ graph TD - **(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 -#### Microservices (2) +#### Microservices (1) - **(2022)** [infoq.com: Managing Technical Debt in a Microservice Architecture](https://www.infoq.com/articles/managing-technical-debt-microservices) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Investigates the specific vectors of technical debt in microservices, including library drift, API versioning overhead, and domain-model fragmentation. Offers architectural rules of thumb to control distributed sprawl. #### Orchestration - **(2021)** [stackoverflow.blog: Using Kubernetes to rethink your system architecture and ease technical debt 🌟](https://stackoverflow.blog/2021/05/19/rethinking-system-architecture-can-kubernetes-help-to-solve-rewrite-anxiety) 🌟 [LEGACY] β€” Discusses utilizing a migration to Kubernetes as a strategic catalyst to refactor legacy monoliths. Reorganizes monolithic systems into decoupled containers, successfully lowering long-term architectural tech debt. +### Web Applications + +#### Enterprise Patterns + + - **(2025)** [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” Production-proven patterns and implementation pathways from the Azure Architecture Center. Establishes migration guidelines for modernizing monolithic applications into elastic web architectures. ## Architecture Patterns -### Microservices (3) +### Microservices (2) #### Cloud-Native Infrastructure @@ -153,7 +151,7 @@ graph TD ### Cloud-Native -#### Design Patterns (1) +#### Design Patterns - **(2020)** [capstonec.com: You Will Love These Cloud-native App Architecture Patterns 🌟](https://capstonec.com/2020/10/08/cloud-native-app-architecture-patterns) [COMMUNITY-TOOL] β€” Investigates key structural patterns that define modern cloud-native systems, focusing on twelve-factor application rules, API-first delivery, resilient circuit breakers, and decoupling persistent storage systems from execution units. ### Hybrid Cloud Strategy @@ -266,13 +264,6 @@ 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 @@ -322,15 +313,6 @@ graph TD #### Business Drivers - **(2022)** [thenewstack.io: Reasons to Opt for a Multicloud Strategy](https://thenewstack.io/reasons-to-opt-for-a-multicloud-strategy) 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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 @@ -338,9 +320,6 @@ graph TD #### Concepts - **(2021)** [thenewstack.io: What Is Cloud Automation and How Does It Benefit IT Teams? 🌟](https://thenewstack.io/what-is-cloud-automation-and-how-does-it-benefit-it-teams) [COMMUNITY-TOOL] β€” Demystifies cloud automation paradigms, describing how automated resource provisioning, scaling, and configuration reduce operational overhead and human error. Key focus is placed on programmatic API orchestration and infrastructure-as-code. -#### 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. ### DevOps #### Infrastructure Abstraction @@ -365,6 +344,13 @@ graph TD - **(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. - **(2021)** [simplilearn.com: Understanding The Difference Between Kubernetes Vs. Openshift](https://www.simplilearn.com/kubernetes-vs-openshift-article) [COMMUNITY-TOOL] β€” An educational comparison detailing the architectural boundaries of Kubernetes and OpenShift. Explores developer workflows, installation processes, built-in CI/CD pipelines, and licensing structures. - **(2019)** [spec-india.com: Kubernetes VS Openshift (July 23rd 2019)](https://www.spec-india.com/blog) [COMMUNITY-TOOL] β€” Compares upstream open-source Kubernetes with Red Hat OpenShift. Focuses on user-interface options, CLI differences, security policies, image registry capabilities, and integrated CI/CD toolchain setups in enterprise deployments. +## Cloud Infrastructure and Orchestration + +### Public Cloud Administration + +#### AWS Fundamentals + + - **(2023)** [AWS Cloud Practitioner - Curso Completo 2023](https://www.youtube.com/watch?v=zQyrhjEAqLs) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Comprehensive Spanish instructional syllabus targeting the AWS Certified Cloud Practitioner domain. Details key global infrastructure components, core services (EC2, S3, RDS, VPC), billing architectures, and foundational security frameworks. ## Cloud Native and Kubernetes Core ### Business Value and ROI @@ -383,11 +369,6 @@ graph TD #### 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. - ??? note "weave.works: What is a Kubernetes Cluster? 🌟" **[Access Resource](https://www.weave.works/blog/kubernetes-cluster)** 🌟🌟🌟🌟 | Level: Beginner @@ -485,7 +466,7 @@ graph TD #### Kubernetes (1) - **(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 (2) +### Design Patterns (1) #### Operators and Sidecars @@ -495,7 +476,7 @@ graph TD #### Cloud Native Strategy - **(2019)** [weave.works: Going Cloud Native: 6 essential things you need to know](https://www.weave.works/technologies/going-cloud-native-6-essential-things-you-need-to-know) [NONE CONTENT] [COMMUNITY-TOOL] β€” Weave Works lays out six core pillars for going cloud native, focusing on containerization, declarative state management, and GitOps workflows to establish efficient deployment setups. -### Microservices (4) +### Microservices (3) #### Enterprise Solutions (1) @@ -595,19 +576,12 @@ 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) - **(2020)** [javarevisited.blogspot.com: Why Every Programmer, DevOps Engineer Should learn Docker and Kubernetes in 2020](https://javarevisited.blogspot.com/2020/11/why-devops-engineer-learn-docker-kubernetes.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” 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 (1) +### Technology Assessment #### Compute Paradigms @@ -642,7 +616,7 @@ graph TD 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 (5) +### Microservices (4) #### Tooling Ecosystem @@ -712,7 +686,7 @@ graph TD - **(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 -### Design Patterns (3) +### Design Patterns (2) #### BFF @@ -758,21 +732,106 @@ graph TD ### General Reference + - [ringcentral.co.uk: Software as a Service (SaaS)](https://www.ringcentral.com/gb/en/blog/definitions/software-as-a-service-saas) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ringcentral.com in the Kubernetes Tools ecosystem. + - [ringcentral.co.uk: Cloud Management 🌟](https://www.ringcentral.com/gb/en/blog/definitions/cloud-management) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.ringcentral.com in the Kubernetes Tools ecosystem. + - [Kelsey Hightower Fireside Chat: An Unconventional Path to IT and Some Life Advice](https://www.hashicorp.com/resources/kelsey-hightower-fireside-chat-an-unconventional-path-to-it-and-some-life-advice/?utm_source=linkedin) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.hashicorp.com in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: How to design a system to scale to your first' 100 million users](https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-100-million-users-4450a2f9703d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: How to design a system to scale to your first' 100 million users in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Microservices communication using gRPC Protocol](https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Microservices communication using gRPC Protocol== in the Kubernetes Tools ecosystem. + - [Monolithic versus Microservice architecture](https://www.enterprisetimes.co.uk/2020/07/23/monolithic-versus-microservice-architecture) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Monolithic versus Microservice architecture in the Kubernetes Tools ecosystem. - [cncf.io: Top 7 challenges to becoming cloud native](https://www.cncf.io/blog/2020/09/15/top-7-challenges-to-becoming-cloud-native) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Top 7 challenges to becoming cloud native in the Kubernetes Tools ecosystem. + - [techrepublic.com: Kubernetes will deliver the app store experience for enterprise' software, says Weaveworks CEO](https://www.techrepublic.com/article/kubernetes-will-deliver-the-app-store-experience-for-enterprise-software-says-weaveworks-ceo) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: Kubernetes will deliver the app store experience for enterprise' software, says Weaveworks CEO in the Kubernetes Tools ecosystem. + - [shahirdaya.medium.com: What does it mean to be Cloud Native? 🌟](https://shahirdaya.medium.com/what-does-it-mean-to-be-cloud-native-12360a324571) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shahirdaya.medium.com: What does it mean to be Cloud Native? 🌟 in the Kubernetes Tools ecosystem. + - [skamille.medium.com: Make Boring Plans](https://skamille.medium.com/make-boring-plans-9438ce5cb053) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skamille.medium.com: Make Boring Plans in the Kubernetes Tools ecosystem. + - [cloud-melon.com: Under the hood of Kubernetes and microservices](https://cloud-melon.com/2019/12/26/under-the-hood-of-kubernetes-and-microservices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud-melon.com: Under the hood of Kubernetes and microservices in the Kubernetes Tools ecosystem. + - [medium: A Design Analysis of Cloud-based Microservices Architecture at Netflix](https://medium.com/swlh/a-design-analysis-of-cloud-based-microservices-architecture-at-netflix-98836b2da45f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Design Analysis of Cloud-based Microservices Architecture at Netflix in the Kubernetes Tools ecosystem. + - [hashicorp.com: Why Microservices? 🌟](https://www.hashicorp.com/resources/why-microservices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Why Microservices? 🌟 in the Kubernetes Tools ecosystem. + - [medium: Microservices Architecture From A to Z 🌟](https://medium.com/swlh/microservices-architecture-from-a-to-z-7287da1c5d28) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices Architecture From A to Z 🌟 in the Kubernetes Tools ecosystem. + - [skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers' 🌟](https://skycrafters.io/blog/2021/06/08/do-containers-really-contain) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers' 🌟 in the Kubernetes Tools ecosystem. + - [medium: Container Fundamentals β€” Part 1](https://medium.com/techbeatly/container-fundamentals-part-i-445881a81b7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Container Fundamentals β€” Part 1 in the Kubernetes Tools ecosystem. + - [medium: What is microservices and why is it different? 🌟](https://medium.com/microservices-for-net-developers/what-is-microservices-and-why-is-it-different-fac017cb8cf4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What is microservices and why is it different? 🌟 in the Kubernetes Tools ecosystem. - [How Your Application Architecture Has Evolved 🌟](https://dzone.com/articles/how-your-application-architecture-evolved) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How Your Application Architecture Has Evolved 🌟 in the Kubernetes Tools ecosystem. + - [fylamynt.com: Mastering Cloud Automation in the Cloud-Native Era 🌟](https://www.fylamynt.com/post/mastering-cloud-automation-in-the-cloud-native-era) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fylamynt.com: Mastering Cloud Automation in the Cloud-Native Era 🌟 in the Kubernetes Tools ecosystem. + - [medium: Monoliths vs Microservices](https://medium.com/getdefault-in/monoliths-vs-microservices-59cff20bb106) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Monoliths vs Microservices in the Kubernetes Tools ecosystem. - [dzone: Top 6 Time Wastes as a Software Engineer](https://dzone.com/articles/top-time-wastes-as-a-software-engineer) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top 6 Time Wastes as a Software Engineer in the Kubernetes Tools ecosystem. + - [hiralee.medium.com: Software Architecture vs Design](https://hiralee.medium.com/software-design-vs-architecture-1da0a94322a4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hiralee.medium.com: Software Architecture vs Design in the Kubernetes Tools ecosystem. + - [blog.deref.io: Containers Don't Solve Everything 🌟](https://blog.deref.io/containers-dont-solve-everything) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.deref.io: Containers Don't Solve Everything 🌟 in the Kubernetes Tools ecosystem. - [dzone: Transitioning from Monolith to Microservices (with python django' example)](https://dzone.com/articles/transitioning-from-monolith-to-microservices) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Transitioning from Monolith to Microservices (with python django' example) in the Kubernetes Tools ecosystem. - [cncf.io: How to justify infrastructure replacement to your manager](https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to-your-manager) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: How to justify infrastructure replacement to your manager in the Kubernetes Tools ecosystem. + - [techrepublic.com: Enterprises get closer to the app store experience with' Kubernetes and GitOps](https://www.techrepublic.com/article/enterprises-get-closer-to-the-app-store-experience-with-kubernetes-and-gitops) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==techrepublic.com: Enterprises get closer to the app store experience with' Kubernetes and GitOps== in the Kubernetes Tools ecosystem. + - [venturebeat.com: 5 ways the world of IT operations will shift in 2022 (and' beyond)](https://venturebeat.com/2021/12/22/5-ways-the-world-of-it-operations-will-shift-in-2022-and-beyond) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: 5 ways the world of IT operations will shift in 2022 (and' beyond) in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: Distributed Monolith](https://blog.devgenius.io/distributed-monolith-1d2d9f86a68f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: Distributed Monolith== in the Kubernetes Tools ecosystem. + - [medium.com/geekculture: A Beginners Guide to Understanding Microservices](https://medium.com/geekculture/a-beginners-guide-to-understanding-microservices-d2a8bae871b7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: A Beginners Guide to Understanding Microservices in the Kubernetes Tools ecosystem. + - [medium.com/interviewnoodle: Shift from Monolith to CQRS 🌟](https://medium.com/interviewnoodle/shift-from-monolith-to-cqrs-a34bab75617e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/interviewnoodle: Shift from Monolith to CQRS== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@ajin.sunny: System Design Architecture: Stateful vs. Stateless' 🌟](https://medium.com/@ajin.sunny/system-design-architecture-stateful-vs-stateless-62ed0ddb9f2b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@ajin.sunny: System Design Architecture: Stateful vs. Stateless==' 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@ajin.sunny: System Design Concept: Rate limiting 🌟](https://medium.com/@ajin.sunny/system-design-concept-rate-limiting-f4da72371533) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ajin.sunny: System Design Concept: Rate limiting 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@ajin.sunny: Rate limiting in Distributed Systems 🌟](https://medium.com/@ajin.sunny/rate-limiting-in-distributed-systems-bbeca0c47b96) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ajin.sunny: Rate limiting in Distributed Systems 🌟 in the Kubernetes Tools ecosystem. + - [blog.devgenius.io: Top 10 Architecture Characteristics / Non-Functional' Requirements with Cheatsheet 🌟](https://blog.devgenius.io/top-10-architecture-characteristics-non-functional-requirements-with-cheatsheat-7ad14bbb0a9b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Top 10 Architecture Characteristics / Non-Functional' Requirements with Cheatsheet 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/dotnet-hub: Software Architecture β€” Introduction to Cloud Native' Application Architecture 🌟](https://medium.com/dotnet-hub/introduction-to-cloud-native-application-architecture-what-is-cloud-native-architecture-overview-benefits-e9be9aca0dd3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/dotnet-hub: Software Architecture β€” Introduction to Cloud Native' Application Architecture== 🌟 in the Kubernetes Tools ecosystem. + - [bootcamp.uxdesign.cc: Popular Tech Stack for Startups in 2022](https://bootcamp.uxdesign.cc/popular-tech-stack-for-startups-in-2022-f3b53f50c18) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bootcamp.uxdesign.cc: Popular Tech Stack for Startups in 2022 in the Kubernetes Tools ecosystem. + - [medium.com/@interviewready: Data Replication in Distributed System](https://medium.com/@interviewready/data-replication-in-distributed-system-87f7d265ff28) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@interviewready: Data Replication in Distributed System in the Kubernetes Tools ecosystem. + - [semaphoreci.medium.com: 12 Ways to Improve Your Monolith Before Transitioning' to Microservices 🌟](https://semaphoreci.medium.com/12-ways-to-improve-your-monolith-before-transitioning-to-microservices-d1061e96ca1a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==semaphoreci.medium.com: 12 Ways to Improve Your Monolith Before Transitioning' to Microservices== 🌟 in the Kubernetes Tools ecosystem. + - [hardiks.medium.com: Top 6 Best practices for Container Orchestration' 🌟](https://hardiks.medium.com/top-6-best-practices-for-container-orchestration-b4b0d3398ebc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hardiks.medium.com: Top 6 Best practices for Container Orchestration==' 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@nadinCodeHat: HTTP based Microservices is a bad idea 🌟](https://medium.com/@nadinCodeHat/http-based-microservices-is-a-bad-idea-670d3db29ca6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nadinCodeHat: HTTP based Microservices is a bad idea 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/qe-unit: Microservices β€” Do You Need Them? Are You Ready? 🌟](https://medium.com/qe-unit/the-microservices-adoption-roadmap-e37f3f32877) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/qe-unit: Microservices β€” Do You Need Them? Are You Ready? 🌟 in the Kubernetes Tools ecosystem. + - [cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization](https://cloudnativeislamabad.hashnode.dev/virtualization-vs-containerization) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Distributed Transaction Management in Microservices' β€” Part 1 🌟](https://medium.com/javarevisited/distributed-transaction-management-in-microservices-part-1-bb7dc1fbee9f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Distributed Transaction Management in Microservices' β€” Part 1 🌟 in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How to Transform a Monolith Application Into a' Microservices Architecture](https://betterprogramming.pub/how-to-transform-a-monolith-application-into-a-microservices-architecture-1e00363a03ba) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: How to Transform a Monolith Application Into a' Microservices Architecture== in the Kubernetes Tools ecosystem. + - [medium.com/codex: MicroServices Architecture to Solve Distributed Transaction' Management Problem](https://medium.com/codex/solving-distributed-transaction-management-problem-in-microservices-architecture-586ab3087efe) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: MicroServices Architecture to Solve Distributed Transaction' Management Problem in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: How I Split a Monolith Into Microservices Without' Refactoring 🌟🌟🌟](https://betterprogramming.pub/how-i-split-a-monolith-into-microservices-without-refactoring-5d76924c34c2) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: How I Split a Monolith Into Microservices Without' Refactoring== 🌟🌟🌟 in the Kubernetes Tools ecosystem. + - [ust.com: Do we really need Kubernetes and containers?](https://www.ust.com/en/insights/do-we-really-need-kubernetes-and-containers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ust.com: Do we really need Kubernetes and containers? in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Do you know Distributed Job Scheduling in Microservices' Architecture? 🌟](https://levelup.gitconnected.com/do-you-know-distributed-job-scheduling-in-microservices-architecture-44082adad8ac) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Do you know Distributed Job Scheduling in Microservices' Architecture? 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Microservices Communication part 1-every programmer' must know 🌟](https://medium.com/javarevisited/microservices-communication-part-1-every-programmer-must-know-7c6607d2d563) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Microservices Communication part 1-every programmer' must know== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Microservices Communication β€” part 2β€” Sync vs' Async vs Hybrid?](https://medium.com/javarevisited/microservices-communication-part-2-sync-vs-async-vs-hybrid-23d057e137d8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Microservices Communication β€” part 2β€” Sync vs' Async vs Hybrid? in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Why Microservices are not silver bullet? 10 Reasons' for NOT using Microservices](https://medium.com/javarevisited/why-microservices-are-not-silver-bullet-10-reasons-for-not-using-microservices-74f7c0fa98c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Why Microservices are not silver bullet? 10 Reasons' for NOT using Microservices in the Kubernetes Tools ecosystem. + - [rahulh123.medium.com: Choosing the Right Architecture: Monolithic vs. Microservices' β€” Analyzing Requirements for Success](https://rahulh123.medium.com/choosing-the-right-architecture-monolithic-vs-microservices-analyzing-requirements-for-success-70d681f6a1d0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rahulh123.medium.com: Choosing the Right Architecture: Monolithic vs. Microservices' β€” Analyzing Requirements for Success in the Kubernetes Tools ecosystem. + - [waswani.medium.com: Microservices Communication: Data Sharing using Database,' an AntiPattern !!!](https://waswani.medium.com/microservices-data-sharing-using-database-an-antipattern-35e0196ee2ad) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering waswani.medium.com: Microservices Communication: Data Sharing using Database,' an AntiPattern !!! in the Kubernetes Tools ecosystem. + - [medium.com/@bill.salvaggio: The AWS Cloud Resume Challenge Project](https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-c5c0c6fe9593) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@bill.salvaggio: The AWS Cloud Resume Challenge Project== in the Kubernetes Tools ecosystem. + - [blog.lealdasilva.com: Why You Should Switch from VMware to Proxmox in 2024](https://blog.lealdasilva.com/vmware2proxmox) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.lealdasilva.com: Why You Should Switch from VMware to Proxmox in 2024 in the Kubernetes Tools ecosystem. + - [towardsdev.com: Solution architecture 101 β€” Are you ready for the Solution' Architect Path 🌟](https://towardsdev.com/solution-architecture-101-are-you-ready-for-the-solution-architect-path-5a2d01aebbb) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsdev.com: Solution architecture 101 β€” Are you ready for the Solution' Architect Path== 🌟 in the Kubernetes Tools ecosystem. + - [mkaschke.medium.com: ud Native Part 1: What Is Cloud Native? 🌟](https://mkaschke.medium.com/cloud-native-part-1-what-is-cloud-native-40640f128834) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mkaschke.medium.com: ud Native Part 1: What Is Cloud Native?== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/promyze: Avoid accidental complexity and technical debt](https://medium.com/promyze/avoid-accidental-complexity-and-technical-debt-2dc2cdf4dd4b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/promyze: Avoid accidental complexity and technical debt in the Kubernetes Tools ecosystem. + - [maheshwari-bittu.medium.com: Why Event-Driven Architecture (EDA) is needed?' 🌟](https://maheshwari-bittu.medium.com/why-event-driven-architecture-eda-is-needed-fac2f00f25a8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering maheshwari-bittu.medium.com: Why Event-Driven Architecture (EDA) is needed?' 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/rocco-scaramuzzi-tech: Event-Driven Microservice Architecture,' don’t use only events but use commands too!](https://medium.com/rocco-scaramuzzi-tech/event-driven-microservice-architecture-dont-use-only-events-but-use-commands-too-b8694d370436) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/rocco-scaramuzzi-tech: Event-Driven Microservice Architecture,' don’t use only events but use commands too! in the Kubernetes Tools ecosystem. + - [deeptimittalblogger.medium.com: Event driven architecture](https://deeptimittalblogger.medium.com/event-driven-architecture-111f504a8cbc) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering deeptimittalblogger.medium.com: Event driven architecture in the Kubernetes Tools ecosystem. + - [medium.com/mcdonalds-technical-blog: Behind the scenes: McDonald’s event-driven' architecture](https://medium.com/mcdonalds-technical-blog/behind-the-scenes-mcdonalds-event-driven-architecture-51a6542c0d86) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mcdonalds-technical-blog: Behind the scenes: McDonald’s event-driven' architecture in the Kubernetes Tools ecosystem. + - [medium.com/mcdonalds-technical-blog: McDonald’s event-driven architecture:' The data journey and how it works](https://medium.com/mcdonalds-technical-blog/mcdonalds-event-driven-architecture-the-data-journey-and-how-it-works-4591d108821f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mcdonalds-technical-blog: McDonald’s event-driven architecture:' The data journey and how it works in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Error Handling in Event-Driven Systems](https://levelup.gitconnected.com/error-handling-in-event-driven-systems-1f0a7ef2cfb7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Error Handling in Event-Driven Systems in the Kubernetes Tools ecosystem. + - [faun.pub: Understanding the Differences Between Event-Driven, Message-Driven,' and Microservices Architectures with AWS Services](https://faun.pub/what-is-difference-of-event-driven-architecture-message-driven-architecture-and-microservices-f5623e51f868) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Understanding the Differences Between Event-Driven, Message-Driven,' and Microservices Architectures with AWS Services in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: 5 Tips To Design For Multi-Tenancy Architecture](https://levelup.gitconnected.com/5-tips-to-design-for-multi-tenancy-architecture-5f7d55657d77) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Tips To Design For Multi-Tenancy Architecture in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Multi-Tenant Application](https://levelup.gitconnected.com/multi-tenant-application-a29153d31c5a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Multi-Tenant Application in the Kubernetes Tools ecosystem. - [dzone.com: Shift-Left: A Developer's Pipe(line) Dream?](https://dzone.com/articles/shift-left-a-developers-pipeline-dream) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Shift-Left: A Developer's Pipe(line) Dream?== in the Kubernetes Tools ecosystem. + - [medium: Multi Cloud Enterprise Deployment Pattern](https://medium.com/solutions-architecture-patterns/multi-cloud-enterprise-deployment-pattern-19571604e64b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multi Cloud Enterprise Deployment Pattern in the Kubernetes Tools ecosystem. - [Automation is the future of cloud cost optimization](https://www.cncf.io/blog/2021/09/29/automation-is-the-future-of-cloud-cost-optimization) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automation is the future of cloud cost optimization in the Kubernetes Tools ecosystem. - [dzone: 7 Microservices Best Practices for Developers 🌟](https://dzone.com/articles/7-microservices-best-practices-for-developers) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 7 Microservices Best Practices for Developers 🌟 in the Kubernetes Tools ecosystem. + - [blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase](https://blog.couchbase.com/microservices-architecture-in-couchbase) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase in the Kubernetes Tools ecosystem. + - [medium: Pragmatic Microservices 🌟](https://medium.com/microservices-in-practice/microservices-in-practice-7a3e85b6624c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Pragmatic Microservices 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the' DDD way (Hexagonal Architecture)](https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-hexagonal-architecture-769696494c0) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the' DDD way (Hexagonal Architecture) in the Kubernetes Tools ecosystem. + - [medium.com/@denhox: Sharing Data Between Microservices](https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@denhox: Sharing Data Between Microservices in the Kubernetes Tools ecosystem. + - [medium.com/@maneesha649nirman: Design Patterns For Microservices](https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d215f5) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@maneesha649nirman: Design Patterns For Microservices in the Kubernetes Tools ecosystem. + - [medium.com/@vinciabhinav7: Microservices Communication Architecture Patterns' 🌟](https://medium.com/@vinciabhinav7/microservices-communication-architecture-patterns-a8e77e614c2c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@vinciabhinav7: Microservices Communication Architecture Patterns==' 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Top 10 Microservices Design Principles and Best' Practices for Experienced Developers 🌟](https://medium.com/javarevisited/10-microservices-design-principles-every-developer-should-know-44f2f69e960f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Top 10 Microservices Design Principles and Best' Practices for Experienced Developers== 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@mbarkin.narin: Problem Solving Strategies for Microservice Architecture' Part III](https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-architecture-part-iii-c15830151890) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mbarkin.narin: Problem Solving Strategies for Microservice Architecture' Part III in the Kubernetes Tools ecosystem. + - [developer.com: Overcoming the Common Microservices Anti-Patterns](https://www.developer.com/design/solving-microservices-anti-patterns) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.com: Overcoming the Common Microservices Anti-Patterns in the Kubernetes Tools ecosystem. - [dzone: Micro Frontends With Example 🌟](https://dzone.com/articles/micro-frontends-by-example-8) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Micro Frontends With Example 🌟 in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: Micro Frontend Architecture](https://levelup.gitconnected.com/micro-frontend-architecture-794442e9b325) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Micro Frontend Architecture in the Kubernetes Tools ecosystem. - [dzone: Micro-Frontend Architecture](https://dzone.com/articles/micro-frontend-architecture) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Micro-Frontend Architecture== in the Kubernetes Tools ecosystem. + - [medium.com/whispering-data: The State of Data Engineering 2022](https://medium.com/whispering-data/the-state-of-data-engineering-2022-d6ef0f7cf607) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/whispering-data: The State of Data Engineering 2022== in the Kubernetes Tools ecosystem. + - [joereis.substack.com: Data Engineering in 2024. What I'm Seeing](https://joereis.substack.com/p/data-engineering-in-2024-what-im) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joereis.substack.com: Data Engineering in 2024. What I'm Seeing in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: A Cloud Migration Questionnaire for Solution Architects' 🌟🌟](https://betterprogramming.pub/a-cloud-migration-questionnaire-for-solution-architects-dec7ffcf063e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: A Cloud Migration Questionnaire for Solution Architects' 🌟🌟 in the Kubernetes Tools ecosystem. + - [What is Platform as a Service Software?](https://www.trustradius.com/platform-as-a-service-paas) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering What is Platform as a Service Software? in the Kubernetes Tools ecosystem. + - [ramansharma.substack.com: Containers are not just for Kubernetes](https://ramansharma.substack.com/p/containers-are-not-just-for-kubernetes-fa330653cbbd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==ramansharma.substack.com: Containers are not just for Kubernetes== in the Kubernetes Tools ecosystem. + - [wikipedia: Java Enterprise Edition (Java EE)](https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Java Enterprise Edition (Java EE) in the Kubernetes Tools ecosystem. - [dzone: Monolith to Microservices Using the Strangler Pattern 🌟](https://dzone.com/articles/monolith-to-microservices-using-the-strangler-patt) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Monolith to Microservices Using the Strangler Pattern 🌟 in the Kubernetes Tools ecosystem. - [Dzone.com: 4 Cluster Management Tools to Compare](https://dzone.com/articles/4-cluster-management-tools-to-compare) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: 4 Cluster Management Tools to Compare in the Kubernetes Tools ecosystem. - [Dzone.com: A Comparison of Kubernetes Distributions](https://dzone.com/articles/kubernetes-distributions-how-do-i-choose-one) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: A Comparison of Kubernetes Distributions in the Kubernetes Tools ecosystem. + - [medium.com: The Differences Between Kubernetes and Openshift](https://medium.com/levvel-consulting/the-differences-between-kubernetes-and-openshift-ae778059a90e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: The Differences Between Kubernetes and Openshift in the Kubernetes Tools ecosystem. + - [blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise' Options](https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise-options-e3a34dc60519) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise' Options in the Kubernetes Tools ecosystem. + - [kubedex.com: Kubernetes On-Prem, OpenShift vs PKS vs Rancher](https://kubedex.com/redhat-openshift-vs-pivotal-pks-vs-rancher) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: Kubernetes On-Prem, OpenShift vs PKS vs Rancher in the Kubernetes Tools ecosystem. + - [medium.com: Kubernetes β€” What Is It, What Problems Does It Solve and How' Does It Compare With Alternatives?](https://medium.com/@srikanth.k/kubernetes-what-is-it-what-problems-does-it-solve-how-does-it-compare-with-its-alternatives-937fe80b754f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes β€” What Is It, What Problems Does It Solve and How' Does It Compare With Alternatives? in the Kubernetes Tools ecosystem. + - [levelup.gitconnected.com: OpenShift β€” The Next Level of Kubernetes](https://levelup.gitconnected.com/openshift-the-next-level-of-kubernetes-6d58ad722b26) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: OpenShift β€” The Next Level of Kubernetes in the Kubernetes Tools ecosystem. - [dzone: 7 Software Development Models You Should Know](https://dzone.com/articles/7-software-development-models-you-should-know) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: 7 Software Development Models You Should Know in the Kubernetes Tools ecosystem. - [dzone: The Concept of Domain-Driven Design Explained](https://dzone.com/articles/the-concept-of-domain-driven-design-explained) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: The Concept of Domain-Driven Design Explained== in the Kubernetes Tools ecosystem. + - [medium.com/codex: DDD β€” Events Are Complex](https://medium.com/codex/ddd-events-are-complex-db4b1fb57817) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: DDD β€” Events Are Complex in the Kubernetes Tools ecosystem. ## Methodology (1) ### Careers @@ -822,7 +881,7 @@ graph TD - **(2023)** [n-ix.com: How to reduce your technical debt: An ultimate guide](https://www.n-ix.com/reduce-technical-debt) [GUIDE] [GUIDE] [LEGACY] β€” A holistic architectural playbook for diagnosing, budgeting, and paying down complex software debt. Proposes systematic approaches like code reviews, architectural documentation, and legacy modernization patterns. - **(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 (6) +## Microservices (5) ### Anti-Patterns (1) @@ -837,7 +896,7 @@ graph TD #### 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 (4) +### Design Patterns (3) #### Best Practices (2) @@ -991,7 +1050,7 @@ graph TD #### Dependency Isolation - **(2022)** [itnext.io: Isolating and Managing Dependencies in 12-factor Microservice Applications β€” with Kubernetes](https://itnext.io/isolating-and-managing-dependencies-in-12-factor-microservice-applications-with-kubernetes-988638f8bc6d) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Focuses specifically on Factor II (Dependencies). Demonstrates isolating system dependencies using container images, multi-stage Dockerfiles, and initContainers to orchestrate external DB readiness checks before app startup. -#### Microservices (7) +#### Microservices (6) - **(2022)** [itnext.io: 12 factor Microservice applications β€” on Kubernetes](https://itnext.io/12-factor-microservice-applications-on-kubernetes-db913008b018) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep dive into implementing the complete 12-Factor framework within Kubernetes. Highlights strict environmental isolation, declarative deployment processes, and scaling microservices with pod replicas. #### Paradigms (1) @@ -1011,15 +1070,6 @@ graph TD - **(2024)** [thenewstack.io: Kubernetes Evolution: From Microservices to Batch Processing Powerhouse 🌟🌟](https://thenewstack.io/kubernetes-evolution-from-microservices-to-batch-processing-powerhouse) [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Explores Kubernetes' evolution from a simple microservices hosting platform to an advanced orchestrator for heavy batch processing, AI/ML training runs, and high-performance computing (HPC) jobs. ## Platform Engineering (3) -### Internal Developer Platforms - -#### Organizational Structure (1) - -??? note "softwareengineeringdaily.com: The Rise of Platform Engineering 🌟" - **[Access Resource](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering)** 🌟🌟🌟🌟🌟 | Level: Advanced - - 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. - ### PaaS Solutions #### Market Shifts @@ -1096,7 +1146,7 @@ graph TD Evaluates the shifting architectural landscape towards event-driven API patterns. Discusses protocols and specifications like WebSockets, Server-Sent Events, and AsyncAPI, analyzing how they enable real-time asynchronous streaming and responsive microservice architectures. -### Microservices (8) +### Microservices (7) #### Decomposition Patterns @@ -1120,7 +1170,7 @@ graph TD Provides an enterprise architectural path for decomposing traditional monoliths into distributed services. It focuses on identifying bounded contexts, managing cross-service communication via asynchronous events, and restructuring development teams around microservices boundaries. -#### Design Patterns (5) +#### Design Patterns (4) ??? note "infoq.com: Principles for Microservice Design: Think IDEALS, Rather than SOLID" **[Access Resource](https://www.infoq.com/articles/microservices-design-ideals)** 🌟🌟🌟🌟🌟 | Level: Advanced @@ -1180,7 +1230,7 @@ graph TD ### Architecture Patterns (2) -#### Microservices (9) +#### Microservices (8) - **(2024)** [dynatrace.com: What are microservices? All you need to know](https://www.dynatrace.com/knowledge-base/microservices) [COMMUNITY-TOOL] β€” A high-level architectural overview exploring the decoupling of corporate monoliths into agile microservices. Discusses structural changes, challenges in service discovery, and the crucial role of tracing telemetry for maintaining state consistency. ### Education (1) @@ -1227,5 +1277,5 @@ 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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) diff --git a/v2-docs/istio.md b/v2-docs/istio.md index 69514417..f6e3923b 100644 --- a/v2-docs/istio.md +++ b/v2-docs/istio.md @@ -9,7 +9,45 @@ #### General Reference + - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.cyberark.com in the Kubernetes Tools ecosystem. + - [jetstack.io: Securing Istio workloads with mTLS using cert-manager](https://www.cyberark.com/venafi-and-cyberark-machine-identity-security) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberark.com in the Kubernetes Tools ecosystem. + - [medium.com/solo-io blog](https://medium.com/solo-io) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/solo-io blog in the Kubernetes Tools ecosystem. + - [medium.com/solo-io: Istio the Easy Way (Again!)](https://medium.com/solo-io/istio-the-easy-way-again-b0504347b7ce) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/solo-io: Istio the Easy Way (Again!) in the Kubernetes Tools ecosystem. + - [medium.com: Getting started with Istio](https://medium.com/swlh/getting-started-with-istio-524628c025) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Getting started with Istio in the Kubernetes Tools ecosystem. + - [magalix.com: Getting Started With Istio: Overview And Installation](https://www.magalix.com/blog/getting-started-with-istio-overview-and-installation) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Getting Started With Istio: Overview And Installation in the Kubernetes Tools ecosystem. + - [magalix.com: Working with Istio: Track your services with Kiali](https://www.magalix.com/blog/working-with-istio-track-your-services-with-kiali) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Working with Istio: Track your services with Kiali in the Kubernetes Tools ecosystem. + - [banzaicloud.com: Istio telemetry V2 (Mixerless) deep dive](https://banzaicloud.com/blog/istio-mixerless-telemetry) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Istio telemetry V2 (Mixerless) deep dive in the Kubernetes Tools ecosystem. + - [medium.com: How to Manage Microservices on Kubernetes With Istio](https://medium.com/better-programming/how-to-manage-microservices-on-kubernetes-with-istio-c25e97a60a59) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: How to Manage Microservices on Kubernetes With Istio in the Kubernetes Tools ecosystem. + - [banzaicloud.com: What's new in Istio 1.6, a quick walkthrough](https://banzaicloud.com/blog/istio-1.6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: What's new in Istio 1.6, a quick walkthrough in the Kubernetes Tools ecosystem. + - [banzaicloud.com: Controlling egress traffic with Istio](https://banzaicloud.com/blog/istio-external-demo) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Controlling egress traffic with Istio in the Kubernetes Tools ecosystem. + - [medium: Observability With Istio, Kiali, and Grafana in Kubernetes and Spring' Boot 🌟](https://medium.com/swlh/observability-with-istio-kiali-and-grafana-in-kubernetes-and-spring-boot-743af225c24f) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Observability With Istio, Kiali, and Grafana in Kubernetes and Spring' Boot 🌟 in the Kubernetes Tools ecosystem. + - [medium: Introduction to Istio Traffic Management. Traffic Routing with Istio' by Example 🌟](https://medium.com/swlh/introduction-to-istio-traffic-management-6b62c86f8cb4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Introduction to Istio Traffic Management. Traffic Routing with Istio' by Example 🌟 in the Kubernetes Tools ecosystem. + - [medium.com: Increasing observability on Istio: The new Kiali health configuration](https://medium.com/kialiproject/increasing-observability-on-istio-the-new-kiali-health-configuration-3c91852c1bfe) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Increasing observability on Istio: The new Kiali health configuration in the Kubernetes Tools ecosystem. + - [medium: Managing Microservices With Istio Service Mesh in Kubernetes](https://medium.com/avmconsulting-blog/managing-microservices-with-istio-service-mesh-in-kubernetes-36e1fda81757) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Managing Microservices With Istio Service Mesh in Kubernetes in the Kubernetes Tools ecosystem. + - [giffgaff.io: Using Istio with Nginx ingress](https://www.giffgaff.io/tech/using-istio-with-nginx-ingress) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering giffgaff.io: Using Istio with Nginx ingress in the Kubernetes Tools ecosystem. + - [medium: Automated canary deployments with Flagger and Istio](https://medium.com/google-cloud/automated-canary-deployments-with-flagger-and-istio-ac747827f9d1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automated canary deployments with Flagger and Istio in the Kubernetes Tools ecosystem. + - [inder-devops.medium.com: On-premise to cloud migration mock drills using' Istio 🌟](https://inder-devops.medium.com/on-premise-to-cloud-migration-mock-drills-using-istio-ea89aee5ea38) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==inder-devops.medium.com: On-premise to cloud migration mock drills using' Istio== 🌟 in the Kubernetes Tools ecosystem. + - [baeldung.com: Service Mesh Architecture with Istio](https://www.baeldung.com/ops/istio-service-mesh) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Service Mesh Architecture with Istio in the Kubernetes Tools ecosystem. + - [chrishaessig.medium.com: Multi cluster setup with istio](https://chrishaessig.medium.com/multi-cluster-setup-with-istio-c1c6437f4e8c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering chrishaessig.medium.com: Multi cluster setup with istio in the Kubernetes Tools ecosystem. + - [medium.com/@sumudu_liyan: How To Install Istio On Kubernetes Cluster](https://medium.com/@sumudu_liyan/how-to-install-istio-on-kubernetes-cluster-e831c12381b) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sumudu_liyan: How To Install Istio On Kubernetes Cluster in the Kubernetes Tools ecosystem. - [engineering.mercari.com: Dynamic Service Routing using Istio](https://engineering.mercari.com/en/blog/entry/20220218-dynamic-service-routing-using-istio) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.mercari.com: Dynamic Service Routing using Istio in the Kubernetes Tools ecosystem. + - [medium.com/@nanditasahu031: Istio Service Mesh 🌟](https://medium.com/@nanditasahu031/istio-service-mesh-a11654f90ed9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: Istio Service Mesh 🌟 in the Kubernetes Tools ecosystem. + - [blog.getambassador.io: Kubernetes Canary Testing and Release with Istio](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=816ffb457b0d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.getambassador.io: Kubernetes Canary Testing and Release with Istio in the Kubernetes Tools ecosystem. + - [medium.com/globant: Istio JWT Authentication & Authorization at the edge](https://medium.com/globant/istio-jwt-authentication-authorization-at-the-edge-b35b612acd97) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Istio JWT Authentication & Authorization at the edge in the Kubernetes Tools ecosystem. + - [medium.com/codex: Egress Traffic Control for Nginx Ingress Controller with' Istio Proxy Sidecar](https://medium.com/codex/egress-traffic-control-for-nginx-ingress-controller-with-istio-proxy-sidecar-ef8f19902b43) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Egress Traffic Control for Nginx Ingress Controller with' Istio Proxy Sidecar in the Kubernetes Tools ecosystem. + - [medium.com/marionete: How to expose Kubernetes services to external traffic' using Istio Gateway](https://medium.com/marionete/how-to-expose-kubernetes-services-to-external-traffic-using-istio-gateway-1a1e6ebd8805) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/marionete: How to expose Kubernetes services to external traffic' using Istio Gateway in the Kubernetes Tools ecosystem. + - [natarajsundar.medium.com: Istio service mesh, a start to finish tutorial' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture](https://natarajsundar.medium.com/istio-service-mesh-a-start-to-finish-tutorial-with-side-car-architecture-and-an-analysis-d70a255ea41d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering natarajsundar.medium.com: Istio service mesh, a start to finish tutorial' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture in the Kubernetes Tools ecosystem. + - [alexandrev.medium.com: How To Enable Sticky Session on Your Kubernetes Workloads' using Istio? 🌟](https://alexandrev.medium.com/how-to-enable-sticky-session-on-your-kubernetes-workloads-using-istio-e789014a6acd) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexandrev.medium.com: How To Enable Sticky Session on Your Kubernetes Workloads' using Istio? 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@wessel__: Istio with Authentik: securing your cluster and providing' authentication and authorization](https://medium.com/@wessel__/istio-with-authentik-securing-your-cluster-and-providing-authentication-and-authorization-b5e48b331920) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@wessel__: Istio with Authentik: securing your cluster and providing' authentication and authorization in the Kubernetes Tools ecosystem. + - [medium.com/@hammadsaif061: Simplifying Microservices Management with Kubernetes' and Service Mesh](https://medium.com/@hammadsaif061/simplifying-microservices-management-with-kubernetes-and-service-mesh-de458ce566f1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hammadsaif061: Simplifying Microservices Management with Kubernetes' and Service Mesh in the Kubernetes Tools ecosystem. + - [medium.com/@lupass93: Zero Trust Architecture on Kubernetes with Istio Service' Mesh](https://medium.com/@lupass93/zero-trust-architecture-on-kubernetes-with-istio-service-mesh-eade6c5a3c53) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lupass93: Zero Trust Architecture on Kubernetes with Istio Service' Mesh in the Kubernetes Tools ecosystem. + - [medium.com/hamburger-berater-team: Varnish Sharding with Istio in Kubernetes](https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kubernetes-402f313919aa) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/hamburger-berater-team: Varnish Sharding with Istio in Kubernetes in the Kubernetes Tools ecosystem. + - [medium.com/@marc.guerrini: DIY β€” Istio β€” validate JWT](https://medium.com/@marc.guerrini/diy-istio-validate-jwt-1ffbd488b1f3) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marc.guerrini: DIY β€” Istio β€” validate JWT in the Kubernetes Tools ecosystem. + - [medium: API Access Control using Istio Ingress Gateway](https://medium.com/@senthilrch/api-access-control-using-istio-ingress-gateway-44be659a087e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Access Control using Istio Ingress Gateway in the Kubernetes Tools ecosystem. + - [medium: API Authentication using Istio Ingress Gateway, OAuth2-Proxy and' Keycloak](https://medium.com/codex/api-authentication-using-istio-ingress-gateway-oauth2-proxy-and-keycloak-a980c996c259) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: API Authentication using Istio Ingress Gateway, OAuth2-Proxy and' Keycloak in the Kubernetes Tools ecosystem. + - [medium.com: kiali project](https://medium.com/kialiproject) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: kiali project in the Kubernetes Tools ecosystem. + - [faun.pub: A beginner’s guide to Jaeger](https://faun.pub/a-beginners-guide-to-jaeger-ed75ce5ed8f4) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: A beginner’s guide to Jaeger in the Kubernetes Tools ecosystem. + - [medium: Troubleshooting Envoy with Kiali](https://medium.com/kialiproject/troubleshooting-envoy-with-kiali-7f78a57b16ad) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Troubleshooting Envoy with Kiali in the Kubernetes Tools ecosystem. ## Cloud Native ### Service Mesh @@ -27,9 +65,6 @@ #### 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. -#### 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 @@ -95,7 +130,6 @@ #### 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. - - **(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. #### 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. @@ -183,7 +217,6 @@ #### 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 (1) - **(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. @@ -197,7 +230,6 @@ #### 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] [GUIDE] [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. @@ -214,5 +246,5 @@ - **(2020)** [github.com/askmeegs/learn-istio 🌟](https://github.com/askmeegs/learn-istio) [SHELL CONTENT] [LEGACY] β€” An educational repository featuring early-day tutorials and configurations for learning Istio concepts. Currently archived/unmaintained, functioning primarily as a legacy resource. --- -πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) +πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) diff --git a/v2-docs/java-and-java-performance-optimization.md b/v2-docs/java-and-java-performance-optimization.md index 4aeffc9b..b72de476 100644 --- a/v2-docs/java-and-java-performance-optimization.md +++ b/v2-docs/java-and-java-performance-optimization.md @@ -9,26 +9,34 @@ #### General Reference - - [On heap vs off heap memory usage](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. + - [geekflare.com: What is Thread Dump and How to Analyze them? 🌟](https://geekflare.com/dev/generate-analyze-thread-dumps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem. + - [On heap vs off heap memory usage](http://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: Performance Improvement in Java Applications: ORM/JPA 🌟](https://dzone.com/articles/performance-improvement-in-java-applications-orm-j) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Performance Improvement in Java Applications: ORM/JPA 🌟 in the Kubernetes Tools ecosystem. - [DZone: The JVM Architecture Explained 🌟](https://dzone.com/articles/jvm-architecture-explained) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: The JVM Architecture Explained 🌟 in the Kubernetes Tools ecosystem. - [DZone: How to Troubleshoot Sudden CPU Spikes](https://dzone.com/articles/troubleshoot-sudden-cpu-spikes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: How to Troubleshoot Sudden CPU Spikes in the Kubernetes Tools ecosystem. + - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone refcard: Java Caching in the Kubernetes Tools ecosystem. - [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. - [dzone.com: Flight Recorder: Examining Java and Kotlin Apps](https://dzone.com/articles/flight-recorder-examining-java-and-kotlin-apps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Flight Recorder: Examining Java and Kotlin Apps in the Kubernetes Tools ecosystem. + - [medium: How to reduce your JVM app memory footprint in Docker and Kubernetes' 🌟](https://medium.com/wix-engineering/how-to-reduce-your-jvm-app-memory-footprint-in-docker-and-kubernetes-d6e030d21298) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to reduce your JVM app memory footprint in Docker and Kubernetes' 🌟 in the Kubernetes Tools ecosystem. - [dzone: Best Practices: Java Memory Arguments for Containers 🌟](https://dzone.com/articles/best-practices-java-memory-arguments-for-container) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Best Practices: Java Memory Arguments for Containers 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/@anurag2397: Tuning JVM containers for better CPU and memory' utilisation in K8s environment](https://medium.com/@anurag2397/solving-javas-core-problems-around-memory-and-cpu-4d0c97748c43) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@anurag2397: Tuning JVM containers for better CPU and memory' utilisation in K8s environment in the Kubernetes Tools ecosystem. + - [danoncoding.com: Tricky Kubernetes memory management for Java applications' 🌟](https://danoncoding.com/tricky-kubernetes-memory-management-for-java-applications-d2f88dd4e9f6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering danoncoding.com: Tricky Kubernetes memory management for Java applications' 🌟 in the Kubernetes Tools ecosystem. + - [medium.com/nordnet-tech: Setting Java Heap Size Inside a Docker Container](https://medium.com/nordnet-tech/setting-java-heap-size-inside-a-docker-container-b5a4d06d2f46) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nordnet-tech: Setting Java Heap Size Inside a Docker Container in the Kubernetes Tools ecosystem. + - [medium.com/@sharprazor.app: Memory settings for Java process running in' Kubernetes pod](https://medium.com/@sharprazor.app/memory-settings-for-java-process-running-in-kubernetes-pod-1e608a5d2a64) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sharprazor.app: Memory settings for Java process running in' Kubernetes pod in the Kubernetes Tools ecosystem. + - [medium.com/codex: Running JVM Applications on Kubernetes: Beyond java' -jar](https://medium.com/codex/running-jvm-applications-on-kubernetes-beyond-java-jar-a095949f3e34) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: Running JVM Applications on Kubernetes: Beyond java' -jar== in the Kubernetes Tools ecosystem. + - [lalitchaturveditech.medium.com: Optimize Java Performance On Kubernetes](https://lalitchaturveditech.medium.com/optimize-java-performance-on-kubernetes-5f055d406ecf) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lalitchaturveditech.medium.com: Optimize Java Performance On Kubernetes in the Kubernetes Tools ecosystem. + - [blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟](https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟 in the Kubernetes Tools ecosystem. + - [jet-start.sh: Performance of Modern Java on Data-Heavy Workloads, Part 1' 🌟](https://jet-start.sh/blog/2020/06/09/jdk-gc-benchmarks-part1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jet-start.sh: Performance of Modern Java on Data-Heavy Workloads, Part 1' 🌟 in the Kubernetes Tools ecosystem. - [dzone.com: Java Inside Docker: What You Must Know to Not FAIL](https://dzone.com/articles/java-inside-docker-what-you-must-know-to-not-fail) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Java Inside Docker: What You Must Know to Not FAIL in the Kubernetes Tools ecosystem. + - [en.wikipedia.org/wiki/List_of_performance_analysis_tools](https://en.wikipedia.org/wiki/List_of_performance_analysis_tools) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org/wiki/List_of_performance_analysis_tools in the Kubernetes Tools ecosystem. + - [InspectIT](https://en.wikipedia.org/wiki/InspectIT) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering InspectIT in the Kubernetes Tools ecosystem. + - [VisualVM](https://en.wikipedia.org/wiki/VisualVM) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering VisualVM in the Kubernetes Tools ecosystem. + - [OverOps](https://en.wikipedia.org/wiki/OverOps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OverOps in the Kubernetes Tools ecosystem. + - [baeldung.com: How to Analyze Java Thread Dumps 🌟](https://www.baeldung.com/java-analyze-thread-dumps) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: How to Analyze Java Thread Dumps 🌟 in the Kubernetes Tools ecosystem. + - [baeldung.com: Capturing a Java Thread Dump](https://www.baeldung.com/java-thread-dump) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Capturing a Java Thread Dump 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 Pipelines - -### Jenkins Management - -#### Infrastructure Upgrades - - - **(2019)** [Running Jenkins on Java 11 🌟](https://www.jenkins.io/doc/administration/requirements/jenkins-on-java-11/#:~:text=The%20easiest%20way%20to%20run,images%2C%20use%20the%20jdk11%20tag.) [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. + - [Hazelcast JET](https://jet-start.sh) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hazelcast JET in the Kubernetes Tools ecosystem. ## Cloud Native Infrastructure ### Kubernetes @@ -168,5 +176,5 @@ - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/java_app_servers.md b/v2-docs/java_app_servers.md index 1535a790..2d33f8a7 100644 --- a/v2-docs/java_app_servers.md +++ b/v2-docs/java_app_servers.md @@ -9,9 +9,21 @@ #### General Reference - - [Red Hat JBoss Enterprise Application Platform (JBoss EAP)](https://developers.redhat.com/products/eap) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem. + - [wikipedia: Jakarta EE](https://en.wikipedia.org/wiki/Jakarta_EE) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Jakarta EE in the Kubernetes Tools ecosystem. + - [Wikipedia: Payara Server](https://en.wikipedia.org/wiki/Payara_Server) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Payara Server in the Kubernetes Tools ecosystem. - [Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen](https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen in the Kubernetes Tools ecosystem. + - [Red Hat JBoss Enterprise Application Platform (JBoss EAP)](https://developers.redhat.com/products/eap/overview) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat JBoss Enterprise Application Platform (JBoss EAP) in the Kubernetes Tools ecosystem. - [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. + - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering About WebSphere Liberty in the Kubernetes Tools ecosystem. +## Cloud DevOps + +### CI-CD Pipelines + +#### 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 ### Runtimes @@ -47,5 +59,5 @@ - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md) +πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) diff --git a/v2-docs/java_frameworks.md b/v2-docs/java_frameworks.md index 119297a6..d0548aa5 100644 --- a/v2-docs/java_frameworks.md +++ b/v2-docs/java_frameworks.md @@ -9,21 +9,43 @@ #### General Reference + - [Spring Cloud Kubernetes](https://spring.io/projects/spring-cloud/-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering spring.io in the Kubernetes Tools ecosystem. + - [It’s time! Migrating to Java 11 🌟](https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering It’s time! Migrating to Java 11 🌟 in the Kubernetes Tools ecosystem. + - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering About WebSphere Liberty 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. + - [wikipedia: Java Enterprise Edition (Java EE)](https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Java Enterprise Edition (Java EE) 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. + - [medium.com/@javachampions : Java is still free](https://medium.com/@javachampions/java-is-still-free-2-0-0-6b9aa8d6d244) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@javachampions : Java is still free 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. + - [medium.com/javarevisited: Top 5 Frameworks Java developers can learn for' Microservices Development in 2022](https://medium.com/javarevisited/top-5-frameworks-java-developers-can-learn-for-microservices-development-in-2022-848da66d6651) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Top 5 Frameworks Java developers can learn for' Microservices Development in 2022 in the Kubernetes Tools ecosystem. + - [medium.com/@aritra.chatterjee_: Hexagonal architecture in java](https://medium.com/@aritra.chatterjee_/hexagonal-architecture-in-java-7ac8f4bea753) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@aritra.chatterjee_: Hexagonal architecture in java in the Kubernetes Tools ecosystem. + - [betterprogramming.pub: Learn SOLID Design Principles in Java by Coding It](https://betterprogramming.pub/learn-solid-design-principles-in-java-by-coding-it-dcbf64a17b53) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Learn SOLID Design Principles in Java by Coding It in the Kubernetes Tools ecosystem. + - [medium.com/javarevisited: Do you know about the different microservices' frameworks for Java? 🌟](https://medium.com/javarevisited/do-you-know-about-the-different-microservices-frameworks-for-java-90b61f8cdbd7) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: Do you know about the different microservices' frameworks for Java? 🌟 in the Kubernetes Tools ecosystem. + - [IBM JDK](https://developer.ibm.com/javasdk) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM JDK in the Kubernetes Tools ecosystem. + - [Eclipse MicroProfile: 5 Things You Need to Know 🌟](https://medium.com/@alextheedom/eclipse-microprofile-5-things-you-need-to-know-e7a0bc9a3fb6) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Eclipse MicroProfile: 5 Things You Need to Know 🌟 in the Kubernetes Tools ecosystem. + - [medium: Multi-Tenancy Implementation using Spring Boot + Hibernate 🌟](https://medium.com/swlh/multi-tenancy-implementation-using-spring-boot-hibernate-6a8e3ecb251a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Multi-Tenancy Implementation using Spring Boot + Hibernate== 🌟 in the Kubernetes Tools ecosystem. - [stackoverflow.com: How to map a MySQL JSON column to a Java entity property' using JPA and Hibernate](https://stackoverflow.com/questions/44308167/how-to-map-a-mysql-json-column-to-a-java-entity-property-using-jpa-and-hibernate) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: How to map a MySQL JSON column to a Java entity property' using JPA and Hibernate in the Kubernetes Tools ecosystem. - [stackoverflow.com: What are the differences between the different saving' methods in Hibernate?](https://stackoverflow.com/questions/161224/what-are-the-differences-between-the-different-saving-methods-in-hibernate/54907032?stw=2#54907032) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==stackoverflow.com: What are the differences between the different saving' methods in Hibernate?== in the Kubernetes Tools ecosystem. - [Spring Framework Architecture 🌟](https://www.javacodegeeks.com/2019/02/spring-framework-architecture.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Spring Framework Architecture 🌟 in the Kubernetes Tools ecosystem. + - [medium.com: Top 10 Courses to Learn Microservices in Java and Spring Framework](https://medium.com/javarevisited/top-5-courses-to-learn-microservices-in-java-and-spring-framework-e9fed1ba804d) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Top 10 Courses to Learn Microservices in Java and Spring Framework in the Kubernetes Tools ecosystem. - [dzone: How to Create Microservices Using Spring 🌟](https://dzone.com/articles/how-to-create-microservices-using-spring) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: How to Create Microservices Using Spring 🌟 in the Kubernetes Tools ecosystem. + - [odedia.org: Production Considerations for Spring on Kubernetes 🌟🌟🌟](https://odedia.org/production-considerations-for-spring-on-kubernetes) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟 in the Kubernetes Tools ecosystem. - [dzone: All About Spring Boot (Tutorials and Articles)](https://dzone.com/articles/spring-boot-framework-tutorials) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: All About Spring Boot (Tutorials and Articles) in the Kubernetes Tools ecosystem. - [dzone: Deploying Spring Boot App to JBoss Wildfly](https://dzone.com/articles/deploying-spring-boot-app-to-jboss-wildfly) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Deploying Spring Boot App to JBoss Wildfly in the Kubernetes Tools ecosystem. + - [10 Free Spring Boot Courses and Tutorials for Java Developers](https://medium.com/javarevisited/10-free-spring-boot-tutorials-and-courses-for-java-developers-53dfe084587e) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 10 Free Spring Boot Courses and Tutorials for Java Developers in the Kubernetes Tools ecosystem. - [dzone: How To Run the Spring Boot Application as a Stand-Alone Java Application](https://dzone.com/articles/how-to-run-the-spring-boot-application-as-a-stand) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: How To Run the Spring Boot Application as a Stand-Alone Java Application in the Kubernetes Tools ecosystem. + - [medium.com/shoutloudz: Microservice: Developing an Authentication Service' using Spring Boot](https://medium.com/shoutloudz/microservice-developing-an-authentication-service-using-spring-boot-d421b8802712) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/shoutloudz: Microservice: Developing an Authentication Service' using Spring Boot in the Kubernetes Tools ecosystem. + - [medium.com/@hubian: 16 Best Practices in Spring Boot Production 🌟](https://medium.com/@hubian/16-best-practices-in-spring-boot-production-62c065a6145c) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@hubian: 16 Best Practices in Spring Boot Production== 🌟 in the Kubernetes Tools ecosystem. + - [redhat.com: Spring Boot Microservices on Red Hat OpenShift Container Platform' 3 - Software Stack - Externalized Configuration](https://access.redhat.com/documentation/en-us/reference_architectures/2017/html-single/spring_boot_microservices_on_red_hat_openshift_container_platform_3/index#spring_cloud_config) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering redhat.com: Spring Boot Microservices on Red Hat OpenShift Container Platform' 3 - Software Stack - Externalized Configuration in the Kubernetes Tools ecosystem. - [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. + - [baeldung.com: Using Spring Cloud Config Without Git](https://www.baeldung.com/spring-cloud-config-without-git) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==baeldung.com: Using Spring Cloud Config Without Git== in the Kubernetes Tools ecosystem. + - [dzone: quarkus refcard](https://dzone.com/refcardz/quarkus-1) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: quarkus refcard 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 refcard: Getting Started With Quarkus Serverless Functions](https://dzone.com/refcardz/getting-started-with-quarkus-serverless-functions) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Getting Started With Quarkus Serverless Functions 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. + - [medium.com/javarevisited: Logging in Java β€” Log4j vs Logback vs SLF4J' 🌟](https://medium.com/javarevisited/logging-in-java-log4j-vs-logback-vs-slf4j-88c533088d2a) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/javarevisited: Logging in Java β€” Log4j vs Logback vs SLF4J==' 🌟 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 @@ -82,9 +104,6 @@ #### 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/#--generate-manifests-flag) [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. @@ -288,11 +307,6 @@ - **(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.
 ## Kubernetes and Cloud Native
 
-### CICD
-
-#### 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
@@ -418,7 +432,6 @@
 #### 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.
-  - **(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.
@@ -540,13 +553,6 @@
 #### MVC
 
   - **(2021)** [javatutorial.net: Introduction to Spring Web Framework](https://javatutorial.net/introduction-to-spring-web-framework) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A starter guide outlining fundamental request-handling mechanics in Spring MVC. It illustrates how the DispatcherServlet delegates routing, how controllers process model attributes, and the configuration patterns needed to expose clean RESTful endpoints.
-## 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.
 ## Web Layer (1)
 
 ### Full Stack
@@ -556,5 +562,5 @@
   - **(2022)** [javarevisited.blogspot.com: Spring Boot + Angular Example Tutorial for Java Developers](https://javarevisited.blogspot.com/2022/01/spring-boot-angular-example-tutorial.html#axzz7HV4HFjED) [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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/javascript.md b/v2-docs/javascript.md
index de97b093..ed93b2ef 100644
--- a/v2-docs/javascript.md
+++ b/v2-docs/javascript.md
@@ -3,6 +3,18 @@
 !!! info "Architectural Context"
     Detailed reference for JavaScript in the context of Developer Ecosystem.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [Koa.js](https://koa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem.
+  - [wikipedia: JavaScript](https://en.wikipedia.org/wiki/JavaScript)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: JavaScript in the Kubernetes Tools ecosystem.
+  - [canva.com](https://www.canva.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering canva.com in the Kubernetes Tools ecosystem.
+  - [wikipedia: Node.js](https://en.wikipedia.org/wiki/Node.js)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Node.js in the Kubernetes Tools ecosystem.
+  - [Npm](https://www.npmjs.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Npm in the Kubernetes Tools ecosystem.
+  - [cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021](https://cult.honeypot.io/reads/best-frontend-javascript-frameworks-learn-2021)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021 in the Kubernetes Tools ecosystem.
 ## Cloud Native Infrastructure
 
 ### Containerization
@@ -54,9 +66,6 @@
 #### 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.
-#### 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
@@ -96,5 +105,5 @@
   - **(2009)** [==github.com/nodejs/node==](https://github.com/nodejs/node) ⭐ 117761 [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-side architectures.
 
 ---
-πŸ’‘ **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/jenkins-alternatives.md b/v2-docs/jenkins-alternatives.md
index 0912e6e5..422694b9 100644
--- a/v2-docs/jenkins-alternatives.md
+++ b/v2-docs/jenkins-alternatives.md
@@ -9,9 +9,22 @@
 
 #### General Reference
 
-  - [harness.io: Best Spinnaker Alternatives to Consider](https://www.harness.io/blog/spinnaker-alternatives)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.
+  - [towardsdatascience.com: Jenkins for CI Is Dead: Why Do People Hate It and What’s the Alternative? GitHub actions](https://towardsdatascience.com/jenkins-for-ci-is-dead-why-do-people-hate-it-and-whats-the-alternative-8d8b6b88fdba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdatascience.com in the Kubernetes Tools ecosystem.
+  - [harness.io: Best Spinnaker Alternatives to Consider](https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.
+  - [medium: Top 7 Best CI/CD Tools you should get your hands on in 2020](https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands-on-in-2020-832c29db936a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Top 7 Best CI/CD Tools you should get your hands on in 2020 in the Kubernetes Tools ecosystem.
   - [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.
+  - [blog.thundra.io: The CI/CD War of 2021: A Look at the Most Popular Technologies](https://blog.thundra.io/the-ci/cd-war-of-2021-a-look-at-the-most-popular-technologies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: The CI/CD War of 2021: A Look at the Most Popular Technologies in the Kubernetes Tools ecosystem.
+  - [medium: Choosing a CI that grows at the same pace as a scale-up 🌟](https://medium.com/nerds-malt/choosing-a-ci-that-grows-at-the-same-pace-as-a-scale-up-f4e1c0648084)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Choosing a CI that grows at the same pace as a scale-up 🌟 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.
+  - [blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You](https://blog.bitsrc.iogithub-actions-or-jenkins-making-the-right-choice-for-you-9ac774684c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You in the Kubernetes Tools ecosystem.
+  - [particule.io: Automatic build with Github Actions and Github Container Registry](https://particule.io/en/blogcicd-github-registry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering particule.io: Automatic build with Github Actions and Github Container Registry in the Kubernetes Tools ecosystem.
+  - [proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and' GitHub Actions](https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-github-actions-a635162d2c53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and' GitHub Actions in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing HashiCorp Waypoint](https://www.hashicorp.com/blog/announcing-waypoint)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Waypoint in the Kubernetes Tools ecosystem.
+  - [Hands-on GitOps with OneDev and Kubernetes](https://robinshen.medium.com/hands-on-gitops-with-onedev-f05bd278f07c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hands-on GitOps with OneDev and Kubernetes in the Kubernetes Tools ecosystem.
+  - [Shippable (now part of JFrog Pipelines)](https://www.shippable.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Shippable (now part of JFrog Pipelines) in the Kubernetes Tools ecosystem.
+  - [medium: Spinnaker The Hard Way](https://medium.com/searce/spinnaker-the-hard-way-278913f3f1d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Spinnaker The Hard Way in the Kubernetes Tools ecosystem.
+  - [medium: Dailymotion’s journey from Jenkins to Jenkins X](https://medium.com/dailymotion/from-jenkins-to-jenkins-x-604b6cde0ce3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Dailymotion’s journey from Jenkins to Jenkins X in the Kubernetes Tools ecosystem.
+  - [CloudBees Integrates Software Delivery Management Platform With Google Cloud Build and Tekton to Break Down Development Silos](https://www.previous.cloudbees.com/press/cloudbees-integrates-software-delivery-management-platform-google-cloud-build-and-tekton-break)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CloudBees Integrates Software Delivery Management Platform With Google Cloud Build and Tekton to Break Down Development Silos in the Kubernetes Tools ecosystem.
 ## CICD Pipeline
 
 ### OpenShift and JFrog
@@ -19,8 +32,18 @@
 #### 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
+
+#### 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/#cicd) [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.
 ### Azure Ecosystem
 
 #### Platform Services
@@ -40,6 +63,14 @@
 #### 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
@@ -62,7 +93,6 @@
 #### 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)** [cloudbees.com: what is jenkins-x](https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly)  [CASE STUDY] [COMMUNITY-TOOL] β€” A foundational whitepaper exploring Jenkins X as a cloud-native re-architecture of traditional Jenkins patterns. Focuses on its dependency on Tekton for containerized build pipelines and its adoption of GitOps as the definitive state mechanism.
   - **(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.
@@ -89,14 +119,26 @@
   - **(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
+
+#### 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
 
   - **(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
+#### Self-Hosted Runners (1)
 
   - **(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)
+
+#### 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
@@ -137,11 +179,6 @@
   - **(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.
-### Enterprise DevOps (1)
-
-#### Release Orchestration
-
-  - **(2026)** [Cloudbees Flow](https://www.cloudbees.com/capabilities/continuous-delivery) [AGNOSTIC CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise-grade release orchestration and continuous delivery platform. It automates complex, multi-tiered deployments across hybrid architectures (including on-premises VM farms, mainframes, and Kubernetes), providing compliance auditing, unified pipeline visualization, and deployment metrics.
 ## Infrastructure
 
 ### CI-CD
@@ -170,6 +207,13 @@
 #### 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)
+
+#### 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
@@ -181,7 +225,7 @@
 
 ### Artifact Management
 
-#### Enterprise DevOps (2)
+#### Enterprise DevOps (1)
 
   - **(2026)** [jfrog.com: JFrog DevOps Platform](https://jfrog.com/platform) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A unified DevOps platform focusing on secure package management, continuous vulnerability scanning, and automated compilation. Acts as the single point of truth for container artifacts across distributed multi-cluster deployments.
 ### Automated Testing
@@ -206,7 +250,7 @@
 #### 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
+### CI-CD Platforms (1)
 
 #### Container-Native CI (1)
 
@@ -217,7 +261,7 @@
 #### Enterprise Continuous Delivery
 
   - **(2026)** [harness.io](https://www.harness.io) [JAVA CONTENT]  [LEGACY] β€” An enterprise software delivery platform featuring AI/ML-driven automated canary deployments and rollbacks. Leveraging intelligent cloud-autostopping rules, it dynamically scales down idle Kubernetes-native resources to curb compute overhead, while integrating seamlessly with legacy Jenkins workloads through Helm pipelines.
-#### Enterprise DevOps (3)
+#### Enterprise DevOps (2)
 
   - **(2026)** [Atlassian CI/CD](https://www.atlassian.com/continuous-delivery) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Atlassian's comprehensive continuous delivery paradigm. Discusses architectural patterns of connecting code repositories, ticket tracking engines, and automated execution agents to provide a unified software lifecycle metrics loop.
   - **(2026)** [Bamboo](https://www.atlassian.com/software/bamboo) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Atlassian's classic on-premises CI/CD server. Featuring tight, direct links to Jira and Bitbucket repositories, Bamboo maps sophisticated deployment workflows and releases, although it carries higher VM-management overhead relative to container-native tools.
@@ -269,7 +313,7 @@
 #### 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 (1)
+### Release Orchestration
 
 #### Enterprise Deployment
 
@@ -288,5 +332,5 @@
   - **(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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
 
diff --git a/v2-docs/jenkins.md b/v2-docs/jenkins.md
index bbb47f0b..75d75e54 100644
--- a/v2-docs/jenkins.md
+++ b/v2-docs/jenkins.md
@@ -9,23 +9,75 @@
 
 #### 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.
+  - [jenkins users mailing list: Declarative pipelines vs scripted](http://jenkins-ci.361315.n4.nabble.com/Declarative-pipelines-vs-scripted-td4891792.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkins-ci.361315.n4.nabble.com 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.
+  - [Dzone refcard: Jenkins on PaaS](https://dzone.com/refcardz/jenkins-paas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Jenkins on PaaS in the Kubernetes Tools ecosystem.
+  - [medium: Deploy your App Using CI/CD Pipeline](https://medium.com/wind-of-change/creating-a-ci-cd-pipeline-6ff9aeb0848c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploy your App Using CI/CD Pipeline in the Kubernetes Tools ecosystem.
+  - [medium: CI/CD Pipeline of Jenkins Using Groovy Language With Monitoring' on the Top of Kubernetes 🌟](https://medium.com/swlh/ci-cd-pipeline-of-jenkins-using-groovy-language-with-monitoring-on-the-top-of-kubernetes-b37f962fb0ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: CI/CD Pipeline of Jenkins Using Groovy Language With Monitoring' on the Top of Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [Cross account ECR push with Jenkins](https://devopsformula.hashnode.dev/cross-account-ecr-push-with-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Cross account ECR push with Jenkins in the Kubernetes Tools ecosystem.
   - [dzone.com: Easily Automate Your CI/CD Pipeline With Jenkins, Helm, and Kubernetes' 🌟](https://dzone.com/articles/easily-automate-your-cicd-pipeline-with-jenkins-he)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Easily Automate Your CI/CD Pipeline With Jenkins, Helm, and Kubernetes' 🌟 in the Kubernetes Tools ecosystem.
+  - [Building Pipeline and Launching Jenkins in Container](https://medium.com/@rishabh1799/building-pipeline-and-launching-jenkins-in-container-d4faf39de173)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Building Pipeline and Launching Jenkins in Container in the Kubernetes Tools ecosystem.
+  - [betsol.com: DevOps Using Jenkins, Docker, and Kubernetes](https://www.betsol.com/blog/devops-using-jenkins-docker-and-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betsol.com: DevOps Using Jenkins, Docker, and Kubernetes in the Kubernetes Tools ecosystem.
+  - [Setup Chained Jenkins Declarative Pipeline Projects with Triggers 🌟](https://medium.com/@rosaniline/setup-chained-jenkins-declarative-pipeline-projects-with-triggers-d3d04f1daf75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Setup Chained Jenkins Declarative Pipeline Projects with Triggers 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: CI/CD with Dockers and Jenkins](https://medium.com/avmconsulting-blog/ci-cd-with-dockers-and-jenkins-70b6f801f9f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: CI/CD with Dockers and Jenkins in the Kubernetes Tools ecosystem.
+  - [blog.executeautomation.com: Running Jenkins Build Agent within Docker container' – Part A](https://blog.executeautomation.com/running-jenkins-build-agent-within-docker-container-part-a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.executeautomation.com: Running Jenkins Build Agent within Docker container' – Part A in the Kubernetes Tools ecosystem.
+  - [medium: Dynamic and reactive parameterization in Jenkins pipelines using' HTML, Groovy, and Bash 🌟](https://medium.com/globant/dynamic-and-reactive-parameterization-in-jenkins-pipelines-using-html-groovy-and-bash-27b031fcd69b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Dynamic and reactive parameterization in Jenkins pipelines using' HTML, Groovy, and Bash 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Integrate BitBucket & Jenkins](https://medium.com/ampersand-academy/integrate-bitbucket-jenkins-c6e51103d0fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Integrate BitBucket & Jenkins in the Kubernetes Tools ecosystem.
   - [dzone: Parameterize Jenkinsfile in MultiBranch Jobs 🌟](https://dzone.com/articles/parameterize-jenkinsfile-in-multibranch-jobs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Parameterize Jenkinsfile in MultiBranch Jobs 🌟 in the Kubernetes Tools ecosystem.
+  - [inder-devops.medium.com: CI/CD setup in just 5 mins with basic yaml configuration](https://inder-devops.medium.com/ci-cd-setup-in-just-5-mins-with-basic-yaml-configuration-95b8e894a110)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==inder-devops.medium.com: CI/CD setup in just 5 mins with basic yaml configuration== in the Kubernetes Tools ecosystem.
+  - [blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents' On GKE](https://blog.searce.com/jenkins-distributed-cluster-using-dynamic-build-agents-on-gke-e2262a59dcb3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents' On GKE in the Kubernetes Tools ecosystem.
+  - [medium.com/ni-tech-talk: Creating Customized Kubernetes Pod Templates using' Groovy in Jenkins Pipeline 🌟](https://medium.com/ni-tech-talk/creating-customized-kubernetes-pod-templates-using-groovy-in-jenkins-pipeline-7007f023a585)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/ni-tech-talk: Creating Customized Kubernetes Pod Templates using' Groovy in Jenkins Pipeline 🌟 in the Kubernetes Tools ecosystem.
+  - [palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project](https://palak-bhawsar.hashnode.dev/automated-cicd-pipeline-for-java-project)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project in the Kubernetes Tools ecosystem.
+  - [faun.pub: Set up Jenkins on a Kubernetes Cluster](https://faun.pub/set-up-jenkins-on-a-kubernetes-cluster-2b982c840ebe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Set up Jenkins on a Kubernetes Cluster== in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Blue-Green Deployment (CI/CD) Pipelines with Docker, GitHub,' Jenkins and SonarQube](https://blog.devops.dev/blue-green-deployment-ci-cd-pipelines-with-docker-github-and-jenkins-6a262b2994c6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Blue-Green Deployment (CI/CD) Pipelines with Docker, GitHub,' Jenkins and SonarQube in the Kubernetes Tools ecosystem.
   - [dzone.com: Continuous Integration in AWS Using Jenkins Pipelines: Best Practices' and Strategies](https://dzone.com/articles/continuous-integration-in-aws-using-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Continuous Integration in AWS Using Jenkins Pipelines: Best Practices' and Strategies in the Kubernetes Tools ecosystem.
+  - [praveendandu24.medium.com: Understanding the Differences Between Jenkins' Scripted and Declarative Pipeline: A Comprehensive Guide with Real-World Examples](https://praveendandu24.medium.com/understanding-the-differences-between-jenkins-scripted-and-declarative-pipeline-a-comprehensive-960826e26c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Understanding the Differences Between Jenkins' Scripted and Declarative Pipeline: A Comprehensive Guide with Real-World Examples in the Kubernetes Tools ecosystem.
+  - [prabirmahatha.hashnode.dev: Jenkins Declarative Pipeline with Docker](https://prabirmahatha.hashnode.dev/jenkins-declarative-pipeline-with-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering prabirmahatha.hashnode.dev: Jenkins Declarative Pipeline with Docker in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Deploying Helm Charts with Jenkins and Groovy: A Comprehensive' Guide](https://blog.devops.dev/deploying-helm-charts-with-jenkins-and-groovy-a-comprehensive-guide-c2aa0f2bd424)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Deploying Helm Charts with Jenkins and Groovy: A Comprehensive' Guide in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: Deploying AWS Resources and a Jenkins Server with Terraform](https://aws.plainenglish.io/deploying-aws-resources-and-a-jenkins-server-with-terraform-297bad905459)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Deploying AWS Resources and a Jenkins Server with Terraform in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: Terraform: How To Deploy Jenkins CI/CD Pipelines Using' Terraform](https://aws.plainenglish.io/terraform-how-to-deploy-jenkins-ci-cd-pipelines-using-terraform-9ffc086dcd56)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Terraform: How To Deploy Jenkins CI/CD Pipelines Using' Terraform in the Kubernetes Tools ecosystem.
+  - [jenkinsistheway.io: Jenkins Is The Way 🌟](https://jenkinsistheway.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Jenkins Is The Way 🌟 in the Kubernetes Tools ecosystem.
+  - [jenkinsistheway.io: Financial Transactions Simplified With Faster Build' Cycles 🌟](https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-fintech-excellence)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Financial Transactions Simplified With Faster Build' Cycles 🌟 in the Kubernetes Tools ecosystem.
+  - [jenkinsistheway.io: Advanced Declarative Pipelines for Workflow and Decision' Automation Platform 🌟](https://jenkinsistheway.io/user-story/to-build-ci-cd-that-fits-advanced-and-unique-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Advanced Declarative Pipelines for Workflow and Decision' Automation Platform 🌟 in the Kubernetes Tools ecosystem.
+  - [jenkinsistheway.io: Alert Management](https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-improve-solution-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Alert Management in the Kubernetes Tools ecosystem.
+  - [jenkinsistheway.io: Jenkins is the way to DevSecOps. Cybersecurity CI/CD](https://jenkinsistheway.io/user-story/to-devsecops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jenkinsistheway.io: Jenkins is the way to DevSecOps. Cybersecurity CI/CD in the Kubernetes Tools ecosystem.
   - [cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator](https://cd.foundation/blog/2021/09/02/going-cloud-native-with-jenkins-kubernetes-operator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator in the Kubernetes Tools ecosystem.
+  - [Wikipedia.org: Groovy](https://en.wikipedia.org/wiki/Apache_Groovy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Groovy in the Kubernetes Tools ecosystem.
+  - [Dzone refcard: Groovy, a Rapid-Development JVM Language](https://dzone.com/refcardz/groovy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Groovy, a Rapid-Development JVM Language in the Kubernetes Tools ecosystem.
   - [dzone: Groovy Goodness: Using The Call Operator](https://dzone.com/articles/groovy-goodness-using-the-call-operator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Groovy Goodness: Using The Call Operator in the Kubernetes Tools ecosystem.
+  - [It’s time! Migrating to Java 11 🌟](https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering It’s time! Migrating to Java 11 🌟 in the Kubernetes Tools ecosystem.
+  - [udemy.com: Master Jenkins CI For DevOps and Developers](https://www.udemy.com/the-complete-jenkins-course-for-developers-and-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Master Jenkins CI For DevOps and Developers in the Kubernetes Tools ecosystem.
+  - [udemy.com: Learn DevOps: CI/CD with Jenkins using Pipelines and Docker](https://www.udemy.com/learn-devops-ci-cd-with-jenkins-using-pipelines-and-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: CI/CD with Jenkins using Pipelines and Docker in the Kubernetes Tools ecosystem.
+  - [medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟](https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟 in the Kubernetes Tools ecosystem.
+  - [Dzone refcard: **Continuous Delivery with Jenkins Pipeline** 🌟](https://dzone.com/refcardz/continuous-delivery-with-jenkins-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: **Continuous Delivery with Jenkins Pipeline** 🌟 in the Kubernetes Tools ecosystem.
+  - [DZone refcard: declarative pipeline with jenkins 🌟](https://dzone.com/refcardz/declarative-pipeline-with-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone refcard: declarative pipeline with jenkins 🌟 in the Kubernetes Tools ecosystem.
+  - [magalix.com: Create a CI/CD pipeline with Kubernetes and Jenkins (Ansible,' Docker, Golang App) 🌟](https://www.magalix.com/blog/create-a-ci/cd-pipeline-with-kubernetes-and-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Create a CI/CD pipeline with Kubernetes and Jenkins (Ansible,' Docker, Golang App) 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: learn how to setup a cicd pipeline from scratch 🌟](https://dzone.com/articles/learn-how-to-setup-a-cicd-pipeline-from-scratch)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: learn how to setup a cicd pipeline from scratch 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: jenkins cicd getting started with groovy and docker](https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: jenkins cicd getting started with groovy and docker in the Kubernetes Tools ecosystem.
   - [Dzone: Top 10 Best Practices for Jenkins Pipeline](https://dzone.com/articles/top-10-best-practices-for-jenkins-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Top 10 Best Practices for Jenkins Pipeline in the Kubernetes Tools ecosystem.
+  - [cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟](https://www.cuelogic.com/blog/pipeline-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟 in the Kubernetes Tools ecosystem.
   - [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.
+  - [jjba.dev: Jenkins Shared Library with Unit tests](https://jjba.dev/posts/jenkins-shared-library)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jjba.dev: Jenkins Shared Library with Unit tests 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.
+  - [cloudbees.com: CloudBees Core Configuration as Code](https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-preview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudbees.com: CloudBees Core Configuration as Code in the Kubernetes Tools ecosystem.
+  - [iceburn.medium.com: Jenkins Configuration As Code](https://iceburn.medium.com/jenkins-configuration-as-code-afd9031a42c9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iceburn.medium.com: Jenkins Configuration As Code in the Kubernetes Tools ecosystem.
+  - [docs.openstack.org: Jenkins Job Builder](https://docs.openstack.org/infra/jenkins-job-builder/index.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openstack.org: Jenkins Job Builder in the Kubernetes Tools ecosystem.
+  - [faun.pub: Automate Jenkins Pipelines management with Jenkins Job Builder' 🌟](https://faun.pub/automate-jenkins-pipelines-management-6e771b5890f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Automate Jenkins Pipelines management with Jenkins Job Builder' 🌟 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.
+  - [7 Ways to Optimize Jenkins](https://www.sitepoint.com/7-ways-optimize-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 7 Ways to Optimize Jenkins 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.
+  - [Build CI/CD Multibranch Pipeline with Jenkins and Kubernetes 🌟](https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-kubernetes-637de560d55a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Build CI/CD Multibranch Pipeline with Jenkins and Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018](https://www.blazemeter.com/blog/top-jenkins-plugins-you-cant-miss-in-2018)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018 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.
+  - [medium: ECS Jenkins Plugin to create ephemeral Slaves in Fargate](https://medium.com/@jportasa/ecs-jenkins-plugin-to-create-ephemeral-slaves-in-fargate-8cb80b46fb75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: ECS Jenkins Plugin to create ephemeral Slaves in Fargate in the Kubernetes Tools ecosystem.
   - [cd.foundation: Bringing Blue Ocean into the future of Jenkins](https://cd.foundation/blog/2021/09/02/bringing-blue-ocean-into-the-future-of-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: Bringing Blue Ocean into the future of Jenkins in the Kubernetes Tools ecosystem.
+  - [medium: prometheus and grafana dashboard](https://medium.com/@gangsta_black/grafana-cool-dashboard-for-monitoring-jenkins-with-prometheus-c7ba4f1c6297)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: prometheus and grafana dashboard 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.
+  - [medium: quickstart ci with jenkins and docker in docker](https://medium.com/swlh/quickstart-ci-with-jenkins-and-docker-in-docker-c3f7174ee9ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: quickstart ci with jenkins and docker in docker in the Kubernetes Tools ecosystem.
+  - [CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟](https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CloudBees Releases Another Industry First: Feature Flagging for On-Premise' Use 🌟 in the Kubernetes Tools ecosystem.
+  - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack in the Kubernetes Tools ecosystem.
 ## CI-CD
 
 ### Build Acceleration
@@ -42,11 +94,6 @@
 #### 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.
-### Developer Operations
-
-#### Jenkins
-
-  - **(2018)** [blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018](https://www.blazemeter.com/blog) 🌟 [COMMUNITY-TOOL] β€” Curator Insight highlights the core modular capabilities of Jenkins. Live Grounding lists popular plugins for pipeline visualization, Git integration, and test suite automation. Primarily valuable for retrofitting older enterprise pipelines.
 ### Enterprise Platforms
 
 #### SAP
@@ -62,7 +109,7 @@
 #### 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.
-### Jenkins (1)
+### Jenkins
 
 #### .NET
 
@@ -157,6 +204,14 @@
 #### 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
@@ -167,7 +222,12 @@
 #### 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.
-### Jenkins (2)
+### 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
 
@@ -184,6 +244,17 @@
 
   - **(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
+
+#### CLI Tools
+
+  - **(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
+
+  - **(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.
 ### Pipeline Definition
 
 #### Declarative Alternatives
@@ -440,6 +511,14 @@
 #### 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/#:~:text=The%20easiest%20way%20to%20run,images%2C%20use%20the%20jdk11%20tag.)  [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
@@ -474,6 +553,13 @@
 #### 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
+
+### AWS
+
+#### 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.
 ## Cloud Integration
 
 ### Artifact Storage
@@ -493,6 +579,20 @@
 #### 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
@@ -505,7 +605,7 @@
   - **(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
+### CI-CD Pipelines (1)
 
 #### Jenkins Ecosystem
 
@@ -520,7 +620,7 @@
 #### 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
+## Continuous Integration (1)
 
 ### Build Configuration
 
@@ -541,7 +641,15 @@
 #### 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.
-### Pipelines
+### Jenkins (2)
+
+#### Ansible Integration
+
+  - **(2021)** [itnext.io: Ansible and Jenkins β€” automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653) [GROOVY CONTENT]  [COMMUNITY-TOOL] β€” Explores the architectural integration of Ansible with Jenkins automation pipelines. By utilizing the Jenkins Ansible Plugin, it demonstrates how to leverage Jenkins for orchestration, scheduling, and secret management while offloading configuration deployment tasks to Ansible playbooks.
+#### 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)
 
 #### Utility Steps
 
@@ -595,6 +703,18 @@
 #### 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]  [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
@@ -611,6 +731,9 @@
 ##### 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
 
 ### CICD Pipelines (1)
@@ -618,6 +741,20 @@
 #### Jenkins Automation
 
   - **(2021)** [cloudbees.com: Jenkins Pipeline with Plugins](https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins) [ADVANCED LEVEL]  [CASE STUDY] [COMMUNITY-TOOL] β€” Explores Jenkins Pipeline architectural best practices, highlighting how plugins extend declarative and scripted pipeline structures. Discusses dependency isolation, shared library strategies, and security scanning integrations. Designed to provide architects with solid configuration strategies to manage enterprise-scale build workloads securely.
+## 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
@@ -636,6 +773,13 @@
 #### Plugin Guides
 
   - **(2026)** [Plugin Development](https://www.jenkins.io/doc/developer/plugin-development) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The main developer framework documentation outlining core extension points, user interface standards, and security guidelines necessary for authoring robust Jenkins plugins.
+## GitOps and CICD
+
+### Enterprise DevOps
+
+#### Release Orchestration
+
+  - **(2026)** [Cloudbees Flow](https://www.cloudbees.com/capabilities/continuous-delivery) [AGNOSTIC CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An enterprise-grade release orchestration and continuous delivery platform. It automates complex, multi-tiered deployments across hybrid architectures (including on-premises VM farms, mainframes, and Kubernetes), providing compliance auditing, unified pipeline visualization, and deployment metrics.
 ## Hybrid Infrastructure
 
 ### Auto-scaling
@@ -728,7 +872,7 @@
 #### 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
+#### Jenkins Basics (1)
 
   - **(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
@@ -809,6 +953,20 @@
 
   - **(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.
   - **(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.
+## 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
@@ -882,12 +1040,21 @@
   - **(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 (1)
+### 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
@@ -942,6 +1109,13 @@
 ##### 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
@@ -951,5 +1125,5 @@
   - **(2021)** [opensource.com: Read and write files with Groovy](https://opensource.com/article/21/4/groovy-io)  [COMMUNITY-TOOL] β€” A detailed technical review explaining programmatic file and input/output stream operations utilizing Apache Groovy. Critical for Jenkins Pipeline authors looking to implement advanced file manipulation, parse complex workspaces, and generate structured dynamic manifests.
 
 ---
-πŸ’‘ **Explore Related:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) | [Argo](./argo.md)
 
diff --git a/v2-docs/jvm-parameters-matrix-table.md b/v2-docs/jvm-parameters-matrix-table.md
index e7dfbf86..21ef6235 100644
--- a/v2-docs/jvm-parameters-matrix-table.md
+++ b/v2-docs/jvm-parameters-matrix-table.md
@@ -12,5 +12,5 @@
   - [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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/keptn.md b/v2-docs/keptn.md
index 7aa0b604..cf0de3e8 100644
--- a/v2-docs/keptn.md
+++ b/v2-docs/keptn.md
@@ -3,6 +3,15 @@
 !!! info "Architectural Context"
     Detailed reference for Keptn. Data Driven DevOps Automation with Ketpn. Automating Service Level Indicators/Service Level Objectives based build validation with Keptn and Jenkins in the context of Engineering Pipeline.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [tutorials.keptn.sh 🌟](https://tutorials.keptn.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tutorials.keptn.sh 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Keptn 0.6.0 β€” My top 5 favorite improvements](https://medium.com/keptn/keptn-0-6-0-my-top-5-favorite-improvements-242d8ac1abfe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Keptn 0.6.0 β€” My top 5 favorite improvements in the Kubernetes Tools ecosystem.
+  - [medium: How we are redesigning our microservices deployment strategy](https://medium.com/dynatrace-engineering/how-we-are-redesigning-our-microservices-deployment-strategy-c567e310a42e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How we are redesigning our microservices deployment strategy in the Kubernetes Tools ecosystem.
 ## Cloud Native Lifecycle
 
 ### CICD Pipelines
@@ -46,5 +55,5 @@
   - **(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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
 
diff --git a/v2-docs/kubectl-commands.md b/v2-docs/kubectl-commands.md
index 496012ef..a3d65c96 100644
--- a/v2-docs/kubectl-commands.md
+++ b/v2-docs/kubectl-commands.md
@@ -9,7 +9,24 @@
 
 #### General Reference
 
+  - [medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity](https://medium.com/better-programming/4-simple-kubernetes-terminal-customizations-to-boost-your-productivity-deda60a19924)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity in the Kubernetes Tools ecosystem.
+  - [medium: Ready-to-use commands and tips for kubectl](https://medium.com/flant-com/kubectl-commands-and-tips-7b33de0c5476)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ready-to-use commands and tips for kubectl in the Kubernetes Tools ecosystem.
+  - [medium: Be fast with Kubectl 1.19 CKAD/CKA 🌟](https://medium.com/faun/be-fast-with-kubectl-1-18-ckad-cka-31be00acc443)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Be fast with Kubectl 1.19 CKAD/CKA 🌟 in the Kubernetes Tools ecosystem.
   - [pixelstech.net: Update & Delete Kubernetes resources in one-line command](https://www.pixelstech.net/article/1604225312-Update-&-Delete-Kubernetes-resources-in-one-line-command)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pixelstech.net: Update & Delete Kubernetes resources in one-line command in the Kubernetes Tools ecosystem.
+  - [medium: One CKA/CKAD/CKS requirement: Mastering Kubectl](https://medium.com/nerd-for-tech/one-cka-ckad-cks-requirement-mastering-kubectl-85486bc0a3aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: One CKA/CKAD/CKS requirement: Mastering Kubectl in the Kubernetes Tools ecosystem.
+  - [medium: Replication Controller Vs ReplicaSets in Kubernetes](https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernetes-7b780e4d09d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Replication Controller Vs ReplicaSets in Kubernetes in the Kubernetes Tools ecosystem.
+  - [akhilsharma.work: Checking Kubernetes API Calls using kubectl](https://akhilsharma.work/checking-kubernetes-api-calls-using-kubectl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akhilsharma.work: Checking Kubernetes API Calls using kubectl in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: How to Restart Kubernetes Pods with Kubectl](https://www.cloudsavvyit.com/14587/how-to-restart-kubernetes-pods-with-kubectl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Restart Kubernetes Pods with Kubectl in the Kubernetes Tools ecosystem.
+  - [technos.medium.com: How kubectl apply command works?](https://technos.medium.com/how-kubectl-apply-command-works-d092121056d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering technos.medium.com: How kubectl apply command works? in the Kubernetes Tools ecosystem.
+  - [blogs.nakam.org: What Happens When? K8s Edition 🌟](https://blogs.nakam.org/what-happens-when-k8s-edition)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.nakam.org: What Happens When? K8s Edition 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/swlh: Break Down Kubernetes Server-Side Apply (Advanced kubectl)' 🌟](https://medium.com/swlh/break-down-kubernetes-server-side-apply-5d59f6a14e26)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/swlh: Break Down Kubernetes Server-Side Apply (Advanced kubectl)==' 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: K8s β€” Manage Multiple Clusters Using kubectl at Scale](https://blog.devgenius.io/k8s-manage-multiple-clusters-using-kubectl-at-scale-9f200c692099)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” Manage Multiple Clusters Using kubectl at Scale in the Kubernetes Tools ecosystem.
+  - [awstip.com: Kubernetes β€” Creating deployments via command line and with' YAML files](https://awstip.com/kubernetes-creating-deployments-via-command-line-and-with-yaml-files-783eaad7b3be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Kubernetes β€” Creating deployments via command line and with' YAML files in the Kubernetes Tools ecosystem.
+  - [medium.com/@emmaliaocode: kubectl create vs kubectl apply. What’s the difference?](https://medium.com/@emmaliaocode/kubectl-create-vs-kubectl-apply-whats-the-differences-f6472f4c6c86)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@emmaliaocode: kubectl create vs kubectl apply. What’s the difference? in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: Kubectl Output 101](https://medium.com/codex/kubectl-output-101-851f8e61fd51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Kubectl Output 101 in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: kubectl β€” Best Practices](https://medium.com/geekculture/kubectl-best-practices-c4ff809167dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: kubectl β€” Best Practices in the Kubernetes Tools ecosystem.
+  - [medium.com/@jake.page91: The guide to kubectl I never had](https://medium.com/@jake.page91/the-guide-to-kubectl-i-never-had-3874cc6074ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jake.page91: The guide to kubectl I never had in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Daily useful Kubernetes aliases](https://blog.devgenius.io/daily-useful-kubernetes-aliases-c35f7f411f39)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Daily useful Kubernetes aliases in the Kubernetes Tools ecosystem.
   - [Copy secrets between namespaces](https://stackoverflow.com/questions/55515594/is-there-a-way-to-share-a-configmap-in-kubernetes-between-namespaces)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Copy secrets between namespaces in the Kubernetes Tools ecosystem.
 ## Automation
 
@@ -29,7 +46,6 @@
 
   - **(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)** [itnext.io: Using β€˜kubectl explain’ for Custom Resources](https://itnext.io/understanding-kubectl-explain-9d703396cc8) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical guide showcasing how to leverage 'kubectl explain' to dynamically inspect Custom Resource Definitions (CRDs). By querying the discovery API, platform engineers can navigate deeply nested custom resource structures and ensure compliance with schemas registered via operator patterns.
   - **(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.
@@ -38,13 +54,6 @@
 #### 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.
-## 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
@@ -64,9 +73,6 @@
 #### 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
@@ -110,13 +116,6 @@
 #### 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) [GUIDE]  [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
@@ -124,14 +123,7 @@
 #### 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 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-alternatives.md b/v2-docs/kubernetes-alternatives.md
index cf5af730..5217cacd 100644
--- a/v2-docs/kubernetes-alternatives.md
+++ b/v2-docs/kubernetes-alternatives.md
@@ -3,6 +3,26 @@
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Alternatives in the context of The Container Stack.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [medium: Why Not Use Kubernetes?](https://medium.com/better-programming/why-not-use-kubernetes-52a89ada5e22)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Why Not Use Kubernetes? in the Kubernetes Tools ecosystem.
+  - [medium.com: Your team might not need Kubernetes](https://medium.com/faun/your-team-might-not-need-kubernetes-57240e8d554a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Your team might not need Kubernetes in the Kubernetes Tools ecosystem.
+  - [sysadmincasts.com: Nomad 🌟](https://sysadmincasts.com/episodes/74-nomad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sysadmincasts.com: Nomad 🌟 in the Kubernetes Tools ecosystem.
+  - [stackshare.io: Kubernetes vs Portainer](https://stackshare.io/stackups/kubernetes-vs-portainer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackshare.io: Kubernetes vs Portainer in the Kubernetes Tools ecosystem.
+  - [kpatronas.medium.com: Docker swarm: High Availability](https://kpatronas.medium.com/docker-swarm-high-availability-36ea7ee7f9e8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kpatronas.medium.com: Docker swarm: High Availability in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: What is Docker Swarm Mode and When Should You Use It?](https://www.cloudsavvyit.com/13049/what-is-docker-swarm-mode-and-when-should-you-use-it)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: What is Docker Swarm Mode and When Should You Use It? in the Kubernetes Tools ecosystem.
+  - [blog.opstree.com: A Comparison Between Various Container Orchestration Services!' (ECS vs Kubernetes)](https://blog.opstree.com/2021/06/21/a-comparison-between-various-container-orchestration-services-ecs-vs-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.opstree.com: A Comparison Between Various Container Orchestration Services!' (ECS vs Kubernetes) in the Kubernetes Tools ecosystem.
+## 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
@@ -20,6 +40,13 @@
 #### 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
 
 ### Ansible
@@ -126,5 +153,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-autoscaling.md b/v2-docs/kubernetes-autoscaling.md
index b8201a1b..4f3b8318 100644
--- a/v2-docs/kubernetes-autoscaling.md
+++ b/v2-docs/kubernetes-autoscaling.md
@@ -9,10 +9,55 @@
 
 #### General Reference
 
-  - [OpenShift 3.11: Configuring the cluster auto-scaler in AWS](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/cluster_administration/configuring-cluster-auto-scaler-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/machine_management/applying-autoscaling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
+  - [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eksworkshop.com: Configure Cluster Autoscaler (CA) in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Effects of Docker Image Size on AutoScaling w.r.t' Single and Multi-Node Kube Cluster](https://levelup.gitconnected.com/effects-of-docker-image-size-on-autoscaling-w-r-t-single-and-multi-node-kube-cluster-29c4f689cd99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Effects of Docker Image Size on AutoScaling w.r.t' Single and Multi-Node Kube Cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb](https://medium.com/airbnb-engineering/dynamic-kubernetes-cluster-scaling-at-airbnb-d79ae3afa132)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb in the Kubernetes Tools ecosystem.
+  - [chaitu-kopparthi.medium.com: Scaling Kubernetes workloads using custom Prometheus' metrics](https://chaitu-kopparthi.medium.com/scaling-kubernetes-workloads-using-custom-prometheus-metrics-1eb64b23919e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering chaitu-kopparthi.medium.com: Scaling Kubernetes workloads using custom Prometheus' metrics in the Kubernetes Tools ecosystem.
+  - [medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application' metrics β€” part 1](https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-application-metrics-part-1-a509256b64ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application' metrics β€” part 1 in the Kubernetes Tools ecosystem.
+  - [openai.com: Scaling Kubernetes to 7,500 Nodes](https://openai.com/blog/scaling-kubernetes-to-7500-nodes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 Nodes in the Kubernetes Tools ecosystem.
+  - [medium.com/mindboard: What is Autoscaling in Kubernetes?](https://medium.com/mindboard/what-is-autoscaling-in-kubernetes-109c7b5d321)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mindboard: What is Autoscaling in Kubernetes? in the Kubernetes Tools ecosystem.
+  - [gitconnected.com: Kubernetes Autoscaling 101: Cluster Autoscaler, Horizontal' Pod Autoscaler, and Vertical Pod Autoscaler](https://levelup.gitconnected.com/kubernetes-autoscaling-101-cluster-autoscaler-horizontal-pod-autoscaler-and-vertical-pod-2a441d9ad231)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gitconnected.com: Kubernetes Autoscaling 101: Cluster Autoscaler, Horizontal' Pod Autoscaler, and Vertical Pod Autoscaler in the Kubernetes Tools ecosystem.
+  - [packet.com: Kubernetes Cluster Autoscaler](https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering packet.com: Kubernetes Cluster Autoscaler in the Kubernetes Tools ecosystem.
+  - [cloud.ibm.com: Containers Troubleshoot Cluster Autoscaler](https://cloud.ibm.com/docs/containers?topic=containers-troubleshoot_cluster_autoscaler)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.ibm.com: Containers Troubleshoot Cluster Autoscaler in the Kubernetes Tools ecosystem.
+  - [banzaicloud.com: Autoscaling Kubernetes clusters](https://banzaicloud.com/blog/k8s-cluster-autoscaler)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Autoscaling Kubernetes clusters in the Kubernetes Tools ecosystem.
+  - [tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with' cluster-autoscaler and Pod Priority](https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-cluster-autoscaler-and-pod-priority)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with' cluster-autoscaler and Pod Priority in the Kubernetes Tools ecosystem.
+  - [medium: Build Kubernetes Autoscaling for Cluster Nodes and Application Pods' 🌟](https://medium.com/better-programming/build-kubernetes-autoscaling-for-cluster-nodes-and-application-pods-bb7f2d716b07)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Build Kubernetes Autoscaling for Cluster Nodes and Application Pods' 🌟 in the Kubernetes Tools ecosystem.
+  - [Auto-Scaling Your Kubernetes Workloads (K8s) 🌟](https://medium.com/faun/autoscaling-in-kubernetes-cluster-bc55b8393a19)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Auto-Scaling Your Kubernetes Workloads (K8s) 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Cluster Autoscaler in Kubernetes](https://medium.com/avmconsulting-blog/cluster-autoscaler-type-in-kubernetes-part2-f2ae432eefbb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Cluster Autoscaler in Kubernetes in the Kubernetes Tools ecosystem.
+  - [kubedex.com: autoscaling 🌟](https://kubedex.com/autoscaling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: autoscaling 🌟 in the Kubernetes Tools ecosystem.
+  - [chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler' 🌟](https://chrisedrego.medium.com/kubernetes-autoscaling-series-cluster-autoscaler-5d60c10c3dc1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==chrisedrego.medium.com: Kubernetes AutoScaling Series: Cluster AutoScaler==' 🌟 in the Kubernetes Tools ecosystem.
+  - [Kubernetes autoscaling with Istio metrics 🌟](https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-76442253a45a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes autoscaling with Istio metrics 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: 1/3 Autoscaling in Kubernetes: A Primer on Autoscaling](https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-a-primer-on-autoscaling-7b8f0f95a928)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 1/3 Autoscaling in Kubernetes: A Primer on Autoscaling in the Kubernetes Tools ecosystem.
+  - [superawesome.com: Scaling pods with HPA using custom metrics. How we scale' our kid-safe technology using Kubernetes 🌟](https://www.superawesome.com/blog/how-we-scale-our-kid-safe-technology-using-auto-scaling-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering superawesome.com: Scaling pods with HPA using custom metrics. How we scale' our kid-safe technology using Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [czakozoltan08.medium.com: Stupid Simple Scalability](https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering czakozoltan08.medium.com: Stupid Simple Scalability in the Kubernetes Tools ecosystem.
+  - [cloudnatively.com: Understanding Horizontal Pod Autoscaling](https://www.cloudnatively.com/kubernetes-hpa-explanation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnatively.com: Understanding Horizontal Pod Autoscaling in the Kubernetes Tools ecosystem.
+  - [awstip.com: Kubernetes HPA](https://awstip.com/kubernetes-hpa-8b7cf54f115)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Kubernetes HPA in the Kubernetes Tools ecosystem.
+  - [medium.com/@CloudifyOps: Setting up a Horizontal Pod Autoscaler for Kubernetes' cluster](https://medium.com/@CloudifyOps/setting-up-a-horizontal-pod-autoscaler-for-kubernetes-cluster-a7d3cf3be7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@CloudifyOps: Setting up a Horizontal Pod Autoscaler for Kubernetes' cluster in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Advanced Features of Kubernetes’ Horizontal Pod Autoscaler](https://betterprogramming.pub/advanced-features-of-kubernetes-horizontal-pod-autoscaler-536ebd7893ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Advanced Features of Kubernetes’ Horizontal Pod Autoscaler in the Kubernetes Tools ecosystem.
+  - [medium.com/@kewynakshlley: Performance evaluation of the autoscaling strategies' vertical and horizontal using Kubernetes](https://medium.com/@kewynakshlley/performance-evaluation-of-the-autoscaling-strategies-vertical-and-horizontal-using-kubernetes-42d9a1663e6b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kewynakshlley: Performance evaluation of the autoscaling strategies' vertical and horizontal using Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti](https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti in the Kubernetes Tools ecosystem.
+  - [dnastacio.medium.com: Infinite scaling with containers and Kubernetes](https://dnastacio.medium.com/kubernetes-resources-1a1fa1e72dcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dnastacio.medium.com: Infinite scaling with containers and Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@badawekoo: Scaling in Kubernetes _What, Why and How?](https://medium.com/@badawekoo/scaling-in-kubernetes-what-why-and-how-d120e99be071)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@badawekoo: Scaling in Kubernetes _What, Why and How? in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to' determine when to scale by percent](https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-determine-when-to-scale-97643d808997)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to' determine when to scale by percent in the Kubernetes Tools ecosystem.
+  - [waswani.medium.com: Autoscaling Pods in Kubernetes](https://waswani.medium.com/autoscaling-pods-in-kubernetes-37d05000c41)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering waswani.medium.com: Autoscaling Pods in Kubernetes in the Kubernetes Tools ecosystem.
+  - [mckornfield.medium.com: Working with HPAs in Kubernetes](https://mckornfield.medium.com/working-with-hpas-in-kubernetes-ced39263b596)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mckornfield.medium.com: Working with HPAs in Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Intelligently estimating your Kubernetes resource needs!](https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75ea3138)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Intelligently estimating your Kubernetes resource needs! in the Kubernetes Tools ecosystem.
+  - [medium.com/@adityadhopade18: Mastering K8s Event Driven AutoScaling](https://medium.com/@adityadhopade18/mastering-k8s-event-driven-autoscaling-cd1b9df78903)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adityadhopade18: Mastering K8s Event Driven AutoScaling in the Kubernetes Tools ecosystem.
   - [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.
+  - [medium.com/backstagewitharchitects: How Autoscaling Works in Kubernetes?' Why You Need To Start Using KEDA?](https://medium.com/backstagewitharchitects/how-autoscaling-works-in-kubernetes-why-you-need-to-start-using-keda-b601b483d355)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/backstagewitharchitects: How Autoscaling Works in Kubernetes?' Why You Need To Start Using KEDA? in the Kubernetes Tools ecosystem.
+  - [blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request' β€” Prometheus, KEDA, and K6](https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request' β€” Prometheus, KEDA, and K6 in the Kubernetes Tools ecosystem.
+  - [medium.com/@toonvandeuren: Kubernetes Scaling: The Event Driven Approach' - KEDA](https://medium.com/@toonvandeuren/kubernetes-scaling-the-event-driven-approach-bdd58ded4e3f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@toonvandeuren: Kubernetes Scaling: The Event Driven Approach' - KEDA 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.
+  - [faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed)](https://faun.pub/keda-ec9fc7c8dd81)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed) in the Kubernetes Tools ecosystem.
+  - [medium.com/@casperrubaek: Why KEDA is a game-changer for scaling in Kubernetes](https://medium.com/@casperrubaek/why-keda-is-a-game-changer-for-scaling-in-kubernetes-4ebf34cb4b61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@casperrubaek: Why KEDA is a game-changer for scaling in Kubernetes in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Scale your Apps using KEDA in Kubernetes](https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f2142ecc20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Scale your Apps using KEDA in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: KEDA: Autoscaling Kubernetes apps using Prometheus](https://blog.devops.dev/keda-autoscaling-kubernetes-apps-using-prometheus-da037fe572cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: KEDA: Autoscaling Kubernetes apps using Prometheus in the Kubernetes Tools ecosystem.
+  - [purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using' KEDA](https://purushothamkdr453.medium.com/event-driven-autoscaling-in-kubernetes-using-keda-a0c16a383619)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using' KEDA in the Kubernetes Tools ecosystem.
+  - [medium.com/@rtaplamaci: Horizontal Scaling on Kubernetes Clusters Based' on AWS CloudWatch Metrics with KEDA](https://medium.com/@rtaplamaci/horizontal-scaling-on-kubernetes-clusters-based-on-aws-cloudwatch-metrics-with-keda-7c9e0e3ba5f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rtaplamaci: Horizontal Scaling on Kubernetes Clusters Based' on AWS CloudWatch Metrics with KEDA in the Kubernetes Tools ecosystem.
+  - [medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven' Autoscaling (KEDA)](https://medium.com/@hirushanonline/dynamic-scaling-with-kubernetes-event-driven-autoscaling-keda-caaa15096e1c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven' Autoscaling (KEDA) in the Kubernetes Tools ecosystem.
+  - [OpenShift 3.11: Configuring the cluster auto-scaler in AWS](https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscaler.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 3.11: Configuring the cluster auto-scaler in AWS in the Kubernetes Tools ecosystem.
+  - [OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](https://docs.openshift.com/container-platform/4.4/machine_management/applying-autoscaling.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/teamsnap-engineering: Load Testing a Service with ~20,000 Requests' per Second with Locust, Helm, and Kustomize](https://medium.com/teamsnap-engineering/load-testing-a-service-with-20-000-requests-per-second-with-locust-helm-and-kustomize-ea9bea02ae28)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/teamsnap-engineering: Load Testing a Service with ~20,000 Requests' per Second with Locust, Helm, and Kustomize in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Design Patterns
@@ -27,6 +72,13 @@
 #### System Design
 
   - **(2020)** [itnext.io: Stupid Simple Scalability](https://itnext.io/stupid-simple-scalability-dc4a7fbe67d6) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An easy-to-read conceptual architecture analysis outlining the pillars of horizontally scalable application design. Covers state decoupling, database indexing, and utilizing caching to guarantee high system availability.
+## FinOps and Cloud Cost
+
+### Kubernetes FinOps
+
+#### Foundational Concepts
+
+  - **(2022)** [replex.io: An Introduction to Kubernetes FinOps](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An introductory resource explaining how to divide shared Kubernetes costs across teams. Describes using namespace resource limits and pod metadata tags to set up fair chargeback structures.
 ## Infrastructure and Platform
 
 ### Autoscaling (1)
@@ -184,5 +236,5 @@
   - **(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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-backup-migrations.md b/v2-docs/kubernetes-backup-migrations.md
index 9f494bd5..dadcdb9f 100644
--- a/v2-docs/kubernetes-backup-migrations.md
+++ b/v2-docs/kubernetes-backup-migrations.md
@@ -10,6 +10,25 @@
 #### 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.
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [medium: Velero backup/restore for K8s Stateful Applications managed by Operators](https://medium.com/@Sandeepkallazhi/velero-backup-restore-for-k8s-stateful-applications-managed-by-operators-8fd9c732ffcc?utm_sq=gi0vbpxxa3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com in the Kubernetes Tools ecosystem.
+  - [dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated' backup on Openshift/K8s](https://dani-izquierdo95.medium.com/mysql-automated-backup-on-openshift-k8s-3690280d304f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated' backup on Openshift/K8s in the Kubernetes Tools ecosystem.
+  - [blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies](https://blog.kasten.io/10-key-takeaways-from-kubernetes-backup-recovery-for-dummies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies in the Kubernetes Tools ecosystem.
+  - [medium.com/@amitabhprasad: Kubernetes volume backup for disaster recovery](https://medium.com/@amitabhprasad/kubernetes-volume-backup-for-disaster-recovery-56a5facee7fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@amitabhprasad: Kubernetes volume backup for disaster recovery in the Kubernetes Tools ecosystem.
+  - [medium: Leveraging operator pattern and VolumeSnapshots to backup databases' in Kubernetes](https://medium.com/blablacar/leveraging-operator-pattern-and-volumesnapshots-to-backup-databases-in-kubernetes-3a28aa425100)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Leveraging operator pattern and VolumeSnapshots to backup databases' in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.kasten.io: Extending Kubernetes Application Backup and Mobility to' the Edge with Kasten K10 V4.5](https://blog.kasten.io/posts/extending-kubernetes-application-backup-and-mobility-to-the-edge-with-kasten-k10-v4.5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: Extending Kubernetes Application Backup and Mobility to' the Edge with Kasten K10 V4.5 in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kasten K10 on KubeSphere to Ensure Kubernetes Backup and Restore](https://faun.pub/kasten-k10-on-kubesphere-to-ensure-kubernetes-backup-and-restore-1bc59a0b91aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kasten K10 on KubeSphere to Ensure Kubernetes Backup and Restore in the Kubernetes Tools ecosystem.
+  - [wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟](https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@firat.yasar: Backup & Restore Kubernetes resources with VELERO](https://medium.com/@firat.yasar/backup-restore-kubernetes-resources-with-velero-b7fee14e7664)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@firat.yasar: Backup & Restore Kubernetes resources with VELERO in the Kubernetes Tools ecosystem.
+  - [skildops.medium.com: Backup an entire Kubernetes cluster using Velero to' AWS S3](https://skildops.medium.com/backup-an-entire-kubernetes-cluster-using-velero-to-aws-s3-73d76d51d4bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skildops.medium.com: Backup an entire Kubernetes cluster using Velero to' AWS S3 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Backup, Restore and Migrate Kubernetes Cluster resources' using Velero](https://blog.devgenius.io/backup-restore-and-migrate-kubernetes-cluster-resources-using-velero-a9b6997e4b54)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Backup, Restore and Migrate Kubernetes Cluster resources' using Velero in the Kubernetes Tools ecosystem.
+  - [PX-Backup](https://portworx.com/products/px-backup)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PX-Backup in the Kubernetes Tools ecosystem.
+  - [engineering.konveyor.io: Konveyor Engineering Knowledgebase](https://engineering.konveyor.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineering.konveyor.io: Konveyor Engineering Knowledgebase in the Kubernetes Tools ecosystem.
 ## Cloud-Native Migration
 
 ### Application Modernization
@@ -17,13 +36,15 @@
 #### Source-to-Image
 
   - **(2022)** [slideshare.net: Migrating Java JBoss EAP Applications to Kubernetes With' S2I](https://www.slideshare.net/KonveyorIO/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i) 🌟🌟🌟 [LEGACY] β€” Presentation outlining migration strategies for porting legacy Java JBoss EAP applications into Red Hat OpenShift/Kubernetes using Source-to-Image (S2I). While S2I remains an enterprise staple in traditional OpenShift pipelines, the industry in 2026 has increasingly shifted toward Cloud Native Buildpacks.
+## Hybrid Cloud and Enterprise
+
+### 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] [GUIDE]  [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
@@ -84,9 +105,6 @@
   - **(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
 
-#### 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.
@@ -139,7 +157,7 @@
   - **(2021)** [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) [BASH CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A practical walk-through demonstrating Crane's core architecture. Highlights dynamic resource mapping, metadata updates, and persistent volume sync during migration windows.
 ## Kubernetes
 
-### Data Management
+### Data Management (1)
 
 #### Backup
 
@@ -147,14 +165,7 @@
 #### Checkpointing API
 
   - **(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.
-## Kubernetes Storage
-
-### Backup and Recovery
-
-#### Disaster Recovery (1)
-
-  - **(2026)** [**PX-Backup**](https://portworx.com/products/portworx-backup) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents a dedicated backup manager for stateful pods. Live Grounding validates PX-Backup's ability to offer application-consistent backups, multi-cloud cross-cluster migrations, and instantaneous disaster recovery schedules. It is a premium product for compliance-driven stateful setups.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-based-devel.md b/v2-docs/kubernetes-based-devel.md
index 2454e439..f7b0ebd5 100644
--- a/v2-docs/kubernetes-based-devel.md
+++ b/v2-docs/kubernetes-based-devel.md
@@ -16,9 +16,33 @@
 
 #### General Reference
 
+  - [faun.pub: Finally, (successfully…) setup docker registry inside kind Kubernetes' cluster](https://faun.pub/finally-successfully-setup-docker-registry-inside-kind-kubernetes-cluster-5b0381dbb2ec)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Finally, (successfully…) setup docker registry inside kind Kubernetes' cluster in the Kubernetes Tools ecosystem.
+  - [medium.com: Local Kubernetes for Linuxβ€Šβ€”β€ŠMiniKube vs MicroK8s](https://medium.com/containers-101/local-kubernetes-for-linux-minikube-vs-microk8s-1b2acad068d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Local Kubernetes for Linuxβ€Šβ€”β€ŠMiniKube vs MicroK8s in the Kubernetes Tools ecosystem.
+  - [dex.dev: Local Development Clusters](https://www.dex.dev/dex-videos/development-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dex.dev: Local Development Clusters in the Kubernetes Tools ecosystem.
+  - [medium: Happy trip to Kubernetes in our company](https://medium.com/condorlabs-engineering/happy-trip-to-kubernetes-in-our-company-85ecfde573fd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Happy trip to Kubernetes in our company in the Kubernetes Tools ecosystem.
+  - [yitaek.medium.com: Useful Tools for Better Kubernetes Development 🌟](https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2b9435)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yitaek.medium.com: Useful Tools for Better Kubernetes Development 🌟 in the Kubernetes Tools ecosystem.
   - [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.
+  - [blog.usejournal.com: Useful Tools for Better Kubernetes Development](https://blog.usejournal.com/useful-tools-for-better-kubernetes-development-87820c2b9435)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.usejournal.com: Useful Tools for Better Kubernetes Development in the Kubernetes Tools ecosystem.
+  - [docker.com: Kubernetes in Production Environments](https://www.docker.com/blog/dear-moby-2-kubernetes-in-production)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: Kubernetes in Production Environments in the Kubernetes Tools ecosystem.
+  - [yash-kukreja-98.medium.com: Develop on Kubernetes Series β€” Demystifying' the For vs Owns vs Watches controller-builders in controller-runtime](https://yash-kukreja-98.medium.com/develop-on-kubernetes-series-demystifying-the-for-vs-owns-vs-watches-controller-builders-in-c11ab32a046e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yash-kukreja-98.medium.com: Develop on Kubernetes Series β€” Demystifying' the For vs Owns vs Watches controller-builders in controller-runtime in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: How to Get Started With DevSpace and Rapidly Develop' Kubernetes Apps](https://www.cloudsavvyit.com/14690/how-to-get-started-with-devspace-and-rapidly-develop-kubernetes-apps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudsavvyit.com: How to Get Started With DevSpace and Rapidly Develop' Kubernetes Apps== in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Do Faster Development and Testing on Kubernetes Apps' With Telepresence](https://betterprogramming.pub/do-faster-development-and-testing-on-kubernetes-apps-with-telepresence-b7eac604dca4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Do Faster Development and Testing on Kubernetes Apps' With Telepresence in the Kubernetes Tools ecosystem.
+  - [venturebeat.com: Garden.io, an end-to-end devops platform for Kubernetes' and containers, raises $16M](https://venturebeat.com/2022/03/30/garden-io-an-end-to-end-devops-platform-for-kubernetes-and-containers-raises-16m)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Garden.io, an end-to-end devops platform for Kubernetes' and containers, raises $16M in the Kubernetes Tools ecosystem.
+  - [ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards](https://ordina-jworks.github.io/cloud/2020/08/28/kubernetes-clients-comparison.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards 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.
+  - [medium: YAKD: Yet Another Kubernetes Dashboard](https://medium.com/geekculture/yakd-yet-another-kubernetes-dashboard-7766bd071f30)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: YAKD: Yet Another Kubernetes Dashboard in the Kubernetes Tools ecosystem.
+  - [medium.com/@satyakommula: Deploy Kubernetes dashboard with NodePort](https://medium.com/@satyakommula/deploy-kubernetes-dashboard-with-nodeport-382f447d2ff8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@satyakommula: Deploy Kubernetes dashboard with NodePort in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Step by Step Slow Guide: Kubernetes Dashboard' on Raspberry Pi Cluster (Part 2)](https://levelup.gitconnected.com/step-by-step-slow-guide-kubernetes-dashboard-on-raspberry-pi-cluster-part-2-acdc8f9b5b99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Step by Step Slow Guide: Kubernetes Dashboard' on Raspberry Pi Cluster (Part 2) in the Kubernetes Tools ecosystem.
+  - [medium.com/kubeshop-i: Monokle vs. Lens vs. K9s 🌟](https://medium.com/kubeshop-i/monokle-vs-lens-vs-k9s-1d5d94d84b5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Monokle vs. Lens vs. K9s 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Lens 5 Released](https://medium.com/k8slens/lens-5-released-f7e58e8842cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Lens 5 Released in the Kubernetes Tools ecosystem.
+  - [medium: How To Give Developers Secure Access to Kubernetes Clusters](https://medium.com/k8slens/how-to-give-developers-secure-access-to-kubernetes-clusters-c6025f0dd288)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How To Give Developers Secure Access to Kubernetes Clusters in the Kubernetes Tools ecosystem.
+  - [thedevopslife.com: Kubernetes IDE and UI – Lens IDE](https://thedevopslife.com/kubernetes-gui-lens-ide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedevopslife.com: Kubernetes IDE and UI – Lens IDE in the Kubernetes Tools ecosystem.
+  - [medium.com/k8slens: Lens 6 Released, Vision for the Future, New Subscription' Model and Features Available](https://medium.com/k8slens/lens-6-released-vision-for-the-future-new-subscription-model-and-features-available-628ff21fe14a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/k8slens: Lens 6 Released, Vision for the Future, New Subscription' Model and Features Available in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Is it time to migrate from Lens to OpenLens to manage' your Kubernetes clusters?](https://blog.devgenius.io/is-it-time-to-migrate-from-lens-to-openlens-75496e5758d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Is it time to migrate from Lens to OpenLens to manage' your Kubernetes clusters? in the Kubernetes Tools ecosystem.
+  - [medium.com/k8slens: Eliminating Kubernetes Complexity for Developers Using' Lens](https://medium.com/k8slens/eliminating-kubernetes-complexity-for-developers-using-lens-5c199e5aff4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/k8slens: Eliminating Kubernetes Complexity for Developers Using' Lens in the Kubernetes Tools ecosystem.
+  - [medium.com/k8slens: Lens Kubernetes is all you need in the development env' to build, ship, and run](https://medium.com/k8slens/lens-kubernetes-is-all-you-need-in-the-development-env-to-build-ship-and-run-5c1980a12fcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/k8slens: Lens Kubernetes is all you need in the development env' to build, ship, and run in the Kubernetes Tools ecosystem.
+  - [medium: Do It All Kubernetes Dashboard](https://medium.com/faun/do-it-all-kubernetes-dashboard-81375833e01c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Do It All Kubernetes Dashboard in the Kubernetes Tools ecosystem.
 ## Bare-Metal Deployments
 
 ### Legacy Helpers
@@ -45,11 +69,6 @@
 #### 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.
-### 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
 
 #### Comparisons
@@ -61,9 +80,6 @@
 #### 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.
-#### 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.
 #### Skaffold Tutorials
 
   - **(2021)** [dev.to: How to Simplify Your Local Kubernetes Development With Skaffold](https://dev.to/otomato_io/local-kubernetes-development-with-skaffold-i0k)  [COMMUNITY-TOOL] β€” Practical onboarding guide detailing local cloud-native development workflows using Skaffold. Explores live file-reloading, log streaming, and localized namespace configurations for multi-service apps.
@@ -150,7 +166,7 @@
 #### Evaluation (1)
 
   - **(2021)** [blog.radwell.codes: What’s the best Kubernetes distribution for local environments? 🌟](https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-environments)  [COMMUNITY-TOOL] β€” Analyzes localized Kubernetes distributions from a CPU and memory efficiency standpoint. Helps engineers match custom testing configurations against hardware-constrained developer machines.
-#### Guides (1)
+#### Guides
 
   - **(2021)** [itnext.io: Run Kubernetes On Your Machine](https://itnext.io/run-kubernetes-on-your-machine-7ee463af21a2)  [COMMUNITY-TOOL] β€” A developer-focused guide covering local Kubernetes provisioning alternatives. Evaluates resource overhead, file synchronization speeds, network configurations, and host integration points across different platforms.
   - **(2021)** [itnext.io: Kubernetes in a box](https://itnext.io/kubernetes-in-a-box-7a146ba9f681)  [COMMUNITY-TOOL] β€” A guide detailing 'Kubernetes in a box' sandbox creation methodologies. Outlines structural strategies for configuring minimal host dependencies, local routing setups, and automatic configuration sync setups.
@@ -241,5 +257,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-bigdata.md b/v2-docs/kubernetes-bigdata.md
index e0061402..33feb730 100644
--- a/v2-docs/kubernetes-bigdata.md
+++ b/v2-docs/kubernetes-bigdata.md
@@ -9,8 +9,11 @@
 
 #### General Reference
 
+  - [tomlous.medium.com: CI/CD for Data Engineers. Reliably Deploying Scala Spark' containers for Kubernetes with Github Actions](https://tomlous.medium.com/ci-cd-for-data-engineers-68b0fd915545)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tomlous.medium.com: CI/CD for Data Engineers. Reliably Deploying Scala Spark' containers for Kubernetes with Github Actions in the Kubernetes Tools ecosystem.
   - [dzone: Run and Scale an Apache Spark Application on Kubernetes](https://dzone.com/articles/run-and-scale-an-apache-spark-application-on-kuber)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Run and Scale an Apache Spark Application on Kubernetes in the Kubernetes Tools ecosystem.
   - [dzone: Running Apache Spark on Kubernetes](https://dzone.com/articles/running-apache-spark-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Running Apache Spark on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Running Apache Spark on Kubernetes](https://medium.com/empathyco/running-apache-spark-on-kubernetes-2e64c73d0bb2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running Apache Spark on Kubernetes in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Master SparkML: Practical Guide for Machine Learning](https://levelup.gitconnected.com/master-sparkml-practical-guide-for-machine-learning-1efe1bd9cdce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Master SparkML: Practical Guide for Machine Learning in the Kubernetes Tools ecosystem.
 ## Data and AI
 
 ### Apache Spark
@@ -30,11 +33,6 @@
 #### 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#about-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
@@ -57,5 +55,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-client-libraries.md b/v2-docs/kubernetes-client-libraries.md
index e521d820..37a71513 100644
--- a/v2-docs/kubernetes-client-libraries.md
+++ b/v2-docs/kubernetes-client-libraries.md
@@ -17,7 +17,15 @@
 
 #### General Reference
 
-  - [developers.redhat.com: How to manage microservices using OpenShift Dev Spaces and JKube](https://developers.redhat.com/learn/openshift/how-manage-microservices-using-openshift-dev-spaces-and-jkube)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
+  - [medium: Building stuff with the Kubernetes API β€” TOC 🌟](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-toc-84d751876650)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Building stuff with the Kubernetes API β€” TOC 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Learn Kubernetes Programming β€” Part 1](https://blog.devgenius.io/learn-kubernetes-programming-part-1-7384e5f3c481)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Learn Kubernetes Programming β€” Part 1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@dimitrijevskiv: Monitor Kubernetes pod status from a Jenkins' pipeline](https://medium.com/@dimitrijevskiv/monitor-kubernetes-pod-status-from-a-jenkins-pipeline-e25c744d944d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@dimitrijevskiv: Monitor Kubernetes pod status from a Jenkins' pipeline== in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Automate Kubernetes With Python 🌟](https://blog.devgenius.io/automate-kubernetes-with-python-2150c290afe7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Automate Kubernetes With Python 🌟 in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications' to OpenShift](https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications' to OpenShift in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: First Try on Java Operator SDK](https://levelup.gitconnected.com/first-try-on-java-operator-sdk-5a07f30771de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: First Try on Java Operator SDK== in the Kubernetes Tools ecosystem.
+  - [qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s](https://qdnqn.com/create-kubernetes-yaml-definitions-using-go-and-cdk8s)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: How to manage microservices using OpenShift Dev Spaces' and JKube](https://developers.redhat.com/developer-sandbox/activities/how-to-manage-microservices-using-openshift-dev-spaces-and-jkube)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: How to manage microservices using OpenShift Dev Spaces' and JKube in the Kubernetes Tools ecosystem.
+  - [Part 4 β€” Using the Go client framework](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Part 4 β€” Using the Go client framework in the Kubernetes Tools ecosystem.
 ## Cloud Native and K8s
 
 ### CLI Development
@@ -71,6 +79,9 @@
 
 #### 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.
@@ -98,6 +109,13 @@
 #### 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
@@ -126,5 +144,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-monitoring.md b/v2-docs/kubernetes-monitoring.md
index 533359cb..5f264a1d 100644
--- a/v2-docs/kubernetes-monitoring.md
+++ b/v2-docs/kubernetes-monitoring.md
@@ -31,8 +31,61 @@
 
 #### General Reference
 
+  - [DZone: Kubernetes Monitoring Essentials](https://dzone.com/refcardz/monitoring-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone: Kubernetes Monitoring Essentials in the Kubernetes Tools ecosystem.
+  - [faun.pub: Becoming DevOps β€” Observability](https://faun.pub/becoming-devops-observability-152b292c05b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Becoming DevOps β€” Observability in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Installing & Exploring the Kube-Prometheus Project](https://levelup.gitconnected.com/installing-exploring-the-kube-prometheus-project-eef375d49f6b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Installing & Exploring the Kube-Prometheus Project in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Monitoring: Kube-State-Metrics](https://medium.com/@chrisedrego/kubernetes-monitoring-kube-state-metrics-df6546aea324)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Monitoring: Kube-State-Metrics in the Kubernetes Tools ecosystem.
+  - [Kubernetes Monitoring 101 β€” Core pipeline & Services Pipeline](https://levelup.gitconnected.com/kubernetes-monitoring-101-core-pipeline-services-pipeline-a34cd4cc9627)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Monitoring 101 β€” Core pipeline & Services Pipeline in the Kubernetes Tools ecosystem.
+  - [medium: Utilizing and monitoring kubernetes cluster resources more effectively](https://medium.com/@martin.schneppenheim/utilizing-and-monitoring-kubernetes-cluster-resources-more-effectively-using-this-tool-df4c68ec2053)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Utilizing and monitoring kubernetes cluster resources more effectively in the Kubernetes Tools ecosystem.
+  - [magalix.com: Best Practices And Tools For Monitoring Your Kubernetes Cluster](https://www.magalix.com/blog/best-practices-and-tools-for-monitoring-your-kubernetes-cluster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Best Practices And Tools For Monitoring Your Kubernetes Cluster in the Kubernetes Tools ecosystem.
   - [cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring](https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-synthetic-monitoring)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring in the Kubernetes Tools ecosystem.
+  - [medium: Replication Controller & Replica sets in Kubernetes](https://medium.com/avmconsulting-blog/replication-controller-replica-sets-in-kubernetes-820f3cec7170)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Replication Controller & Replica sets in Kubernetes in the Kubernetes Tools ecosystem.
+  - [arabitnetwork.com: K8S – Enabling Auditing Logs | Step-by-Step](https://arabitnetwork.com/2021/03/13/k8s-enabling-auditing-logs-step-by-step)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering arabitnetwork.com: K8S – Enabling Auditing Logs | Step-by-Step in the Kubernetes Tools ecosystem.
+  - [medium.com/is-it-observable: How to collect metrics in a Kubernetes cluster](https://medium.com/is-it-observable/how-to-collect-metrics-in-a-kubernetes-cluster-9ad4a69aafb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/is-it-observable: How to collect metrics in a Kubernetes cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/@lucapompei91: Kubernetes observability](https://medium.com/@lucapompei91/kubernetes-observability-17a7875a38f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lucapompei91: Kubernetes observability in the Kubernetes Tools ecosystem.
+  - [hitesh-pattanayak.medium.com: Observability in Kubernetes](https://hitesh-pattanayak.medium.com/observability-in-kubernetes-b53d6ea1b37d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hitesh-pattanayak.medium.com: Observability in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus](https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694c4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus in the Kubernetes Tools ecosystem.
+  - [medium.com/@clymeneallen: Best Practices, Monitoring System for Multi-K8s' Cluster Environments Using Open Source](https://medium.com/@clymeneallen/best-practices-monitoring-system-for-multi-k8s-cluster-environments-using-open-source-d85544052f37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@clymeneallen: Best Practices, Monitoring System for Multi-K8s' Cluster Environments Using Open Source in the Kubernetes Tools ecosystem.
+  - [medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟](https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster 🌟](https://betterprogramming.pub/6-metrics-to-watch-for-on-your-k8s-cluster-76d58f08397f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster== 🌟 in the Kubernetes Tools ecosystem.
+  - [figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus](https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-prometheus-a661a31d7ad8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus in the Kubernetes Tools ecosystem.
+  - [medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with' eBPF](https://medium.com/@isalapiyarisi/getting-started-on-kubernetes-observability-with-ebpf-88139eb13fb2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with' eBPF in the Kubernetes Tools ecosystem.
+  - [medium.com/@HirenDhaduk1: Top Kubernetes Observability Tools and their Usage](https://medium.com/@HirenDhaduk1/top-kubernetes-observability-tools-and-their-usage-e4e8eef8aec3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@HirenDhaduk1: Top Kubernetes Observability Tools and their Usage in the Kubernetes Tools ecosystem.
+  - [milindasenaka96.medium.com: Setup Prometheus and Grafana to Monitor the' K8s Cluster](https://milindasenaka96.medium.com/setup-prometheus-and-grafana-to-monitor-the-k8s-cluster-e1d35343d7a9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering milindasenaka96.medium.com: Setup Prometheus and Grafana to Monitor the' K8s Cluster in the Kubernetes Tools ecosystem.
+  - [kemilad.medium.com: Monitoring-Stack Deployment To A Kubernetes Cluster' β€” Prometheus | Grafana | AlertManager | Loki + Exporters | Dashboards and etc 🌟](https://kemilad.medium.com/monitoring-stack-deployment-to-a-kubernetes-cluster-prometheus-grafana-alertmanager-loki-dcc7339d4f19)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kemilad.medium.com: Monitoring-Stack Deployment To A Kubernetes Cluster' β€” Prometheus | Grafana | AlertManager | Loki + Exporters | Dashboards and etc 🌟 in the Kubernetes Tools ecosystem.
+  - [awstip.com: Monitoring Your EKS Cluster with the Power of Prometheus and' Grafana through Helm](https://awstip.com/monitoring-your-eks-cluster-with-the-power-of-prometheus-and-grafana-through-helm-%EF%B8%8F-1e8dc1ad5620)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Monitoring Your EKS Cluster with the Power of Prometheus and' Grafana through Helm in the Kubernetes Tools ecosystem.
+  - [medium.com/@poseidon.os: Poseidon: A Kubernetes Cluster Visualization &' Cost Analysis Tool](https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost-analysis-tool-d0fb55c2858c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@poseidon.os: Poseidon: A Kubernetes Cluster Visualization &' Cost Analysis Tool in the Kubernetes Tools ecosystem.
+  - [umeey.medium.com: Four Golden Signals Of Monitoring: Site Reliability Engineering' (SRE) Metrics](https://umeey.medium.com/four-golden-signals-of-monitoring-site-reliability-engineering-sre-metrics-64031dbe268)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering umeey.medium.com: Four Golden Signals Of Monitoring: Site Reliability Engineering' (SRE) Metrics in the Kubernetes Tools ecosystem.
+  - [medium.com/@lambdaEranga: Monitor Kubernets Services/Endpoints with Prometheus' Blackbox Exporter 🌟](https://medium.com/@lambdaEranga/monitor-kubernets-services-endpoints-with-prometheus-blackbox-exporter-a64e062c05d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lambdaEranga: Monitor Kubernets Services/Endpoints with Prometheus' Blackbox Exporter 🌟 in the Kubernetes Tools ecosystem.
+  - [samiislam0306.medium.com: Insightful Monitoring of Kubernetes Clusters with' Traces](https://samiislam0306.medium.com/insightful-monitoring-of-kubernetes-clusters-with-traces-c7c3b33ed07e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering samiislam0306.medium.com: Insightful Monitoring of Kubernetes Clusters with' Traces in the Kubernetes Tools ecosystem.
+  - [medium.com/@walissonscd: Monitoring Kubernetes Cluster Resources: Using' Top Metrics Commands](https://medium.com/@walissonscd/monitoring-kubernetes-cluster-resources-using-top-metrics-commands-a60408765321)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@walissonscd: Monitoring Kubernetes Cluster Resources: Using' Top Metrics Commands in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Prometheus metrics within Kubernetes β€” an aerial view' | Joseph Esrig](https://blog.devops.dev/prometheus-metrics-within-kubernetes-an-ariel-view-d1d3b7d75418)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: Prometheus metrics within Kubernetes β€” an aerial view==' | Joseph Esrig in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Improve Cluster Monitoring With Network Mapping in' Grafana](https://betterprogramming.pub/improve-cluster-monitoring-with-network-mapping-in-grafana-fa8bb479fd47)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Improve Cluster Monitoring With Network Mapping in' Grafana in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Kubernetes Observability Part 1: Events, Logs, and' Integration With Slack, OpenAI, and Grafana](https://betterprogramming.pub/kubernetes-observability-part-1-events-logs-integration-with-slack-openai-and-grafana-62068cf43ec)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Kubernetes Observability Part 1: Events, Logs, and' Integration With Slack, OpenAI, and Grafana in the Kubernetes Tools ecosystem.
+  - [medium.com/@onai.rotich: Understand container metrics and why they matter](https://medium.com/@onai.rotich/understand-container-metrics-and-why-they-matter-9e88434ca62a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@onai.rotich: Understand container metrics and why they matter in the Kubernetes Tools ecosystem.
+  - [kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on' Kubernetes with Helm](https://kkamalesh117.medium.com/setting-up-prometheus-and-grafana-integration-on-kubernetes-with-helm-dfc63823608c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on' Kubernetes with Helm in the Kubernetes Tools ecosystem.
+  - [medium.com/@MetricFire: Monitoring Kubernetes tutorial: Using Grafana and' Prometheus](https://medium.com/@MetricFire/monitoring-kubernetes-tutorial-using-grafana-and-prometheus-3239079b138f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@MetricFire: Monitoring Kubernetes tutorial: Using Grafana and' Prometheus in the Kubernetes Tools ecosystem.
+  - [medium.com/globant: Monitoring a multi-cluster Kubernetes Deployment](https://medium.com/globant/monitoring-a-multi-cluster-kubernetes-deployment-9e7a418a06b7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Monitoring a multi-cluster Kubernetes Deployment in the Kubernetes Tools ecosystem.
+  - [medium.com/@martin.hodges: Adding observability to a Kubernetes cluster' using Prometheus](https://medium.com/@martin.hodges/adding-observability-to-a-kubernetes-cluster-using-prometheus-c2cba6c0fdaa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Adding observability to a Kubernetes cluster' using Prometheus in the Kubernetes Tools ecosystem.
+  - [addozhang.medium.com: Non-intrusive Inject OpenTelemetry Auto-Instrumentation' in Kubernetes](https://addozhang.medium.com/non-intrusive-inject-opentelemetry-auto-instrumentation-in-kubernetes-a9dfd49fc714)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering addozhang.medium.com: Non-intrusive Inject OpenTelemetry Auto-Instrumentation' in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@abhisman.sarkar: Kubernetes Monitoring: Effective Cluster Tracking' with Prometheus](https://medium.com/@abhisman.sarkar/kubernetes-monitoring-effective-cluster-tracking-with-prometheus-b0ed5b3efb32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abhisman.sarkar: Kubernetes Monitoring: Effective Cluster Tracking' with Prometheus in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: Mastering Monitoring: The Complete Guide to Using' Prometheus and Grafana with Kubernetes](https://aws.plainenglish.io/mastering-monitoring-the-complete-guide-to-using-prometheus-and-grafana-with-kubernetes-e53d8306123d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==aws.plainenglish.io: Mastering Monitoring: The Complete Guide to Using' Prometheus and Grafana with Kubernetes== in the Kubernetes Tools ecosystem.
+  - [medium.com/@muppedaanvesh: A Hands-On Guide to Kubernetes Monitoring Using' Prometheus & Grafana](https://medium.com/@muppedaanvesh/a-hands-on-guide-to-kubernetes-monitoring-using-prometheus-grafana-%EF%B8%8F-b0e00b1ae039)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@muppedaanvesh: A Hands-On Guide to Kubernetes Monitoring Using' Prometheus & Grafana in the Kubernetes Tools ecosystem.
   - [cncf.io: Logging in Kubernetes: EFK vs PLG Stack](https://www.cncf.io/blog/2020/07/27/logging-in-kubernetes-efk-vs-plg-stack)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Logging in Kubernetes: EFK vs PLG Stack in the Kubernetes Tools ecosystem.
+  - [medium: How to Deploy an EFK stack to Kubernetes](https://medium.com/avmconsulting-blog/how-to-deploy-an-efk-stack-to-kubernetes-ebc1b539d063)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Deploy an EFK stack to Kubernetes in the Kubernetes Tools ecosystem.
+  - [portworx.com: How to backup and restore Elasticsearch on Kubernetes](https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: How to backup and restore Elasticsearch on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace?](https://medium.com/vmacwrites/kubernetes-audit-logs-who-created-or-deleted-a-namespace-7d55c20d2730)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace? in the Kubernetes Tools ecosystem.
+  - [shivanshu1333.medium.com: Structured logging in Kubernetes](https://shivanshu1333.medium.com/structured-logging-in-kubernetes-58cf35e6d60d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shivanshu1333.medium.com: Structured logging in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Importance of Logging In Kubernetes, Intro to Grafana Loki' & deploying with helm-charts](https://blog.devops.dev/importance-of-logging-in-kubernetes-and-intro-to-grafana-loki-f8dc6f736e6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Importance of Logging In Kubernetes, Intro to Grafana Loki' & deploying with helm-charts in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar' Container](https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sidecar-container-86076da0812f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Practice β€” Logging with Logstash and FluentD by Sidecar' Container in the Kubernetes Tools ecosystem.
+  - [blog.amhaish.com: Observing the K8 cluster using ELK stack](https://blog.amhaish.com/observing-the-k8-cluster-using-elk-stack-7d4264fdb0e3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.amhaish.com: Observing the K8 cluster using ELK stack in the Kubernetes Tools ecosystem.
+  - [akyriako.medium.com: Kubernetes Logging with Grafana Loki & Promtail in' under 10 minutes 🌟](https://akyriako.medium.com/kubernetes-logging-with-grafana-loki-promtail-in-under-10-minutes-d2847d526f9e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akyriako.medium.com: Kubernetes Logging with Grafana Loki & Promtail in' under 10 minutes 🌟 in the Kubernetes Tools ecosystem.
+  - [yuminlee2.medium.com: Kubernetes: Container and Pod Logging](https://yuminlee2.medium.com/kubernetes-container-and-pod-logging-82ec5c057cb2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yuminlee2.medium.com: Kubernetes: Container and Pod Logging in the Kubernetes Tools ecosystem.
+  - [medium.com/kubernetes-tutorials: Cluster-level Logging in Kubernetes with' Fluentd](https://medium.com/kubernetes-tutorials/cluster-level-logging-in-kubernetes-with-fluentd-e59aa2b6093a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubernetes-tutorials: Cluster-level Logging in Kubernetes with' Fluentd in the Kubernetes Tools ecosystem.
+  - [shivanshu1333.medium.com: Contextual Logging in Kubernetes](https://shivanshu1333.medium.com/contextual-logging-in-kubernetes-41f4cc5fea69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shivanshu1333.medium.com: Contextual Logging in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/kernel-space: KubeShark: Wireshark for Kubernetes](https://medium.com/kernel-space/kubeshark-wireshark-for-kubernetes-4069a5f5aa3d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kernel-space: KubeShark: Wireshark for Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@bareckidarek: TCP packets traffic visualization for kubernetes' by k8spacket and Grafana](https://medium.com/@bareckidarek/tcp-packets-traffic-visualization-for-kubernetes-by-k8spacket-and-grafana-bb87cb106f30)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bareckidarek: TCP packets traffic visualization for kubernetes' by k8spacket and Grafana in the Kubernetes Tools ecosystem.
+  - [pakdailytimes.com: TCP packets traffic visualization for kubernetes by k8spacket' and Grafana](https://www.pakdailytimes.com/2022/12/tcp-packets-traffic-visualization-for.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pakdailytimes.com: TCP packets traffic visualization for kubernetes by k8spacket' and Grafana in the Kubernetes Tools ecosystem.
 ## Cloud Native Platforms
 
 ### Kubernetes
@@ -100,27 +153,13 @@
 #### Job and CronJob Execution
 
   - **(2021)** [itnext.io: Monitoring Kubernetes Jobs](https://itnext.io/monitoring-kubernetes-jobs-8adc241a7b60) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Targets the specific challenges of monitoring short-lived batch jobs and CronJobs inside Kubernetes. Outlines Prometheus query logic (PromQL) to detect run execution duration, failure codes, and long-running abandoned pods that bypass typical active deployment scraping rules.
-## Infrastructure
+## Infrastructure as Code
 
-### Hardware
+### Helm
 
-#### GPU Virtualization
+#### Prometheus Deployment
 
-  - **(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.
-## Kubernetes (2)
-
-### Resource Management
-
-#### CPU Throttling
-
-  - **(2024)** [CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f?utm_source=share&utm_medium=member_android&utm_campaign=share_via) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptionally detailed deep dive into kernel interactions, Linux control groups (cgroups), and the Completely Fair Scheduler (CFS) quota mechanism inside Kubernetes. It demystifies why pods experience severe throttling even when aggregate CPU metrics appear healthy, analyzing the impact of short-duration burst workloads. It provides essential mathematical formulas and kernel parameters to fine-tune pod limits safely.
-## Kubernetes Storage
-
-### Database Operations
-
-#### Elasticsearch
-
-  - **(2021)** [portworx.com: How to backup and restore Elasticsearch on Kubernetes](https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight explores distributed database safety. Live Grounding demonstrates how to snapshot stateful Elasticsearch clusters running inside Kubernetes without causing data loss or node downtime. A concrete manual for database administrators.
+  - **(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.
 ## Log Management and Diagnostics
 
 ### Audit Logging
@@ -174,7 +213,7 @@
 #### 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 (1)
+### Resource Management
 
 #### Sizing and Quotas
 
@@ -201,7 +240,7 @@
   - **(2019)** [**botkube.io**](https://botkube.io) [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Botkube is a collaboration and ChatOps tool designed to integrate Kubernetes clusters directly with popular messaging channels like Slack, Discord, and Teams. It allows debugging, running kubectl commands, and monitoring cluster alerts securely from chat interfaces.
 ### Logging
 
-#### Elasticsearch (1)
+#### Elasticsearch
 
   - **(2022)** [elastic.co: How to configure Elastic Cloud on Kubernetes with SAML and hot-warm-cold architecture](https://www.elastic.co/es/blog/how-to-configure-elastic-cloud-on-kubernetes-with-saml-and-hot-warm-cold-architecture) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive reference guide for deploying Elastic Cloud on Kubernetes (ECK) implementing robust SAML authentication alongside an efficient hot-warm-cold storage topology. Designed to achieve secure, cost-optimized, and high-performance log retention structures.
 #### Operators
@@ -288,16 +327,7 @@
 
   - **(2023)** [8 Best Kubernetes monitoring tools; Paid & open-source](https://middleware.io/blog/kubernetes-monitoring/tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Compiles a curated comparison of eight high-performance paid and open-source monitoring platforms. Focuses on the trade-offs of using managed SaaS models versus self-hosted, cloud-native monitoring stacks with respect to total cost of ownership, alerting, and data retention.
   - **(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.
-## Site Reliability Engineering
-
-### Observability (2)
-
-#### 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.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-networking.md b/v2-docs/kubernetes-networking.md
index 70dca6c3..2f5d32f1 100644
--- a/v2-docs/kubernetes-networking.md
+++ b/v2-docs/kubernetes-networking.md
@@ -3,19 +3,106 @@
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Networking in the context of Networking & Service Mesh.
 
-## Advanced Routing
-
-### BGP
-
-  - **(2021)** [**projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP**](https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight maps Kubernetes services straight to external routers. Live Grounding demonstrates how Calico utilizes BGP to advertise Service ClusterIPs and LoadBalancer IPs outside the cluster. A vital reference for bare-metal integrations.
 ## Architectural Foundations
 
 ### Kubernetes Tools
 
 #### General Reference
 
+  - [Project Calico](https://www.projectcalico.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Project Calico in the Kubernetes Tools ecosystem.
+  - [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS-VPC in the Kubernetes Tools ecosystem.
+  - [medium.com: Fighting Service Latency in Microservices With Kubernetes](https://medium.com/@sindhujacynixit/fighting-service-latency-in-microservices-with-kubernetes-f5a584f5af36)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Fighting Service Latency in Microservices With Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com: Kubernetes NodePort vs LoadBalancer vs Ingress? When should' I use what? 🌟](https://medium.com/google-cloud/kubernetes-nodeport-vs-loadbalancer-vs-ingress-when-should-i-use-what-922f010849e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes NodePort vs LoadBalancer vs Ingress? When should' I use what? 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Service Types in Kubernetes? 🌟](https://medium.com/faun/service-types-in-kubernetes-24a1587677d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Service Types in Kubernetes? 🌟 in the Kubernetes Tools ecosystem.
+  - [eevans.co: Deconstructing Kubernetes Networking](https://eevans.co/blog/deconstructing-kubernetes-networking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eevans.co: Deconstructing Kubernetes Networking in the Kubernetes Tools ecosystem.
+  - [medium: How to setup Hetzner load balancer on a Kubernetes cluster](https://medium.com/@jmrobles/how-to-setup-hetzner-load-balancer-on-a-kubernetes-cluster-2ce79ca4a27b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to setup Hetzner load balancer on a Kubernetes cluster in the Kubernetes Tools ecosystem.
+  - [zhimin-wen.medium.com: Sticky Sessions in Kubernetes 🌟](https://zhimin-wen.medium.com/sticky-sessions-in-kubernetes-56eb0e8f257d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zhimin-wen.medium.com: Sticky Sessions in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [jmrobles.medium.com: How to setup Hetzner load balancer on a Kubernetes' cluster](https://jmrobles.medium.com/how-to-setup-hetzner-load-balancer-on-a-kubernetes-cluster-2ce79ca4a27b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jmrobles.medium.com: How to setup Hetzner load balancer on a Kubernetes' cluster in the Kubernetes Tools ecosystem.
+  - [medium: Create a Custom Annotation for the Kubernetes ingress-nginx Controller](https://medium.com/better-programming/creating-a-custom-annotation-for-the-kubernetes-ingress-nginx-controller-444e9d486192)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create a Custom Annotation for the Kubernetes ingress-nginx Controller in the Kubernetes Tools ecosystem.
+  - [ithands-on.com: Kubernetes 101 : External services - ExternalName, DNS and' Endpoints](https://www.ithands-on.com/2021/04/kubernetes-101-external-services.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : External services - ExternalName, DNS and' Endpoints in the Kubernetes Tools ecosystem.
+  - [build.thebeat.co: A curious case of AWS NLB timeouts in Kubernetes](https://build.thebeat.co/a-curious-case-of-aws-nlb-timeouts-in-kubernetes-522bd88a3399)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering build.thebeat.co: A curious case of AWS NLB timeouts in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)' for a service deployed to a Kubernetes (AKS) cluster](https://medium.com/@maninder.bindra/using-nginx-ingress-controller-to-restrict-access-by-ip-ip-whitelisting-for-a-service-deployed-to-bd5c86dc66d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)' for a service deployed to a Kubernetes (AKS) cluster in the Kubernetes Tools ecosystem.
+  - [blog.teamhephy.info: Running Workflow Without Any LoadBalancer](https://blog.teamhephy.info/blog/posts/tutorials/running-workflow-without-any-loadbalancer.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.teamhephy.info: Running Workflow Without Any LoadBalancer in the Kubernetes Tools ecosystem.
+  - [medium: Access Application Externally In Kubernetes Cluster using Load Balancer' Service](https://medium.com/codex/access-application-externally-in-kubernetes-cluster-using-load-balancer-service-d1b7858d51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Access Application Externally In Kubernetes Cluster using Load Balancer' Service in the Kubernetes Tools ecosystem.
+  - [techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service)](https://techdozo.dev/grpc-load-balancing-on-kubernetes-using-headless-service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service) in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Setting up Application Load Balancer (Ingress)' for the Pods running in AWS EKS Fargate](https://levelup.gitconnected.com/setting-up-application-load-balancer-ingress-for-the-pods-running-in-aws-eks-fargate-519e20e97497)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Setting up Application Load Balancer (Ingress)' for the Pods running in AWS EKS Fargate in the Kubernetes Tools ecosystem.
+  - [ystatit.medium.com: How to Change Kubernetes Kube-apiserver IP Address](https://ystatit.medium.com/how-to-change-kubernetes-kube-apiserver-ip-address-402d6ddb8aa2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ystatit.medium.com: How to Change Kubernetes Kube-apiserver IP Address in the Kubernetes Tools ecosystem.
+  - [ithands-on.com: Kubernetes 101 : Changing a service type](https://www.ithands-on.com/2021/09/kubernetes-101-changing-service-type.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Changing a service type in the Kubernetes Tools ecosystem.
+  - [technos.medium.com: Kubernetes Services for Absolute Beginners β€” NodePort' 🌟](https://technos.medium.com/kubernetes-services-for-absolute-beginners-nodeport-139b7060fe3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==technos.medium.com: Kubernetes Services for Absolute Beginners β€” NodePort==' 🌟 in the Kubernetes Tools ecosystem.
+  - [fransemalila.medium.com: Kubernetes Networking](https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fransemalila.medium.com: Kubernetes Networking in the Kubernetes Tools ecosystem.
+  - [medium.com/the-programmer: Working With ClusterIP Service Type In Kubernetes](https://medium.com/the-programmer/working-with-clusterip-service-type-in-kubernetes-45f2c01a89c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/the-programmer: Working With ClusterIP Service Type In Kubernetes in the Kubernetes Tools ecosystem.
+  - [olamiko.medium.com: Technical Series: Kubernetes Networking](https://olamiko.medium.com/technical-series-kubernetes-networking-5a5dc3823163)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering olamiko.medium.com: Technical Series: Kubernetes Networking in the Kubernetes Tools ecosystem.
+  - [devopslearners.com: Kubernetes Ingress Tutorial For Beginners](https://devopslearners.com/kubernetes-ingress-tutorial-for-beginners-26c2f7727bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==devopslearners.com: Kubernetes Ingress Tutorial For Beginners== in the Kubernetes Tools ecosystem.
+  - [medium.com/techbeatly: Kubernetes Networking Fundamentals](https://medium.com/techbeatly/kubernetes-networking-fundamentals-d30baf8a28c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/techbeatly: Kubernetes Networking Fundamentals== in the Kubernetes Tools ecosystem.
+  - [rajivsharma-2205.medium.com: Demystify how traffic reaches directly to pod' on using alb.ingress.kubernetes.io/target-type: ip](https://rajivsharma-2205.medium.com/demystify-how-traffic-reaches-directly-to-pod-on-using-alb-ingress-kubernetes-io-target-type-ip-f2d1be346b46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rajivsharma-2205.medium.com: Demystify how traffic reaches directly to pod' on using alb.ingress.kubernetes.io/target-type: ip in the Kubernetes Tools ecosystem.
+  - [medium.com/linux-shots: Kubernetes ingress as reverse proxy to Application' running outside cluster](https://medium.com/linux-shots/kubernetes-ingress-as-reverse-proxy-to-application-running-outside-cluster-206b6003f9cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: Kubernetes ingress as reverse proxy to Application' running outside cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/@zhaoyi0113: Kubernetes β€” How does service network work in the' cluster](https://medium.com/@zhaoyi0113/kubernetes-how-does-service-network-work-in-the-cluster-d235b69ff536)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@zhaoyi0113: Kubernetes β€” How does service network work in the' cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/@pavanbelagatti: Kubernetes Service Types Explained 🌟](https://medium.com/@pavanbelagatti/kubernetes-service-types-explained-2709cde3bc0c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@pavanbelagatti: Kubernetes Service Types Explained== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/stakater: Efficiently Expose Services on Kubernetes (part 1)' 🌟](https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88aad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/stakater: Efficiently Expose Services on Kubernetes (part 1)' 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟](https://faun.pub/kubernetes-service-types-tutorial-39223391316c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Service Types Tutorial | Pavan Belagatti 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/slalom-build: Managing Ingress Traffic on Kubernetes Platforms' 🌟](https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms-ebd537cdfb46)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/slalom-build: Managing Ingress Traffic on Kubernetes Platforms' 🌟 in the Kubernetes Tools ecosystem.
+  - [craig-godden-payne.medium.com: How does ingress work in Kubernetes?](https://craig-godden-payne.medium.com/how-does-ingress-work-in-kubernetes-f3b121d0351f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering craig-godden-payne.medium.com: How does ingress work in Kubernetes? in the Kubernetes Tools ecosystem.
+  - [sanjimoh.medium.com: Demystifying Kubernetes Networking β€” Episode 1](https://sanjimoh.medium.com/demystifying-kubernetes-networking-episode-1-ca5605a97f87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sanjimoh.medium.com: Demystifying Kubernetes Networking β€” Episode 1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@mehmetodabashi: Kubernetes networking and service object: Understanding' ClusterIp and nodePort with hands on study](https://medium.com/@mehmetodabashi/kubernetes-networking-and-service-object-understanding-clusterip-and-nodeport-with-hands-on-study-90cfeaf66e8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mehmetodabashi: Kubernetes networking and service object: Understanding' ClusterIp and nodePort with hands on study in the Kubernetes Tools ecosystem.
+  - [medium.com/@jasonmfehr: Inspecting Kubernetes Client to API Server Network' Traffic](https://medium.com/@jasonmfehr/inspecting-kubernetes-client-to-api-server-network-traffic-cd6d1802bb43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jasonmfehr: Inspecting Kubernetes Client to API Server Network' Traffic in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: K8s Network β€” CNI Introduction](https://medium.com/geekculture/k8s-network-cni-introduction-b035d42ad68f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: K8s Network β€” CNI Introduction in the Kubernetes Tools ecosystem.
+  - [medium.com/patilswapnilv: Getting Started with Kubernetes Networking' 🌟](https://medium.com/patilswapnilv/getting-started-with-kubernetes-networking-7e10623fc78f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/patilswapnilv: Getting Started with Kubernetes Networking==' 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Ingress with Nginx](https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Kubernetes Ingress with Nginx== in the Kubernetes Tools ecosystem.
+  - [ovidiuborlean.medium.com: Networking latency measurement in Kubernetes with' Sockperf plugin](https://ovidiuborlean.medium.com/networking-latency-measurement-in-kubernetes-with-sockperf-plugin-68283a0ed989)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ovidiuborlean.medium.com: Networking latency measurement in Kubernetes with' Sockperf plugin in the Kubernetes Tools ecosystem.
+  - [medium.com/@muhidabid.cs: Why does Kubernetes need Ingress?](https://medium.com/@muhidabid.cs/why-does-kubernetes-need-ingress-73d969fb6ffe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@muhidabid.cs: Why does Kubernetes need Ingress? in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: K8s β€” ipvs Mode Introduction](https://blog.devgenius.io/k8s-ipvs-mode-introduction-6457a02cd91a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” ipvs Mode Introduction in the Kubernetes Tools ecosystem.
+  - [whyk8s.substack.com: Why not DNS?](https://whyk8s.substack.com/p/why-not-dns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering whyk8s.substack.com: Why not DNS? in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: Kubernetes Gateway API: The Intro You Need To Read](https://medium.com/geekculture/kubernetes-gateway-api-the-intro-you-need-to-read-80965f7acd82)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Kubernetes Gateway API: The Intro You Need To Read in the Kubernetes Tools ecosystem.
+  - [ksingh7.medium.com: Kubernetes Endpoint Object: Your Bridge to External' Services 🌟🌟](https://ksingh7.medium.com/kubernetes-endpoint-object-your-bridge-to-external-services-3fc48263b776)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==ksingh7.medium.com: Kubernetes Endpoint Object: Your Bridge to External' Services== 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@ahmet16ck: What Is Load Balancer and How Does It Work In Kubernetes' ? 🌟](https://medium.com/@ahmet16ck/what-is-load-balancer-and-how-does-it-work-in-kubernetes-5ab5f0537069)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ahmet16ck: What Is Load Balancer and How Does It Work In Kubernetes' ? 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/illuminations-mirror: Basic | Networking and Communication Between' Pods in Kubernetes](https://medium.com/illuminations-mirror/basic-networking-and-communication-between-pods-in-kubernetes-2e1627b03a87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/illuminations-mirror: Basic | Networking and Communication Between' Pods in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Networking in Kubernetes](https://blog.devops.dev/networking-in-kubernetes-55dcf794b9cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Networking in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@mustafaaltunok: How Ingress, Service, Deployment and Pod Link' to each other](https://medium.com/@mustafaaltunok/how-ingress-service-deployment-and-pod-link-to-eachother-d3a6ae2c0e06)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mustafaaltunok: How Ingress, Service, Deployment and Pod Link' to each other in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Demystifying Kubernetes:Understanding Ingress, Configuration,' and Best Practices](https://blog.devops.dev/demystifying-kubernetes-understanding-ingress-configuration-and-best-practices-fb34e33e5f5f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Demystifying Kubernetes:Understanding Ingress, Configuration,' and Best Practices in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Kubernetes Ingress Vs Gateway API 🌟](https://medium.com/google-cloud/kubernetes-ingress-vs-gateway-api-647ee233693d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/google-cloud: Kubernetes Ingress Vs Gateway API== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/nerd-for-tech: Kubernetes: Deploying NGINX with a ConfigMap |' Chanel Jemmott](https://medium.com/nerd-for-tech/kubernetes-deploying-nginx-with-a-configmap-e8a2fe59bcb1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: Kubernetes: Deploying NGINX with a ConfigMap |' Chanel Jemmott in the Kubernetes Tools ecosystem.
+  - [medium.com/@sangjinn: How to communicate with Kubernetes workloads β€” Part' I. Service | Brandon Kang](https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-1-service-abe1c5b03fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sangjinn: How to communicate with Kubernetes workloads β€” Part' I. Service | Brandon Kang in the Kubernetes Tools ecosystem.
+  - [shahneil.medium.com: What Are Kubernetes Endpoints?](https://shahneil.medium.com/what-are-kubernetes-endpoints-and-how-to-use-them-a5a5da56f4d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==shahneil.medium.com: What Are Kubernetes Endpoints?== in the Kubernetes Tools ecosystem.
+  - [fr4nk.xyz: Understanding Ingress in Kubernetes: A Comprehensive Guide](https://fr4nk.xyz/understanding-ingress-in-kubernetes-a-comprehensive-guide-b23b5cf37f8d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==fr4nk.xyz: Understanding Ingress in Kubernetes: A Comprehensive Guide== in the Kubernetes Tools ecosystem.
+  - [medium.com/@rasikzilte711: Kubernetes Networking β€” A Guide to Services,' Ingress, Network Policies, DNS, and CNI Plugins](https://medium.com/@rasikzilte711/kubernetes-networking-a-guide-to-services-ingress-network-policies-dns-and-cni-plugins-fc1ad7d22ab4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rasikzilte711: Kubernetes Networking β€” A Guide to Services,' Ingress, Network Policies, DNS, and CNI Plugins in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: Capture tcpdump with ksniff and wireshark from Kubernetes](https://medium.com/codex/capture-tcpdump-with-ksniff-and-wireshark-from-kubernetes-c212b93ff9f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Capture tcpdump with ksniff and wireshark from Kubernetes in the Kubernetes Tools ecosystem.
+  - [adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing](https://adil.medium.com/network-traffic-shaping-in-kubernetes-topology-aware-routing-e4ea4a03dd20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing in the Kubernetes Tools ecosystem.
+  - [kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟](https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com: Headless Kubernetes Service](https://medium.com/@bubu.tripathy/headless-k8s-service-924c689607a7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Headless Kubernetes Service in the Kubernetes Tools ecosystem.
+  - [goglides.dev: Headless services in Kubernetes Vs Regular Service: What,' Why, and How?](https://www.goglides.dev/bkpandey/headless-services-in-kubernetes-what-why-and-how-39fl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering goglides.dev: Headless services in Kubernetes Vs Regular Service: What,' Why, and How? in the Kubernetes Tools ecosystem.
+  - [whyk8s.substack.com: Why NetworkPolicies?](https://whyk8s.substack.com/p/why-networkpolicies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering whyk8s.substack.com: Why NetworkPolicies? in the Kubernetes Tools ecosystem.
+  - [yuminlee2.medium.com: Kubernetes Network Policies](https://yuminlee2.medium.com/kubernetes-network-policies-a93c2f588e31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yuminlee2.medium.com: Kubernetes Network Policies in the Kubernetes Tools ecosystem.
+  - [bagas-awibowo.medium.com: Helm β€” Templating Network Policy using Helm](https://bagas-awibowo.medium.com/helm-templating-network-policy-using-helm-783b2f7e401a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==bagas-awibowo.medium.com: Helm β€” Templating Network Policy using Helm== in the Kubernetes Tools ecosystem.
+  - [amy-ma.medium.com: Nginx Ingress Configuration](https://amy-ma.medium.com/ingress-configuration-d9f13c5bcf1a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amy-ma.medium.com: Nginx Ingress Configuration in the Kubernetes Tools ecosystem.
+  - [medium.com/@jonathan_37674: How to secure Kubernetes ingress? | By ARMO](https://medium.com/@jonathan_37674/how-to-secure-kubernetes-ingress-by-armo-cb86086ec540)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: How to secure Kubernetes ingress? | By ARMO in the Kubernetes Tools ecosystem.
+  - [engineering.backmarket.com: How we improved third-party availability and' latency with Nginx in Kubernetes 🌟](https://engineering.backmarket.com/how-we-improved-third-party-availability-and-latency-with-nginx-in-kubernetes-bb3fc7224ae4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==engineering.backmarket.com: How we improved third-party availability and' latency with Nginx in Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
+  - [towardsdev.com: Kubernetes: Deploying Nginx Servers with ConfigMaps & Shared' Services with Minikube](https://towardsdev.com/kubernetes-deploying-nginx-servers-with-configmaps-shared-services-with-minikube-618aee9a8ff6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdev.com: Kubernetes: Deploying Nginx Servers with ConfigMaps & Shared' Services with Minikube in the Kubernetes Tools ecosystem.
+  - [faun.pub: How to Monitor and Alert on Ingress-NGINX in Kubernetes](https://faun.pub/how-to-monitor-and-alert-on-nginx-ingress-in-kubernetes-6d7d172f0399)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to Monitor and Alert on Ingress-NGINX in Kubernetes in the Kubernetes Tools ecosystem.
+  - [sumanprasad.hashnode.dev: A Beginner's Guide to Ingress and Ingress Controllers' in Kubernetes](https://sumanprasad.hashnode.dev/a-beginners-guide-to-ingress-and-ingress-controllers-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sumanprasad.hashnode.dev: A Beginner's Guide to Ingress and Ingress Controllers' in Kubernetes in the Kubernetes Tools ecosystem.
+  - [akyriako.medium.com: Configure path-based routing with Nginx Ingress Controller](https://akyriako.medium.com/configure-path-based-routing-with-nginx-ingress-controller-64a63cd4d6bd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akyriako.medium.com: Configure path-based routing with Nginx Ingress Controller in the Kubernetes Tools ecosystem.
+  - [blog.flomesh.io: Kubernetes Gateway API β€” Evolution of Service Networking](https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-aa76ec4efa7e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flomesh.io: Kubernetes Gateway API β€” Evolution of Service Networking in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Security with Kubernetes Gateway API 🌟](https://medium.com/google-cloud/security-with-kubernetes-gateway-api-dcbb934ed2a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Security with Kubernetes Gateway API 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: How to Provision Network Policies in Kubernetes | AWS 🌟](https://medium.com/avmconsulting-blog/exploring-network-policies-in-kubernetes-c8a3d8ed00cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Provision Network Policies in Kubernetes | AWS 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: Control traffic flow to and from Kubernetes pods with Network' Policies](https://faun.pub/control-traffic-flow-to-and-from-kubernetes-pods-with-network-policies-bc384c2d1f8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Control traffic flow to and from Kubernetes pods with Network' Policies in the Kubernetes Tools ecosystem.
+  - [loft-sh.medium.com: Kubernetes Network Policies: A Practitioner’s Guide' 🌟](https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9bb4cdd0dbc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering loft-sh.medium.com: Kubernetes Network Policies: A Practitioner’s Guide' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Network Policies: Are They Really Useful? 🌟](https://medium.com/codex/kubernetes-network-polices-are-they-really-useful-c3a153c49316)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Network Policies: Are They Really Useful? 🌟 in the Kubernetes Tools ecosystem.
   - [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.
+  - [blog.devgenius.io: Simplify Kubernetes Network Policy Generation](https://blog.devgenius.io/kubernetes-namespace-wide-network-policy-1126fafdf221)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Simplify Kubernetes Network Policy Generation in the Kubernetes Tools ecosystem.
+  - [blog.slycreator.com: Network Policies: Understanding Kubernetes Network' Policies](https://blog.slycreator.com/network-policies-understanding-kubernetes-network-policies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.slycreator.com: Network Policies: Understanding Kubernetes Network' Policies in the Kubernetes Tools ecosystem.
+  - [medium.com/@charled.breteche: Kubernetes Security β€” Control pod to pod communications' with Cilium network policies](https://medium.com/@charled.breteche/kubernetes-security-control-pod-to-pod-communications-with-cilium-network-policies-d7275b2ed378)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@charled.breteche: Kubernetes Security β€” Control pod to pod communications' with Cilium network policies in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: K8s: Network Policy Made Simple With Cilium Editor' 🌟](https://betterprogramming.pub/k8s-network-policy-made-simple-with-cilium-editor-a5b55781291c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: K8s: Network Policy Made Simple With Cilium Editor' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Ingress service types in Kubernetes 🌟](https://medium.com/faun/ingress-service-types-in-kubernetes-3e9b68b78307)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ingress service types in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [IP Address Management (IPAM)](https://en.wikipedia.org/wiki/IP_address_management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IP Address Management (IPAM) 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.
+  - [medium: Container Networking Interface aka CNI](https://medium.com/@vikram.fugro/container-networking-interface-aka-cni-bdfe23f865cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Container Networking Interface aka CNI in the Kubernetes Tools ecosystem.
+  - [medium: Calico for Kubernetes networking: the basics & examples](https://medium.com/flant-com/calico-for-kubernetes-networking-792b41e19d69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Calico for Kubernetes networking: the basics & examples in the Kubernetes Tools ecosystem.
+  - [projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP](https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: K8s Networking β€” Calico (Part1)](https://blog.devgenius.io/k8s-networking-calico-part1-7f74395b6fe2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s Networking β€” Calico (Part1) in the Kubernetes Tools ecosystem.
+  - [medium.com/@arbnair97: Introduction to Kubernetes Network Policy and Calico' Based Network Policy](https://medium.com/@arbnair97/introduction-to-kubernetes-network-policy-and-calico-based-network-policy-675a7fa6b5dc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@arbnair97: Introduction to Kubernetes Network Policy and Calico' Based Network Policy in the Kubernetes Tools ecosystem.
+  - [medium: How to Autoscale the DNS Service in a Kubernetes Cluster](https://medium.com/faun/how-to-autoscale-the-dns-service-in-a-kubernetes-cluster-cbb46ae89678)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Autoscale the DNS Service in a Kubernetes Cluster in the Kubernetes Tools ecosystem.
+  - [iamitcohen.medium.com: DNS in Kubernetes, how does it work?](https://iamitcohen.medium.com/dns-in-kubernetes-how-does-it-work-7c4690fd813e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iamitcohen.medium.com: DNS in Kubernetes, how does it work? in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Kubernetes with CoreDNS](https://levelup.gitconnected.com/kubernetes-with-coredns-e40772c5e6ee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kubernetes with CoreDNS in the Kubernetes Tools ecosystem.
+  - [blog.abaganon.com: Why you probably won’t use K8gb.io](https://blog.abaganon.com/going-global-with-kubernetes-490cf51e2bf8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.abaganon.com: Why you probably won’t use K8gb.io in the Kubernetes Tools ecosystem.
 ## Container Orchestration
 
 ### Kubernetes Networking (1)
@@ -23,11 +110,13 @@
 #### 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.
-## Deep Dive
+## Deployment and Orchestration
 
-### Packet Flow
+### Cluster Provisioning
 
-  - **(2019)** [**eevans.co: Deconstructing Kubernetes Networking**](https://eevans.co/blog/deconstructing-kubernetes-networking/index.html) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight presents an exceptional architectural breakdown of the CNI layer. Live Grounding traces the packet path from Container-to-Container, Pod-to-Pod, and Pod-to-Service using concrete routing and Linux network namespace constructs. Highly technical and illuminating.
+#### 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
@@ -40,15 +129,15 @@
 ##### Performance Tuning
 
   - **(2021)** [dev.to: Tune up your Kubernetes Application Performance with a small DNS Configuration](https://dev.to/imjoseangel/tune-up-your-kubernetes-application-performance-with-a-small-dns-configuration-1o46) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Exposes performance flaws caused by default ndots:5 configurations triggering excess upstream DNS requests. Explains how to optimize custom search configurations inside pods to speed up microservice resolutions.
-#### Deep Dive (1)
+#### Deep Dive
 
-##### Advanced Routing (1)
+##### Advanced Routing
 
   - **(2021)** [**itnext.io: Deciphering the Kubernetes Networking Maze: Navigating Load-Balance, BGP, IPVS and Beyond**](https://itnext.io/deciphering-the-kubernetes-networking-maze-navigating-load-balance-bgp-ipvs-and-beyond-7123ef428572) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An extensive architecture overview diving into the mechanics of high-scale routing environments. Evaluates the performance traits of IPVS, eBPF, and BGP routing overlays, highlighting how to design low-overhead service layers within large-scale multi-tenant networks.
 ##### BGP Routing
 
   - **(2020)** [**dustinspecker.com: Kubernetes Networking from Scratch: Using BGP and BIRD to Advertise Pod Routes**](https://dustinspecker.com/posts/kubernetes-networking-from-scratch-bgp-bird-advertise-pod-routes) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A hands-on, granular guide demonstrating how to build a fully functioning Kubernetes routing topology from scratch using BGP and BIRD. Explains how underlying CNIs interface with actual routing tables to advertise dynamic pod endpoints to outer networks.
-##### Packet Flow (1)
+##### Packet Flow
 
   - **(2022)** [==learnk8s.io: Tracing the path of network traffic in Kubernetes 🌟==](https://learnkube.com/kubernetes-network-packets) [ADVANCED LEVEL] [GUIDE] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” An exceptionally precise visual reconstruction tracing the physical path of network packets through container boundaries, virtual interfaces, iptables chains, and node boundaries. Invaluable reference for platform engineers tasked with isolating root causes of packet drops and latency spikes.
 ##### Service IP Allocation
@@ -72,9 +161,6 @@
 
   - **(2021)** [matthewpalmer.net: Kubernetes Networking Guide for Beginners](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-networking-guide-beginners.html) [GUIDE] 🌟🌟🌟 [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) [GUIDE] 🌟🌟🌟 [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) [GUIDE] 🌟🌟🌟🌟 [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) [GUIDE] 🌟🌟🌟🌟🌟 [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.
@@ -177,16 +263,12 @@
 
 ### CNI
 
-#### 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.
 #### Benchmarks
 
   - **(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.
   - **(2020)** [itnext.io: Benchmark results of Kubernetes network plugins (CNI) over 10Gbit/s network (Updated: August 2020)](https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbit-s-network-updated-august-2020-6e1b757b9e49) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep architectural performance analysis measuring major Kubernetes Container Network Interface (CNI) plugins over a dedicated 10Gbit/s network interface. It systematically contrasts network latency, throughput, and CPU utilization overhead across options like Calico, Cilium, Flannel, and Weave. The study details how overlay encapsulation methods (VXLAN/Geneve) introduce significant processing taxes compared to native BGP/host-gw direct routing topologies.
 #### 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)** [itnext.io: Installing Cilium on Kubernetes in a fast and efficient way](https://itnext.io/installing-cilium-on-kubernetes-in-a-fast-and-efficient-way-dbcb79ce9699)  [COMMUNITY-TOOL] [GUIDE] β€” A performance-focused guide detailing modern deployment strategies for Cilium, leveraging Helm templates and CLI-driven validation to streamline infrastructure provisioning.
   - **(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.
 #### Comparison
@@ -220,15 +302,10 @@
 #### DNS (1)
 
   - **(2021)** [blog.cloudsigma.com: Kubernetes DNS Service: A Beginner’s Guide](https://blog.cloudsigma.com/kubernetes-dns-service-a-beginners-guide)  [LEGACY] β€” This reference details the mechanics of Kubernetes cluster DNS architectures. It contrasts legacy kube-dns limitations with CoreDNS performance, explaining service discovery configurations, search paths, and DNS forwarding profiles essential for microservice visibility.
-#### kube-proxy
-
-  - **(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 (2)
 
 #### 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
 
@@ -242,7 +319,7 @@
 #### 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 (1)
+#### Service Discovery
 
   - **(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
@@ -280,9 +357,6 @@
 #### Operations
 
   - **(2021)** [itnext.io: Autoscaling Ingress Controllers in  Kubernetes (Daniele Polencic)](https://itnext.io/autoscaling-ingress-controllers-in-kubernetes-c64b47088485) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An operations guide detailing strategies for scaling ingress controllers automatically using Horizontal Pod Autoscalers (HPA) and Prometheus-sourced custom traffic metrics.
-#### 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
@@ -345,20 +419,9 @@
 
 ### Kubernetes Networking (2)
 
-#### Deep Dive (2)
-
-
-??? abstract "Architect's Technical Comparison Table"
-    | Solution | Maturity | Primary Focus | Language | Stars |
-    | :--- | :--- | :--- | :--- | :--- |
-    | [speakerdeck.com: Kubernetes and networks. Why is this so dan hard? 🌟](https://speakerdeck.com/thockin/kubernetes-and-networks-why-is-this-so-dang-hard) |  | Deep Dive | English | 🌟🌟🌟🌟🌟 |
-    | [ronaknathani.com: How a Kubernetes Pod Gets an IP Address 🌟](https://ronaknathani.com/blog/2020/08/how-a-kubernetes-pod-gets-an-ip-address) |  | Deep Dive | Markdown | 🌟🌟🌟🌟🌟 |
-    | [dustinspecker.com: How Do Kubernetes and Docker Create IP Addresses?!](https://dustinspecker.com/posts/how-do-kubernetes-and-docker-create-ip-addresses) |  | Deep Dive | Markdown | 🌟🌟🌟🌟 |
-    | [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) |  | Deep Dive | Bash | 🌟🌟🌟🌟 |
-    | [Network Node Manager](https://github.com/kakao/network-node-manager) |  | Deep Dive | Go | 🌟🌟🌟 |
+#### 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.
@@ -371,7 +434,6 @@
 ??? 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#gid=907731238) |  | 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 | 🌟🌟🌟🌟 |
@@ -381,8 +443,8 @@
     | [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#gid=907731238) [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.
@@ -398,12 +460,7 @@
 
   - **(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:** [Caching](./caching.md) | [Cloudflare](./cloudflare.md) | [Istio](./istio.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)
 
diff --git a/v2-docs/kubernetes-on-premise.md b/v2-docs/kubernetes-on-premise.md
index 55fa6cd4..91eb1751 100644
--- a/v2-docs/kubernetes-on-premise.md
+++ b/v2-docs/kubernetes-on-premise.md
@@ -16,7 +16,34 @@
 
 #### General Reference
 
+  - [wecloudpro.com: Deploy HA kubernetes cluster in AWS in less than 5 minutes](http://wecloudpro.com/2020/01/13/kube-autp-aws.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com in the Kubernetes Tools ecosystem.
+  - [blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](https://blog.kubecost.com/blog/kubernetes-kops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives in the Kubernetes Tools ecosystem.
+  - [imsundeep8.medium.com: Deploy Production-grade Kubernetes Cluster using' kOps on Amazon Cloud (AWS)](https://imsundeep8.medium.com/deploy-production-grade-kubernetes-cluster-using-kops-on-amazon-cloud-aws-abc79f46aa32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering imsundeep8.medium.com: Deploy Production-grade Kubernetes Cluster using' kOps on Amazon Cloud (AWS) in the Kubernetes Tools ecosystem.
+  - [medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm**](https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubernetes-using-kubeadm-3d83ed8c458b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm** in the Kubernetes Tools ecosystem.
+  - [blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟](https://blog.tobias-huebner.org/low-budget-kubernetes-self-hosted-series)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@ZiXianZeroX: Setting Up an On-premise Kubernetes Cluster from' Scratch](https://medium.com/@ZiXianZeroX/setting-up-an-on-premise-kubernetes-cluster-from-scratch-8e3a6b415387)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ZiXianZeroX: Setting Up an On-premise Kubernetes Cluster from' Scratch in the Kubernetes Tools ecosystem.
+  - [faun.pub: Configuring HA Kubernetes cluster on bare metal servers with kubeadm.' 1/3](https://faun.pub/configuring-ha-kubernetes-cluster-on-bare-metal-servers-with-kubeadm-1-2-1e79f0f7857b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Configuring HA Kubernetes cluster on bare metal servers with kubeadm.' 1/3 in the Kubernetes Tools ecosystem.
+  - [blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux](https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux in the Kubernetes Tools ecosystem.
+  - [medium.com/@benjaminacar.private: A Comprehensive Guide to Setup a New K8s' Cluster](https://medium.com/@benjaminacar.private/a-comprehensive-guide-to-setup-a-new-k8s-cluster-4b88e6f021bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@benjaminacar.private: A Comprehensive Guide to Setup a New K8s' Cluster in the Kubernetes Tools ecosystem.
+  - [itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd' (in 3 minutes) 🌟](https://www.itwonderlab.com/en/ansible-kubernetes-vagrant-tutorial)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd' (in 3 minutes) 🌟 in the Kubernetes Tools ecosystem.
+  - [napo.io: Kubernetes The (real) Hard Way on AWS](https://napo.io/posts/kubernetes-the-real-hard-way-on-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering napo.io: Kubernetes The (real) Hard Way on AWS in the Kubernetes Tools ecosystem.
+  - [napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE)](https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE) in the Kubernetes Tools ecosystem.
+  - [medium: Upgrading Kubernetes The Hard Way](https://medium.com/nordcloud-engineering/upgrading-kubernetes-the-hard-way-ac533cfb4ff2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Upgrading Kubernetes The Hard Way in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes the hard way on Docker](https://medium.com/@brightzheng100/kubernetes-the-hard-way-on-docker-f512bae734af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes the hard way on Docker in the Kubernetes Tools ecosystem.
+  - [medium.com/@norlin.t: Kubernetes the hard (illumos) way](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@norlin.t: Kubernetes the hard (illumos) way in the Kubernetes Tools ecosystem.
+  - [medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part](https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc2ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@norlin.t: Kubernetes the hard (illumos) way, last part in the Kubernetes Tools ecosystem.
+  - [medium: ClusterOps: 1-Line Commit to Upgrade Your Kubernetes Clusters 🌟](https://medium.com/swlh/clusterops-1-line-commit-to-upgrade-your-kubernetes-clusters-de3548124d04)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: ClusterOps: 1-Line Commit to Upgrade Your Kubernetes Clusters 🌟 in the Kubernetes Tools ecosystem.
+  - [cncf.io webinar: Deploying Kubernetes to bare metal using cluster API](https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io webinar: Deploying Kubernetes to bare metal using cluster API in the Kubernetes Tools ecosystem.
   - [cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0](https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Cluster API reaches production readiness with version' 1.0 in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: How to run your own kubernetes cluster with Microk8s](https://www.cloudsavvyit.com/13024/how-to-run-your-own-kubernetes-cluster-with-microk8s)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to run your own kubernetes cluster with Microk8s in the Kubernetes Tools ecosystem.
+  - [kubedex.com: Kubernetes Operating Systems 🌟](https://kubedex.com/kubernetes-operating-systems)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com: Kubernetes Operating Systems 🌟 in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Lightweight Kubernetes Distributions](https://www.baeldung.com/ops/kubernetes-lightweight-distributions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Lightweight Kubernetes Distributions in the Kubernetes Tools ecosystem.
+  - [**VMware Kubernetes Tanzu**](https://cloud.vmware.com/tanzu)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **VMware Kubernetes Tanzu** in the Kubernetes Tools ecosystem.
+  - [wecloudpro.com: VMware Tanzu Community Edition 🌟](https://www.wecloudpro.com/2021/11/13/Tanzu-Community-Edition.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com: VMware Tanzu Community Edition 🌟 in the Kubernetes Tools ecosystem.
+  - [Pharos 🌟](https://k8spharos.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Pharos 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: K0s Supports Kubernetes 1.22](https://medium.com/k0sproject/k0s-supports-kubernetes-1-22-a498e41bf5af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: K0s Supports Kubernetes 1.22 in the Kubernetes Tools ecosystem.
+  - [medium: k0s Ready for Production](https://medium.com/k0sproject/k0s-ready-for-production-20255c4b0791)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: k0s Ready for Production in the Kubernetes Tools ecosystem.
+  - [medium: k0s Optimizes Start Time, Adds Cluster Level Backup/Restore and' More](https://medium.com/k0sproject/k0s-optimizes-start-time-adds-cluster-level-backup-restore-and-more-8ffef894a1ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: k0s Optimizes Start Time, Adds Cluster Level Backup/Restore and' More in the Kubernetes Tools ecosystem.
 ## Databases
 
 ### Kubernetes Operators
@@ -31,13 +58,6 @@
 #### Zero Trust
 
   - **(2026)** [==defenseunicorns/zarf==](https://github.com/zarf-dev/zarf) ⭐ 1925 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A highly resilient developer tool designed by Defense Unicorns to package, deploy, and manage Kubernetes clusters and cloud-native applications in strictly air-gapped, offline, or secure zero-trust environments. Zarf bundles container registries, Helm charts, binary dependencies, and configurations into a single cryptographically signed archive file, completely removing internet reliance.
-## DevOps Culture
-
-### Organizational Design
-
-#### Culture and Governance
-
-  - **(2023)** [**blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟**](https://blogs.vmware.com/cloud-foundation) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing platform teams to enable developers.
 ## Education
 
 ### Kubernetes
@@ -83,16 +103,8 @@
 #### Sandboxing
 
   - **(2021)** [==Kata Containers on MicroK8s==](https://github.com/didier-durand/microk8s-kata-containers) ⭐ 34 [SHELL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community repository providing integration instructions and configurations to run Kata Containers within a Canonical MicroK8s environment. This architecture allows security teams to deploy hardware-isolated, hypervisor-sandboxed container runtimes (using QEMU or Cloud Hypervisor) inside lightweight local clusters, resolving tenant isolation concerns in multi-tenant environments.
-### Hybrid Cloud
-
-#### GitOps (1)
-
-  - **(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
 
-#### 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.
 #### 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.
@@ -105,9 +117,6 @@
   - **(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.
@@ -129,6 +138,13 @@
   - **(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
@@ -146,21 +162,6 @@
 #### Enterprise (1)
 
   - **(2026)** [Openshift Container Platform](https://nubenetes.com/openshift/) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes application platform. It adds out-of-the-box developer tooling, integrated security standards, cluster virtualization, internal registry configurations, and Operator-based life cycle management directly over raw Kubernetes.
-## Kubernetes Provisioning
-
-### Cluster Lifecycle
-
-#### Cluster API (2)
-
-  - **(2020)** [**cncf.io webinar: Deploying Kubernetes to bare metal using cluster API**](https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight details cluster bootstrapping mechanics. Live Grounding analyzes the utilization of the Cluster API (CAPI) declarative model to manage bare-metal infrastructure. Highly strategic for on-premises hybrid-cloud operations.
-#### kOps
-
-  - **(2021)** [blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight introduces programmatic cluster deployment. Live Grounding illustrates kOps-driven state configurations and asset automation on cloud providers. Useful for architects demanding self-managed declarative control over AWS instances.
-### Local Environments
-
-#### Infrastructure-as-Code
-
-  - **(2021)** [**itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd (in 3 minutes) 🌟**](https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Curator Insight presents an automated multi-node testing setup. Live Grounding provides high-grade Ansible playbooks coupled with Vagrant VMs running containerd. Highly useful for local multi-node cluster prototyping.
 ## Networking
 
 ### CNI Plugins
@@ -264,19 +265,12 @@
 #### 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.
-#### 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 (2)
+### 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.
-#### Media (1)
-
-  - **(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.
-  - **(2019)** [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  [COMMUNITY-TOOL] β€” The official Weaveworks blog post introducing WKSctl. Demonstrates how to leverage GitOps loops to continuous update node configurations and automatically reconcile discrepancies between virtual infrastructure states and Git declarations.
-### Infrastructure-as-Code (1)
+### Infrastructure-as-Code
 
 #### Exoscale
 
@@ -297,5 +291,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-operators-controllers.md b/v2-docs/kubernetes-operators-controllers.md
index 205675a8..9deeaa83 100644
--- a/v2-docs/kubernetes-operators-controllers.md
+++ b/v2-docs/kubernetes-operators-controllers.md
@@ -32,8 +32,50 @@
 
 #### General Reference
 
+  - [kruschecompany.com: Prometheus Operator – Installing Prometheus Monitoring Within The Kubernetes Environment](https://kruschecompany.com/page-not-found)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kruschecompany.com in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator' for Kubernetes](https://www.hashicorp.com/blog/creating-workspaces-with-the-hashicorp-terraform-operator-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator' for Kubernetes in the Kubernetes Tools ecosystem.
+  - [banzaicloud.com: Kafka rolling upgrade made easy with Supertubes](https://banzaicloud.com/blog/kafka-rolling-upgrade)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Kafka rolling upgrade made easy with Supertubes in the Kubernetes Tools ecosystem.
   - [cncf.io: Kubernetes Operators 101](https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Operators 101 in the Kubernetes Tools ecosystem.
   - [cncf.io: CNCF Operator White Paper (PDF) 🌟](https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: CNCF Operator White Paper (PDF) 🌟 in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Operators : Extending Kubernetes Capabilities](https://levelup.gitconnected.com/operators-extending-kubernetes-capabilities-184df001b7e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: Operators : Extending Kubernetes Capabilities== in the Kubernetes Tools ecosystem.
+  - [medium.com/@samng1991216: Building Kubernetes Operator Application from' Scratch (Part 1)](https://medium.com/@samng1991216/building-kubernetes-operator-application-from-scratch-part-1-211b6b2467df)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@samng1991216: Building Kubernetes Operator Application from' Scratch (Part 1) in the Kubernetes Tools ecosystem.
+  - [medium.com/@mjkool: Kubernetes Operator β€” Simplified!](https://medium.com/@mjkool/kubernetes-operator-simplified-96b8c8f7e627)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mjkool: Kubernetes Operator β€” Simplified! in the Kubernetes Tools ecosystem.
+  - [medium.com/@timebertt: Kubernetes Controllers at Scale: Clients, Caches,' Conflicts, Patches Explained](https://medium.com/@timebertt/kubernetes-controllers-at-scale-clients-caches-conflicts-patches-explained-aa0f7a8b4332)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@timebertt: Kubernetes Controllers at Scale: Clients, Caches,' Conflicts, Patches Explained in the Kubernetes Tools ecosystem.
+  - [alenkacz.medium.com: Kubernetes operator best practices: Implementing observedGeneration](https://alenkacz.medium.com/kubernetes-operator-best-practices-implementing-observedgeneration-250728868792)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alenkacz.medium.com: Kubernetes operator best practices: Implementing observedGeneration in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Build a Kubernetes Operator in 10 Minutes 🌟](https://betterprogramming.pub/build-a-kubernetes-operator-in-10-minutes-11eec1492d30)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Build a Kubernetes Operator in 10 Minutes 🌟 in the Kubernetes Tools ecosystem.
+  - [alain-airom.medium.com: Kubernetes Operators Patterns and Best Practices' 🌟](https://alain-airom.medium.com/kubernetes-operators-patterns-and-best-practices-b7fbaa4cbd1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alain-airom.medium.com: Kubernetes Operators Patterns and Best Practices' 🌟 in the Kubernetes Tools ecosystem.
+  - [awstip.com: Manage AWS services directly from Kubernetes - AWS Controllers' for Kubernetes (ACK)](https://awstip.com/manage-aws-services-directly-from-kubernetes-%EF%B8%8F-6c94e376febb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Manage AWS services directly from Kubernetes - AWS Controllers' for Kubernetes (ACK) in the Kubernetes Tools ecosystem.
+  - [medium.com/@marom.itamar: Kubernetes Controllers, Custom Resources, and' Operators Explained](https://medium.com/@marom.itamar/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marom.itamar: Kubernetes Controllers, Custom Resources, and' Operators Explained in the Kubernetes Tools ecosystem.
+  - [faun.pub: A Definitive guide to Kubernetes Operator β€” The crawl!](https://faun.pub/a-definitive-guide-to-kubernetes-operator-the-crawl-7647b278c28b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: A Definitive guide to Kubernetes Operator β€” The crawl!== in the Kubernetes Tools ecosystem.
+  - [paul-the-kelly.medium.com: Extending the Kubernetes API using Operators](https://paul-the-kelly.medium.com/extending-the-kubernetes-api-using-operators-9ffc8364ae5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering paul-the-kelly.medium.com: Extending the Kubernetes API using Operators in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained](https://faun.pub/kubernetes-controllers-custom-resources-and-operators-explained-8e92f46829f6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Kubernetes Controllers, Custom Resources, and Operators Explained== in the Kubernetes Tools ecosystem.
+  - [medium.com/sda-se: Kubernetes Operator to the rescue. How our own MongoDB' Operator improved our deployments](https://medium.com/sda-se/kubernetes-operator-to-the-rescue-how-our-own-mongodb-operator-improved-our-deployments-6d5ba3324abc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/sda-se: Kubernetes Operator to the rescue. How our own MongoDB' Operator improved our deployments in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How To Use Server-Side Apply in K8S Operators](https://betterprogramming.pub/how-to-use-server-side-apply-in-k8s-operators-5cbff023183c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Use Server-Side Apply in K8S Operators in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Goldilocks vs. KRR](https://betterprogramming.pub/goldilocks-vs-krr-c986dfd7484d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Goldilocks vs. KRR in the Kubernetes Tools ecosystem.
+  - [medium.com/lonto-digital-services-integrator: Why We Developed Own Kubernetes' Controller to Copy Secrets](https://medium.com/lonto-digital-services-integrator/why-we-developed-own-kubernetes-controller-to-copy-secrets-e46368ae6db9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/lonto-digital-services-integrator: Why We Developed Own Kubernetes' Controller to Copy Secrets in the Kubernetes Tools ecosystem.
+  - [medium.com/@senjutide2000: Designing a Controller for Custom Resources from' scratch for absolute beginners](https://medium.com/@senjutide2000/designing-a-controller-for-custom-resources-from-scratch-for-absolute-beginners-9cb84b7f906f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@senjutide2000: Designing a Controller for Custom Resources from' scratch for absolute beginners in the Kubernetes Tools ecosystem.
+  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mikakrief: Using Azure Service Operator v2 in the Kubernetes Tools ecosystem.
+  - [dragondscv.medium.com: Controller runtime β€” handle resource deletion with' predicate](https://dragondscv.medium.com/controller-runtime-handle-resource-deletion-with-predicate-f69d09dd5802)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dragondscv.medium.com: Controller runtime β€” handle resource deletion with' predicate in the Kubernetes Tools ecosystem.
+  - [medium.com/@magstherdev: OpenTelemetry Operator](https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry Operator in the Kubernetes Tools ecosystem.
+  - [medium.com/@adnn.selimovic: Creating Kubernetes operator using **Kubebuilder**](https://medium.com/@adnn.selimovic/creating-kubernetes-operator-using-kubebuilder-15db5f29ee50)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adnn.selimovic: Creating Kubernetes operator using **Kubebuilder** in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: A New Pattern that Simplifies Operator Building](https://medium.com/geekculture/a-new-pattern-that-simplifies-operator-building-39df5d021cfa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: A New Pattern that Simplifies Operator Building in the Kubernetes Tools ecosystem.
+  - [qdnqn.com: Creating Kubernetes operator using Kubebuilder](https://qdnqn.com/creating-kubernetes-operator-using-kubebuilder)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qdnqn.com: Creating Kubernetes operator using Kubebuilder in the Kubernetes Tools ecosystem.
+  - [magalix.com: Creating Custom Kubernetes Operators](https://www.magalix.com/blog/creating-custom-kubernetes-operators)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Creating Custom Kubernetes Operators in the Kubernetes Tools ecosystem.
+  - [medium.com: Writing Your First Kubernetes Operator](https://medium.com/faun/writing-your-first-kubernetes-operator-8f3df4453234)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Writing Your First Kubernetes Operator in the Kubernetes Tools ecosystem.
+  - [medium: From Zero to Kubernetes Operator](https://medium.com/@victorpaulo/from-zero-to-kubernetes-operator-dd06436b9d89)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: From Zero to Kubernetes Operator in the Kubernetes Tools ecosystem.
+  - [cloudark.medium.com: Writing Kubernetes Custom Controllers](https://cloudark.medium.com/kubernetes-custom-controllers-b6c7d0668fdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudark.medium.com: Writing Kubernetes Custom Controllers in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Dummy Operator in Java](https://medium.com/xgeeks/kubernetes-dummy-operator-in-java-6b2f26198a55)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Dummy Operator in Java in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Build a Highly Available Kubernetes Operator Using' Golang](https://betterprogramming.pub/building-a-highly-available-kubernetes-operator-using-golang-fe4a44c395c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Build a Highly Available Kubernetes Operator Using' Golang in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Writing Custom Kubernetes Controller and Webhooks](https://betterprogramming.pub/writing-custom-kubernetes-controller-and-webhooks-141230820e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Writing Custom Kubernetes Controller and Webhooks in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How To Write Tests for Your Kubernetes Operator](https://betterprogramming.pub/write-tests-for-your-kubernetes-operator-d3d6a9530840)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Write Tests for Your Kubernetes Operator in the Kubernetes Tools ecosystem.
+  - [KUDO: The Kubernetes Universal Declarative Operator 🌟](https://kudo.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering KUDO: The Kubernetes Universal Declarative Operator 🌟 in the Kubernetes Tools ecosystem.
+## Architecture
+
+### Kubernetes Operators
+
+#### 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
 
 ### Kubernetes and Containers
@@ -41,6 +83,13 @@
 #### 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
@@ -75,6 +124,13 @@
 #### 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#about-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
@@ -145,11 +201,6 @@
 #### 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.
-### 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
@@ -178,67 +229,79 @@
   - **(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 Provisioning
+#### Node Upgrades
 
 ##### 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.
+### Container Orchestration
+
+#### Kubernetes Operators (1)
+
+  - **(2023)** [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains Operator Lifecycle Manager (OLM) as part of the Operator Framework. Highlights catalog management, automated dependency resolution, security upgrades, and dynamic operator scaling across production enterprise clusters.
 ### Control Plane
 
 #### etcd Coordination
 
-##### Operators (7)
+##### Operators (6)
 
   - **(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 (8)
+##### Operators (7)
 
   - **(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 (9)
+##### 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 (10)
+##### 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
 
-##### Operators (11)
+##### Operators (10)
 
   - **(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 (12)
+##### Operators (11)
 
   - **(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
 
-##### Operators (13)
+##### Operators (12)
 
   - **(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 (14)
+##### 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 (15)
+##### Operators (14)
 
   - **(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
@@ -253,6 +316,11 @@
 #### 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
@@ -260,6 +328,13 @@
 #### 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
 
 ### Argo Project Ecosystem
@@ -273,16 +348,16 @@
 
 #### Video Processing
 
-##### Operators (16)
+##### Operators (15)
 
   - **(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
+## Networking (1)
 
 ### DNS
 
 #### Service Discovery
 
-##### Operators (17)
+##### Operators (16)
 
   - **(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
@@ -302,14 +377,14 @@
 
 #### Host Port Allocation
 
-##### Operators (18)
+##### Operators (17)
 
   - **(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 (19)
+##### Operators (18)
 
   - **(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
@@ -328,31 +403,31 @@
 
 #### Pipeline Management
 
-##### Operators (20)
+##### Operators (19)
 
   - **(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 (21)
+##### Operators (20)
 
   - **(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
 
-##### Operators (22)
+##### Operators (21)
 
   - **(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 (23)
+##### Operators (22)
 
   - **(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 (24)
+##### Operators (23)
 
   - **(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
@@ -386,13 +461,13 @@
 
 ### Kubernetes (1)
 
-#### Networking (1)
+#### Networking (2)
 
   - **(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 (25)
+#### Operators (24)
 
   - **(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.
@@ -402,7 +477,7 @@
   - **(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
+## Platform Engineering (1)
 
 ### GitOps and Configuration
 
@@ -422,7 +497,7 @@
 #### Conceptual Overviews (2)
 
   - **(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 (1)
+#### Registries and Catalogs
 
   - **(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
@@ -434,19 +509,19 @@
 
 #### Synthetic Monitoring
 
-##### Operators (26)
+##### Operators (25)
 
   - **(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 (27)
+##### Operators (26)
 
   - **(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 (28)
+##### Operators (27)
 
   - **(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
@@ -455,64 +530,64 @@
 
 #### Migration
 
-##### Operators (29)
+##### Operators (28)
 
   - **(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 (30)
+##### Operators (29)
 
   - **(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.
 #### Architectural Pattern
 
-##### Operators (31)
+##### Operators (30)
 
   - **(2021)** [itnext.io: Kubernetes Operators: Cruise Control for Managing Cloud-Native Apps](https://itnext.io/kubernetes-operators-cruise-control-for-managing-cloud-native-apps-db328ef8e345) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An analytical article comparing manual sysadmin runbooks with the automatic capabilities of Operators. It covers automated backups, version migrations, and disaster recovery loops.
 #### Concepts
 
-##### Operators (32)
+##### 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 (33)
+##### 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.
 #### Hands-on Development
 
-##### Operators (34)
+##### Operators (33)
 
   - **(2021)** [itnext.io: Kubexpose: A Kubernetes Operator, for fun and profit!](https://itnext.io/kubexpose-a-kubernetes-operator-for-fun-and-profit-f528586eee07) [N/A CONTENT]  [EMERGING] β€” A practical walk-through detailing the development of Kubexpose, an experimental custom controller designed to simplify cluster service exposure rules.
 #### Introductory
 
-##### Operators (35)
+##### Operators (34)
 
   - **(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 (36)
+##### Operators (35)
 
   - **(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 (37)
+##### Operators (36)
 
   - **(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 (38)
+##### Operators (37)
 
   - **(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 (39)
+##### Operators (38)
 
   - **(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 (40)
+##### Operators (39)
 
   - **(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
@@ -521,55 +596,60 @@
 
 #### Dynamic RBAC
 
-##### Operators (41)
+##### Operators (40)
 
   - **(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 (42)
+##### Operators (41)
 
   - **(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 (43)
+##### Operators (42)
 
   - **(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 (1)
+#### Platform Engineering (2)
 
-##### Operators (44)
+##### Operators (43)
 
   - **(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 (45)
+##### Operators (44)
 
   - **(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
+
+##### 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 (46)
+##### Operators (45)
 
   - **(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 (47)
+##### Operators (46)
 
   - **(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 (48)
+##### Operators (47)
 
   - **(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 (49)
+##### Operators (48)
 
   - **(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
@@ -606,11 +686,11 @@
 #### 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 (50)
+#### Operators (49)
 
   - **(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:** [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-releases.md b/v2-docs/kubernetes-releases.md
index 7047b7c5..8bfee38a 100644
--- a/v2-docs/kubernetes-releases.md
+++ b/v2-docs/kubernetes-releases.md
@@ -3,6 +3,19 @@
 !!! info "Architectural Context"
     Detailed reference for Kubernetes Releases in the context of The Container Stack.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [magalix: What You Should Know about Kubernetes 1.20](https://www.magalix.com/blog/what-you-should-know-about-kubernetes-1.20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix: What You Should Know about Kubernetes 1.20 in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes v1.22 ends Cloud Provider LoadBalancer lock-in](https://medium.com/thermokline/kubernetes-v1-22-ends-cloud-provider-loadbalancer-lock-in-80ed7907695e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes v1.22 ends Cloud Provider LoadBalancer lock-in in the Kubernetes Tools ecosystem.
+  - [blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?](https://blog.runx.dev/will-that-kubernetes-v1-22-upgrade-break-my-application-cc339dc2e2c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?== in the Kubernetes Tools ecosystem.
+  - [inder-devops.medium.com: It’s Time to Migrate your Container Runtime, Kubernetes' 1.24 is coming](https://inder-devops.medium.com/its-time-to-migrate-your-container-runtime-kubernetes-1-24-is-coming-f0c0b6b9bb90)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inder-devops.medium.com: It’s Time to Migrate your Container Runtime, Kubernetes' 1.24 is coming in the Kubernetes Tools ecosystem.
+  - [alexandrev.medium.com: Kubernetes Autoscaling 1.26: A Game-Changer for KEDA' Users?](https://alexandrev.medium.com/kubernetes-autoscaling-1-26-a-game-changer-for-keda-users-c718a81fb155)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexandrev.medium.com: Kubernetes Autoscaling 1.26: A Game-Changer for KEDA' Users? in the Kubernetes Tools ecosystem.
+  - [medium.com/@jonathan_37674: Kubernetes 1.27: Everything You Should Know' | ARMO](https://medium.com/@jonathan_37674/kubernetes-1-27-everything-you-should-know-armo-236de6d77272)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: Kubernetes 1.27: Everything You Should Know' | ARMO in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Kubernetes Planternetes v1.28: Non-Graceful Node' Shutdown Feature](https://levelup.gitconnected.com/kubernetes-planternetes-v1-28-non-graceful-node-shutdown-feature-8608d5073519)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kubernetes Planternetes v1.28: Non-Graceful Node' Shutdown Feature in the Kubernetes Tools ecosystem.
 ## Cloud Integrations
 
 ### AWS
@@ -202,5 +215,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-security.md b/v2-docs/kubernetes-security.md
index 6fe7f06c..855d7f3c 100644
--- a/v2-docs/kubernetes-security.md
+++ b/v2-docs/kubernetes-security.md
@@ -14,11 +14,101 @@
 
 #### General Reference
 
+  - [jetstack.io: Securing Istio workloads with mTLS using cert-manager](https://www.cyberark.com/venafi-and-cyberark-machine-identity-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberark.com in the Kubernetes Tools ecosystem.
+  - [faun.pub: External Secret Operator on AKS (with Terraform) for Azure Key' Vault Integration (with Workload Identity)](https://faun.pub/external-secret-operator-on-aks-with-terraform-for-azure-key-vault-integration-with-workload-1d0c31082373)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: External Secret Operator on AKS (with Terraform) for Azure Key' Vault Integration (with Workload Identity) in the Kubernetes Tools ecosystem.
+  - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Single Sign-On in Kubernetes in the Kubernetes Tools ecosystem.
   - [Dzone - OAuth 2.0](https://dzone.com/articles/oauth-20-beginners-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone - OAuth 2.0 in the Kubernetes Tools ecosystem.
+  - [medium: How to Harden Your Kubernetes Cluster for Production 🌟](https://medium.com/better-programming/how-to-harden-your-kubernetes-cluster-for-production-7e47990efc2a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Harden Your Kubernetes Cluster for Production 🌟 in the Kubernetes Tools ecosystem.
   - [cncf.io: Kubernetes Security 🌟](https://www.cncf.io/blog/2021/03/22/kubernetes-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes Security 🌟 in the Kubernetes Tools ecosystem.
+  - [redkubes.com: 10 Kubernetes Security Risks & Best Practices](https://redkubes.com/10-kubernetes-security-risks-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering redkubes.com: 10 Kubernetes Security Risks & Best Practices in the Kubernetes Tools ecosystem.
+  - [blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0](https://blog.kasten.io/ransomware-protection-kasten-k10-v4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0 in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Enforce Audit Policy in Kubernetes (k8s)](https://levelup.gitconnected.com/enforce-audit-policy-in-kubernetes-k8s-34e504733300)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Enforce Audit Policy in Kubernetes (k8s) in the Kubernetes Tools ecosystem.
+  - [magalix.com: Top 8 Kubernetes Security Best Practices 🌟](https://www.magalix.com/blog/top-8-kubernetes-security-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Top 8 Kubernetes Security Best Practices 🌟 in the Kubernetes Tools ecosystem.
   - [cncf.io: How to secure your Kubernetes control plane and node components](https://www.cncf.io/blog/2021/08/20/how-to-secure-your-kubernetes-control-plane-and-node-components)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cncf.io: How to secure your Kubernetes control plane and node components== in the Kubernetes Tools ecosystem.
+  - [akhilsharma.work: The 4C's of Kubernetes Security](https://akhilsharma.work/the-4cs-of-kubernetes-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akhilsharma.work: The 4C's of Kubernetes Security in the Kubernetes Tools ecosystem.
+  - [medium: Securing the Kubernetes cluster | Lessandro Z. Ugulino](https://medium.com/@lessandro.ugulino/securing-the-kubernetes-cluster-c5ab43fe0dd0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Securing the Kubernetes cluster | Lessandro Z. Ugulino in the Kubernetes Tools ecosystem.
+  - [amazicworld.com: Top 5 security threats unique to a Kubernetes and Cloud' Native stack](https://amazicworld.com/top-5-security-threats-unique-to-a-kubernetes-and-cloud-native-stack)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amazicworld.com: Top 5 security threats unique to a Kubernetes and Cloud' Native stack in the Kubernetes Tools ecosystem.
+  - [venturebeat.com: Kubernetes security will have a breakout year in 2022](https://venturebeat.com/2021/12/27/kubernetes-security-will-have-a-breakout-year-in-2022)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Kubernetes security will have a breakout year in 2022 in the Kubernetes Tools ecosystem.
+  - [medium: Comparing Kubernetes Security Frameworks and Guidance 🌟](https://medium.com/@jonathan_37674/comparing-kubernetes-security-frameworks-and-guidance-f1c2821ea733)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Comparing Kubernetes Security Frameworks and Guidance== 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: How is security managed in Kubernetes clusters?](https://blog.devgenius.io/how-is-security-managed-in-kubernetes-clusters-addefffd2b0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: How is security managed in Kubernetes clusters? in the Kubernetes Tools ecosystem.
+  - [medium.com/@jonathan_37674: Kubernetes Security Best Practices: Definitive' Guide](https://medium.com/@jonathan_37674/kubernetes-security-best-practices-definitive-guide-bcb546e9f529)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@jonathan_37674: Kubernetes Security Best Practices: Definitive' Guide== in the Kubernetes Tools ecosystem.
+  - [faun.pub: From dev to admin: an easy Kubernetes privilege escalation you' should be aware of β€” the attack](https://faun.pub/from-dev-to-admin-an-easy-kubernetes-privilege-escalation-you-should-be-aware-of-the-attack-950e6cf76cac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: From dev to admin: an easy Kubernetes privilege escalation you' should be aware of β€” the attack in the Kubernetes Tools ecosystem.
+  - [medium.com/@dotdc: Is your Kubernetes API Server exposed? Learn how to' check and fix! 🌟](https://medium.com/@dotdc/is-your-kubernetes-api-server-exposed-learn-how-to-check-and-fix-609ab9638fae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@dotdc: Is your Kubernetes API Server exposed? Learn how to' check and fix!== 🌟 in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: The Core of Kubernetes Security: Clusters](https://levelup.gitconnected.com/the-core-of-kubernetes-security-clusters-5d9a69f1dba4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: The Core of Kubernetes Security: Clusters in the Kubernetes Tools ecosystem.
+  - [medium.com/@codingkarma: Kubernetes Goat Part-1](https://medium.com/@codingkarma/kubernetes-goat-part-1-8718b1345a42)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@codingkarma: Kubernetes Goat Part-1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@badawekoo: Limit number of processes running in a Kubernetes' pod](https://medium.com/@badawekoo/limit-number-of-processes-running-in-a-kubernetes-pod-50ccf156ec18)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@badawekoo: Limit number of processes running in a Kubernetes' pod== in the Kubernetes Tools ecosystem.
+  - [medium.com/cloudyrion: Kubernetes end-to-end chain exploit](https://medium.com/cloudyrion/kubernetes-end-to-end-chain-exploit-c2be32688fd0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloudyrion: Kubernetes end-to-end chain exploit in the Kubernetes Tools ecosystem.
+  - [xgrid.medium.com: Securing a Kubernetes cluster using TLS certificates' 🌟](https://xgrid.medium.com/securing-a-kubernetes-cluster-using-tls-certificates-5e64a6bb26de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==xgrid.medium.com: Securing a Kubernetes cluster using TLS certificates==' 🌟 in the Kubernetes Tools ecosystem.
+  - [ahmedy.hashnode.dev: Creating TLS Certificates for K8s components with OpenSSL](https://ahmedy.hashnode.dev/creating-tls-certificates-for-k8s-components-with-openssl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ahmedy.hashnode.dev: Creating TLS Certificates for K8s components with OpenSSL in the Kubernetes Tools ecosystem.
+  - [erkanzileli.medium.com: How TLS Certificates Work](https://erkanzileli.medium.com/how-tls-certificates-work-422d95f1df5e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==erkanzileli.medium.com: How TLS Certificates Work== in the Kubernetes Tools ecosystem.
+  - [medium.com/@martin.hodges: Using a wildcard certificate within your Kubernetes' cluster](https://medium.com/@martin.hodges/using-a-wildcard-certificate-within-your-kubernetes-cluster-87c014e8dafe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@martin.hodges: Using a wildcard certificate within your Kubernetes' cluster in the Kubernetes Tools ecosystem.
+  - [blog.cloudsecque.com: How to Improve the Security of Your Applications' with Kubernetes Security Scanners](https://blog.cloudsecque.com/how-to-improve-the-security-of-your-applications-with-kubernetes-security-scanners-cda97fd2f574)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.cloudsecque.com: How to Improve the Security of Your Applications' with Kubernetes Security Scanners== in the Kubernetes Tools ecosystem.
+  - [techmanyu.com: Kubernetes Security with Kube-bench and Kube-hunter 🌟](https://www.techmanyu.com/kubernetes-security-with-kube-bench-and-kube-hunter-6765bf44ebc6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techmanyu.com: Kubernetes Security with Kube-bench and Kube-hunter 🌟 in the Kubernetes Tools ecosystem.
+  - [aninditabasak.medium.com: A Lap around Kubernetes Security & Vulnerability' scanning Tools β€” checkov, kube-hunter, kube-bench & Starboard](https://aninditabasak.medium.com/a-lap-around-kubernetes-security-vulnerability-scanning-tools-checkov-kube-hunter-kube-bench-4ffda92c4cf1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==aninditabasak.medium.com: A Lap around Kubernetes Security & Vulnerability' scanning Tools β€” checkov, kube-hunter, kube-bench & Starboard== in the Kubernetes Tools ecosystem.
+  - [towardsdev.com: 12 Scanners to Find Security Vulnerabilities and Misconfigurations' in Kubernetes](https://towardsdev.com/12-scanners-to-find-security-vulnerabilities-and-misconfigurations-in-kubernetes-332a738d076d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdev.com: 12 Scanners to Find Security Vulnerabilities and Misconfigurations' in Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Gatekeeper | K8 hardening backlog](https://faun.pub/gatekeeper-k8-hardening-backlog-956d1b6860b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Gatekeeper | K8 hardening backlog in the Kubernetes Tools ecosystem.
+  - [systemweakness.com: OWASP-K8S Security: Insecure Workload Configurations](https://systemweakness.com/owasp-k8s-security-insecure-workload-configurations-c14c4028beb1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering systemweakness.com: OWASP-K8S Security: Insecure Workload Configurations in the Kubernetes Tools ecosystem.
+  - [darkreading.com: Top 10 Kubernetes Security Risks Every DevSecOps Pro Should' Know](https://www.darkreading.com/dr-tech/top-10-kubernetes-security-risks-every-devsecops-needs-to-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering darkreading.com: Top 10 Kubernetes Security Risks Every DevSecOps Pro Should' Know in the Kubernetes Tools ecosystem.
+  - [Kubernetes Hardening Guidance 🌟🌟](https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDENING%20GUIDANCE.PDF)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Hardening Guidance 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [aymen-abdelwahed.medium.com: K8s Operators β€” CIS Kubernetes Benchmarks](https://aymen-abdelwahed.medium.com/k8s-operators-cis-benchmarks-8d7915d5cb2d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aymen-abdelwahed.medium.com: K8s Operators β€” CIS Kubernetes Benchmarks in the Kubernetes Tools ecosystem.
+  - [medium: Working with Service Account In Kubernetes 🌟](https://medium.com/the-programmer/working-with-service-account-in-kubernetes-df129cb4d1cc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Working with Service Account In Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [sandeepbaldawa.medium.com: Service Accounts in K8s (Kubernetes)](https://sandeepbaldawa.medium.com/service-accounts-in-k8s-kubernetes-2779ee4fb331)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sandeepbaldawa.medium.com: Service Accounts in K8s (Kubernetes) in the Kubernetes Tools ecosystem.
+  - [medium.com/pareture: Kubernetes Bound Projected Service Account Token Volumes' Might Surprise You](https://medium.com/pareture/kubernetes-bound-projected-service-account-token-volumes-might-surprise-you-434ff2cd1483)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/pareture: Kubernetes Bound Projected Service Account Token Volumes' Might Surprise You in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: K8s β€” ServiceAccount Token](https://medium.com/geekculture/k8s-serviceaccount-token-313d62aee119)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: K8s β€” ServiceAccount Token in the Kubernetes Tools ecosystem.
+  - [motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure' Workload Identity Federation](https://motilayo.hashnode.dev/exploring-kubernetes-service-account-tokens-and-secure-workload-identity-federation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure' Workload Identity Federation in the Kubernetes Tools ecosystem.
+  - [overcast.blog: Kubernetes Service Accounts: A Practical Guide](https://overcast.blog/kubernetes-service-accounts-a-practical-guide-f99c1ed65483)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overcast.blog: Kubernetes Service Accounts: A Practical Guide in the Kubernetes Tools ecosystem.
   - [cncf.io: Revealing the secrets of Kubernetes secrets 🌟](https://www.cncf.io/blog/2021/04/22/revealing-the-secrets-of-kubernetes-secrets)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Revealing the secrets of Kubernetes secrets 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud](https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20dca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Secrets Explained](https://medium.com/codex/kubernetes-secrets-explained-f45baf8cefa7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Secrets Explained in the Kubernetes Tools ecosystem.
+  - [medium: Managing your sensitive information during GitOps process with Secret' Sealed](https://medium.com/@jerome_tarte/managing-your-sensitive-information-during-gitops-process-with-secret-sealed-27498c77e2b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Managing your sensitive information during GitOps process with Secret' Sealed in the Kubernetes Tools ecosystem.
+  - [enlear.academy: Sealed Secrets with Kubernetes](https://enlear.academy/sealed-secrets-with-kubernetes-a3f4d13dbc17)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==enlear.academy: Sealed Secrets with Kubernetes== in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: Sealed Secrets for Kubernetes](https://medium.com/codex/sealed-secrets-for-kubernetes-722d643eb658)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Sealed Secrets for Kubernetes in the Kubernetes Tools ecosystem.
+  - [carlosalca.medium.com: How to manage all my K8s secrets in git securely' with Bitnami Sealed Secrets](https://carlosalca.medium.com/how-to-manage-all-my-k8s-secrets-in-git-securely-with-bitnami-sealed-secrets-43580b8fa0c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering carlosalca.medium.com: How to manage all my K8s secrets in git securely' with Bitnami Sealed Secrets in the Kubernetes Tools ecosystem.
+  - [pjame-fb.medium.com: Kubernetes Secrets from Secrets Manager using External' Secrets Operators](https://pjame-fb.medium.com/kubernetes-secrets-from-secrets-manager-using-external-secrets-operators-4819562c3b02)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pjame-fb.medium.com: Kubernetes Secrets from Secrets Manager using External' Secrets Operators in the Kubernetes Tools ecosystem.
+  - [mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated](https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc?gi=a7ce4398a8d7)  [COMMUNITY-TOOL] [LEGACY] β€” A curated technical resource and architectural guide covering mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated in the Kubernetes Tools ecosystem.
+  - [faun.pub: Secrets | Kubernetes](https://faun.pub/secrets-kubernetes-298ea8dd9911)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Secrets | Kubernetes== in the Kubernetes Tools ecosystem.
+  - [medium.com/@knoldus: Using sealed secrets in Kubernetes](https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@knoldus: Using sealed secrets in Kubernetes in the Kubernetes Tools ecosystem.
+  - [eminalemdar.medium.com: Cloud Native Secret Management with External Secrets' Operator](https://eminalemdar.medium.com/cloud-native-secret-management-with-external-secrets-operator-2912f41f9c49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eminalemdar.medium.com: Cloud Native Secret Management with External Secrets' Operator in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Handle Kubernetes Secrets the GitOps Way β€” Part' 1](https://medium.com/google-cloud/handle-kubernetes-secrets-the-gitops-way-part-1-7079bd8221f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Handle Kubernetes Secrets the GitOps Way β€” Part' 1 in the Kubernetes Tools ecosystem.
+  - [Using SSL certificates from Let’s Encrypt in your Kubernetes Ingress via cert-manager 🌟](https://medium.com/flant-com/cert-manager-lets-encrypt-ssl-certs-for-kubernetes-7642e463bbce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Using SSL certificates from Let’s Encrypt in your Kubernetes Ingress via cert-manager 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Encrypting the certificate for Kubernetes (Let’s Encrypt) 🌟](https://medium.com/avmconsulting-blog/encrypting-the-certificate-for-kubernetes-lets-encrypt-805d2bf88b2a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Encrypting the certificate for Kubernetes (Let’s Encrypt) 🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Kubernetes and SSL Certificate Management 🌟](https://betterprogramming.pub/kubernetes-and-ssl-certificate-management-5f6a4b6f5ae9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Kubernetes and SSL Certificate Management 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: Automate Certificate Management In Kubernetes Using Cert-Manager](https://faun.pub/automate-certificate-management-in-kubernetes-using-cert-manager-d0745e5c7757)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Automate Certificate Management In Kubernetes Using Cert-Manager in the Kubernetes Tools ecosystem.
+  - [medium.com/@knoldus: Configure SSL certificate with cert-manager on Kubernetes](https://medium.com/@knoldus/configure-ssl-certificate-with-cert-manager-on-kubernetes-e5ca8a804e16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@knoldus: Configure SSL certificate with cert-manager on Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Automated DNS/TLS with External DNS & LetsEncrypt on' Kubernetes](https://blog.devgenius.io/automated-dns-tls-with-external-dns-letsencrypt-on-kubernetes-6f4f41827df9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Automated DNS/TLS with External DNS & LetsEncrypt on' Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Let’s encrypt and CertManager](https://faun.pub/lets-encrypt-and-certmanager-aa88775730b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Let’s encrypt and CertManager== in the Kubernetes Tools ecosystem.
+  - [armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress' via Terraform](https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingress-via-terraform-c9f595ee65fa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress' via Terraform in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Kubernetes Authentication Sidecars: A Revelation' in Microservice Architecture](https://betterprogramming.pub/kubernetes-authentication-sidecars-a-revelation-in-microservice-architecture-12c4608189ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Kubernetes Authentication Sidecars: A Revelation' in Microservice Architecture in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: SSO Authentication for Applications in Kubernetes](https://blog.devgenius.io/sso-authentication-for-applications-in-kubernetes-aedc3c189d89)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: SSO Authentication for Applications in Kubernetes in the Kubernetes Tools ecosystem.
+  - [imanishchaudhary.medium.com: Securing Kubernetes Dashboards: SSO Authentication' and RBAC Implementation with Okta and OAuth2 Proxy](https://imanishchaudhary.medium.com/secure-kubernetes-dashboards-with-sso-authentication-using-okta-oauth2-proxy-9e52189e9749)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering imanishchaudhary.medium.com: Securing Kubernetes Dashboards: SSO Authentication' and RBAC Implementation with Okta and OAuth2 Proxy in the Kubernetes Tools ecosystem.
+  - [Configure RBAC in Kubernetes Like a Boss 🌟](https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a8665dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Configure RBAC in Kubernetes Like a Boss 🌟 in the Kubernetes Tools ecosystem.
+  - [Kubernetes RBAC Permission Manager 🌟](https://toolbox.kali-linuxtr.net/kubernetes-rbac-permission-manager.tool)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes RBAC Permission Manager 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/devops-mojo: Kubernetes β€” Role-Based Access Control (RBAC) Overview](https://medium.com/devops-mojo/kubernetes-role-based-access-control-rbac-overview-introduction-rbac-with-kubernetes-what-is-2004d13195df)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-mojo: Kubernetes β€” Role-Based Access Control (RBAC) Overview in the Kubernetes Tools ecosystem.
+  - [loft-sh.medium.com: 10 Essentials for Kubernetes Access Control](https://loft-sh.medium.com/10-essentials-for-kubernetes-access-control-a67ae72977dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering loft-sh.medium.com: 10 Essentials for Kubernetes Access Control in the Kubernetes Tools ecosystem.
+  - [sumanthkumarc.medium.com: Kubernetes RBAC β€” Update default ClusterRoles' without editing them](https://sumanthkumarc.medium.com/kubernetes-rbac-update-default-clusterroles-without-editing-them-ef206254e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sumanthkumarc.medium.com: Kubernetes RBAC β€” Update default ClusterRoles' without editing them in the Kubernetes Tools ecosystem.
+  - [faun.pub: Assign permissions to an user in Kubernetes. An overview of RBAC-based' AuthZ in k8s 🌟](https://faun.pub/assign-permissions-to-an-user-in-kubernetes-an-overview-of-rbac-based-authz-in-k8s-7d9e5e1099f1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Assign permissions to an user in Kubernetes. An overview of RBAC-based' AuthZ in k8s 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@badawekoo: Using RBAC in Kubernetes for authorization-Complete' Demo-Part 1](https://medium.com/@badawekoo/using-rbac-in-kubernetes-for-authorization-complete-demo-part-1-83f0a1fb8f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@badawekoo: Using RBAC in Kubernetes for authorization-Complete' Demo-Part 1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@15daniel10: YOYO attack on a K8S cluster](https://medium.com/@15daniel10/yoyo-attack-on-a-k8s-cluster-102bc1d5ca3e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@15daniel10: YOYO attack on a K8S cluster== in the Kubernetes Tools ecosystem.
+  - [medium.com/@danielepolencic: How does RBAC work in kubernetes 🌟](https://medium.com/@danielepolencic/how-does-rbac-work-in-kubernetes-d50dd34771ca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@danielepolencic: How does RBAC work in kubernetes== 🌟 in the Kubernetes Tools ecosystem.
+  - [dominik-tornow.medium.com: Inside Kubernetes RBAC](https://dominik-tornow.medium.com/inside-kubernetes-rbac-9988b08a738a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dominik-tornow.medium.com: Inside Kubernetes RBAC== in the Kubernetes Tools ecosystem.
+  - [medium.com/@jtdv01: Kubernetes Authorization and Role Based Access Controls' 🌟](https://medium.com/@jtdv01/kubernetes-authorization-and-role-based-access-controls-ca0b7acc17a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@jtdv01: Kubernetes Authorization and Role Based Access Controls==' 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: Give Users and Groups Access to Kubernetes Cluster Using RBAC](https://faun.pub/give-users-and-groups-access-to-kubernetes-cluster-using-rbac-b614b6c0b383)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Give Users and Groups Access to Kubernetes Cluster Using RBAC== in the Kubernetes Tools ecosystem.
+  - [medium.com/@danielepolencic: AWS IAM Roles for service accounts for on-prem' clusters](https://medium.com/@danielepolencic/binding-aws-iam-roles-to-kubernetes-service-account-for-on-prem-clusters-b8bac41f269d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@danielepolencic: AWS IAM Roles for service accounts for on-prem' clusters in the Kubernetes Tools ecosystem.
+  - [medium.com/andcloudio: Setting up Authentication and RBAC Authorization' in Kubernetes](https://medium.com/andcloudio/creating-authentication-and-authorization-in-kubernetes-c6c5f0f1d2ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/andcloudio: Setting up Authentication and RBAC Authorization' in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@mehmetodabashi: Authentication and Authorization in Kubernetes:' Client Certificates and Role Based Access Control (RBAC)](https://medium.com/@mehmetodabashi/authentication-and-authorization-in-kubernetes-client-certificates-and-role-based-access-control-d4e98a3c1098)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mehmetodabashi: Authentication and Authorization in Kubernetes:' Client Certificates and Role Based Access Control (RBAC) in the Kubernetes Tools ecosystem.
+  - [medium.com/@brunoolimpio: Kubernetes DeepDive β€” Parte 2 - Kubernetes RBAC' and more... | Bruno Olimpio](https://medium.com/@brunoolimpio/kubernetes-deepdive-parte-2-a65ffdce596d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@brunoolimpio: Kubernetes DeepDive β€” Parte 2 - Kubernetes RBAC' and more... | Bruno Olimpio in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟](https://blog.styra.com/blog/why-rbac-is-not-enough-for-kubernetes-api-security)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/dynatrace-engineering: Kubernetes Security Best Practices Part' 2: Network Policies](https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part-2-network-policies-405b36ed9d94)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dynatrace-engineering: Kubernetes Security Best Practices Part' 2: Network Policies in the Kubernetes Tools ecosystem.
+  - [medium.com/@cloud_tips: Kubernetes Security Best Practices](https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@cloud_tips: Kubernetes Security Best Practices in the Kubernetes Tools ecosystem.
+  - [magalix.com: kubernetes authentication 🌟](https://www.magalix.com/blog/kubernetes-authentication)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: kubernetes authentication 🌟 in the Kubernetes Tools ecosystem.
+  - [magalix.com: kubernetes authorization 🌟](https://www.magalix.com/blog/kubernetes-authorization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: kubernetes authorization 🌟 in the Kubernetes Tools ecosystem.
+  - [lisowski0925.medium.com: Using Kubernetes Certificate Signing Requests and' RBAC for User Authentication and Authorization](https://lisowski0925.medium.com/using-kubernetes-csrs-and-rbac-for-cluster-user-authentication-and-authorization-9df5498655cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lisowski0925.medium.com: Using Kubernetes Certificate Signing Requests and' RBAC for User Authentication and Authorization in the Kubernetes Tools ecosystem.
+  - [Kubernetes Authentication and Authorization with X509 client certificates](https://medium.com/@sureshpalemoni/kubernetes-authentication-and-authorization-with-x509-client-certificates-edbc3517c10)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Authentication and Authorization with X509 client certificates in the Kubernetes Tools ecosystem.
   - [stackoverflow: Accessing the Kubernetes REST end points using bearer token](https://stackoverflow.com/questions/56214715/accessing-the-kubernetes-rest-end-points-using-bearer-token)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow: Accessing the Kubernetes REST end points using bearer token in the Kubernetes Tools ecosystem.
+  - [ibrahims.medium.com: Security Context β€” Kubernetes](https://ibrahims.medium.com/security-context-kubernetes-9672ae2380f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ibrahims.medium.com: Security Context β€” Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com: Securing Kubernetes Dashboard on EKS with Pomerium](https://medium.com/dev-genius/securing-kubernetes-dashboard-on-eks-with-pomerium-e98c47610e2f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Securing Kubernetes Dashboard on EKS with Pomerium in the Kubernetes Tools ecosystem.
+  - [mahira-technology.medium.com: Kubernetes Secrets Management: Level Up with' External Secrets Operator](https://mahira-technology.medium.com/kubernetes-secrets-management-level-up-with-external-secrets-operator-ed7d32df2189)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mahira-technology.medium.com: Kubernetes Secrets Management: Level Up with' External Secrets Operator in the Kubernetes Tools ecosystem.
+  - [blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742](https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742 in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Microservices
@@ -125,6 +215,13 @@
 #### 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
@@ -235,9 +332,6 @@
 #### AWS EKS Network
 
   - **(2024)** [Security Group Rules EKS](https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official AWS configuration documentation detailing the network security boundaries for Amazon EKS clusters. It defines minimal requirements for control-plane-to-node communication over secure ports. This ensures highly restrictive ingress/egress patterns in security groups.
-#### EKS Hardening
-
-  - **(2024)** [Amazon EKS Best Practices Guide for Security 🌟](https://aws.github.io/aws-eks-best-practices) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive enterprise guide for hardening EKS clusters against cloud-native threats. It covers network segregation, IAM roles for service accounts (IRSA), secrets encryption, and runtime defense. This is a foundational checklist for any platform engineering team running on AWS.
 ### Cluster Hardening (2)
 
 #### Audit Logs
@@ -256,11 +350,6 @@
 #### 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.
-### Compliance
-
-#### CIS Benchmarks (1)
-
-  - **(2024)** [ibm.com: CIS Benchmarks](https://www.ibm.com/topics) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The Center for Internet Security (CIS) Benchmarks provide globally recognized consensus-based best practices for securing IT systems, clouds, and Kubernetes environments. Organizations use these structured guidelines to validate and harden infrastructure configurations, ensuring compliance with strict security mandates through automated configuration auditors.
 ### Deployment Security (1)
 
 #### Hardening
@@ -300,10 +389,6 @@
 #### 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.
@@ -551,7 +636,7 @@
   - **(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
 
-#### CIS Benchmarks (2)
+#### CIS Benchmarks (1)
 
   - **(2022)** [rancher/cis-operator](https://github.com/rancher/cis-operator) ⭐ 55 [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” Rancher's cis-operator is an automated tool running CIS security scans natively within Rancher ecosystems. It generates compliance reports validating control plane and worker components against standard security baselines. A key utility for multi-cluster environments managed via Rancher.
   - **(2022)** [blog.flant.com: Kubernetes cluster security assessment with kube-bench and kube-hunter](https://palark.com/blog/kubernetes-security-with-kube-bench-and-kube-hunter)  [COMMUNITY-TOOL] β€” Evaluates how to deploy and configure Aqua Security's kube-bench alongside kube-hunter. Shows how to automate node validation against CIS benchmarks, and actively scan cluster endpoints for network exposure vectors. Offers a potent open-source combination for regular pentesting operations.
@@ -616,5 +701,5 @@
   - **(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:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
 
diff --git a/v2-docs/kubernetes-storage.md b/v2-docs/kubernetes-storage.md
index b5919e25..8b2875a6 100644
--- a/v2-docs/kubernetes-storage.md
+++ b/v2-docs/kubernetes-storage.md
@@ -9,11 +9,50 @@
 
 #### General Reference
 
+  - [medium: Kubernetes Storage Explained 🌟](https://medium.com/swlh/kubernetes-storage-explained-558e85596d0c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Storage Explained 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Solution architect’s guide to Kubernetes persistent storage](https://medium.com/weareservian/solution-architects-guide-to-kubernetes-persistant-storage-3c9660187e8f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Solution architect’s guide to Kubernetes persistent storage in the Kubernetes Tools ecosystem.
   - [cncf.io: Container Attached Storage is Cloud Native Storage (CAS)](https://www.cncf.io/blog/2020/09/22/container-attached-storage-is-cloud-native-storage-cas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Container Attached Storage is Cloud Native Storage (CAS) in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟](https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020-updated-1c0b69f0dcf4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Provisioning storage in Kubernetes](https://medium.com/avmconsulting-blog/provisioning-storage-in-kubernetes-e1dc5610318d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Provisioning storage in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined' Storage - Which One to Choose?](https://blog.mayadata.io/container-attached-storage-cas-vs.-software-defined-storage-which-one-to-choose)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined' Storage - Which One to Choose? in the Kubernetes Tools ecosystem.
+  - [blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟](https://blog.mayadata.io/kubernetes-storage-basics-pv-pvc-and-storageclass)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟 in the Kubernetes Tools ecosystem.
+  - [ondat.io: Stateful Apps in Kubernetes are a big deal](https://www.ondat.io/blog/stateful-apps-in-kubernetes-are-a-big-deal)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ondat.io: Stateful Apps in Kubernetes are a big deal in the Kubernetes Tools ecosystem.
+  - [techgenix.com: Data Storage Management for Kubernetes - 5 movers and shakers](https://techgenix.com/data-storage-management-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techgenix.com: Data Storage Management for Kubernetes - 5 movers and shakers in the Kubernetes Tools ecosystem.
+  - [medium.com/@amir.ilw: Kubernetes Storage Migration 🌟](https://medium.com/@amir.ilw/kubernetes-storage-migration-ac48f6f9f5a5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@amir.ilw: Kubernetes Storage Migration 🌟 in the Kubernetes Tools ecosystem.
+  - [discoblocks.io 🌟](https://discoblocks.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering discoblocks.io 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: Storage | Kubernetes](https://medium.com/geekculture/storage-kubernetes-92eb3d027282)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Storage | Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/nerd-for-tech: Persistence with Kubernetes](https://medium.com/nerd-for-tech/persistence-with-kubernetes-46f039d9a2ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: Persistence with Kubernetes in the Kubernetes Tools ecosystem.
   - [cncf.io: Kubernetes storage is complex, but it’s getting better](https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-getting-better)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes storage is complex, but it’s getting better in the Kubernetes Tools ecosystem.
+  - [yuminlee2.medium.com: Kubernetes: Storage](https://yuminlee2.medium.com/kubernetes-storage-fe5363d88d42)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==yuminlee2.medium.com: Kubernetes: Storage== in the Kubernetes Tools ecosystem.
+  - [medium.com/kubernetes-deveops: Kubernetes β€” Deploying Application with Persistent' Storage](https://medium.com/kubernetes-deveops/kubernetes-deploying-application-with-persistent-storage-5068767e25f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubernetes-deveops: Kubernetes β€” Deploying Application with Persistent' Storage in the Kubernetes Tools ecosystem.
+  - [shuanglu1993.medium.com: What happens when volumeManager in the kubelet' starts?](https://shuanglu1993.medium.com/what-happens-when-volumemanager-in-the-kubelet-starts-1fea623ac6ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shuanglu1993.medium.com: What happens when volumeManager in the kubelet' starts? in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: Kubernetes Persistent Volume Explained](https://medium.com/codex/kubernetes-persistent-volume-explained-fb27df29c393)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/codex: Kubernetes Persistent Volume Explained== in the Kubernetes Tools ecosystem.
+  - [giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime' 🌟](https://www.giffgaff.io/tech/resizing-statefulset-persistent-volumes-with-zero-downtime)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering giffgaff.io: Resizing StatefulSet Persistent Volumes with zero downtime' 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.cloudnloud.com: Kubernetes Volume](https://blog.cloudnloud.com/kubernetes-volume)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.cloudnloud.com: Kubernetes Volume in the Kubernetes Tools ecosystem.
   - [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.
+  - [devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial](https://devineer.medium.com/get-to-grips-with-kubernetes-volumes-a-practical-tutorial-c41853c64f02)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial in the Kubernetes Tools ecosystem.
+  - [airplane.dev: How to use Kubernetes ephemeral volumes & storage 🌟](https://www.airplane.dev/blog/kubernetes-ephemeral-storage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering airplane.dev: How to use Kubernetes ephemeral volumes & storage 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: When K8s pods are stuck mounting large volumes](https://blog.devgenius.io/when-k8s-pods-are-stuck-mounting-large-volumes-2915e6656cb8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: When K8s pods are stuck mounting large volumes in the Kubernetes Tools ecosystem.
+  - [Create ReadWriteMany PersistentVolumeClaims on your Kubernetes Cluster 🌟](https://medium.com/asl19-developers/create-readwritemany-persistentvolumeclaims-on-your-kubernetes-cluster-3a8db51f98e3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Create ReadWriteMany PersistentVolumeClaims on your Kubernetes Cluster 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@abdulfayis: storage Orchestration for Kubernetes](https://medium.com/@abdulfayis/storage-orchestration-for-kubernetes-c6370f943e23)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abdulfayis: storage Orchestration for Kubernetes in the Kubernetes Tools ecosystem.
+  - [Robin](https://robin.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Robin 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.
+  - [MayaData](https://mayadata.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering MayaData in the Kubernetes Tools ecosystem.
+  - [goglides.io: Running OpenEBS in Kubernetes](https://goglides.io/running-openebs-in-kubernetes/371)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering goglides.io: Running OpenEBS in Kubernetes 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.
+  - [aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed' storage)](https://aesher9o1.medium.com/autoscale-large-images-faster-using-longhorn-distributed-storage-618d0cf01ba2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed' storage) in the Kubernetes Tools ecosystem.
+  - [medium.com/@abdelrhmanahmed131: Longhorn β€” Distributed Block Storage for' K8s](https://medium.com/@abdelrhmanahmed131/longhorn-distributed-block-storage-for-k8s-2ea11df400d1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abdelrhmanahmed131: Longhorn β€” Distributed Block Storage for' K8s in the Kubernetes Tools ecosystem.
+  - [docs.netapp.com: Intro to Astra Data Store preview](https://docs.netapp.com/us-en/astra-data-store/concepts/intro.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.netapp.com: Intro to Astra Data Store preview in the Kubernetes Tools ecosystem.
+  - [Curve: opencurve.io](https://opencurve.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Curve: opencurve.io in the Kubernetes Tools ecosystem.
+  - [blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with' Kubestr](https://blog.kasten.io/benchmarking-kubernetes-storage-with-kubestr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with' Kubestr in the Kubernetes Tools ecosystem.
+  - [Discoblocks: ondat.io/discoblocks](https://www.ondat.io/discoblocks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Discoblocks: ondat.io/discoblocks 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
@@ -70,6 +109,23 @@
 #### 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](http://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
@@ -106,28 +162,13 @@
   - **(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.
 #### Storage Definitions
 
   - **(2021)** [searchstorage.techtarget.com: IBM Spectrum](https://www.techtarget.com/searchitchannel/definition/IBM-International-Business-Machines)  [COMMUNITY-TOOL] β€” An educational reference defining the scope, capabilities, and historical context of IBM's software-defined storage portfolio. It details how disaggregating storage management software from physical hardware streamlines data mobility across hybrid-cloud infrastructures.
@@ -205,9 +246,6 @@
 #### 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
@@ -228,7 +266,12 @@
 #### 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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-tools.md b/v2-docs/kubernetes-tools.md
index 992fee9a..44ca4ea1 100644
--- a/v2-docs/kubernetes-tools.md
+++ b/v2-docs/kubernetes-tools.md
@@ -292,19 +292,9 @@
 #### 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 Operations
-
-### Kubernetes (1)
-
-#### 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)
+### Kubernetes (1)
 
 #### Multi-Arch Telemetry
 
@@ -375,7 +365,7 @@
 #### 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 (2)
+### Configuration Management (1)
 
 #### Dynamic Metadata
 
@@ -468,7 +458,7 @@
 #### 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 (3)
+## Configuration Management (2)
 
 ### Declarative GitOps
 
@@ -506,7 +496,7 @@
   - **(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 (3)
+### Kubernetes (2)
 
 #### EKS
 
@@ -646,7 +636,7 @@
 #### 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 (4)
+### Configuration Management (3)
 
 #### Visual Generators
 
@@ -786,13 +776,6 @@
 #### Developer Tooling (2)
 
   - **(2026)** [ASCIIFlow](https://asciiflow.com/#) [TYPESCRIPT CONTENT]  [COMMUNITY-TOOL] β€” ASCIIFlow is a highly practical, browser-based editor used to design clear, text-based ASCII flowcharts and architecture diagrams. It is widely valued by software engineers and systems architects for embedding clean diagrams directly into markdown readme files, codebases, and configuration headers. This straightforward design utility simplifies collaborative technical documentation across teams.
-## Ecosystem
-
-### Developer Tooling (3)
-
-#### CLI Utilities (2)
-
-  - **(2021)** [itnext.io: Kubernetes Essential Tools: 2021](https://itnext.io/kubernetes-essential-tools-2021-def12e84c572)  [COMMUNITY-TOOL] β€” An expert selection of developer and operator terminal utilities designed to streamline interaction with Kubernetes clusters. Reviews advanced interactive CLI browsers like k9s, visual dashboards like Lens, log stream multiplexers like Stern, and context switches like kubectx.
 ## Edge Computing
 
 ### Lightweight Kubernetes
@@ -874,7 +857,7 @@
 #### 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 (5)
+### Configuration Management (4)
 
 #### Developer Productivity (1)
 
@@ -1104,11 +1087,6 @@
 #### Hypervisor
 
   - **(2025)** [smartxworks/virtink](https://github.com/smartxworks/virtink) ⭐ 607 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Virtink is a cloud-native virtualization operator designed to orchestrate lightweight virtual machines natively inside Kubernetes. Utilizing Cloud-Hypervisor as its backend, it serves as an agile, low-overhead alternative to KubeVirt for building hyper-converged architectures.
-### Windows Containers
-
-#### Guides
-
-  - **(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 and Hardware
 
 ### AIML Infrastructure
@@ -1120,7 +1098,7 @@
 
 ### Kubernetes Tooling
 
-#### CLI Utilities (3)
+#### CLI Utilities (2)
 
   - **(2022)** [==kubech (kubectl change)==](https://github.com/DevOpsHiveHQ/kubech) ⭐ 156 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” kubech (kubectl change) is a lightweight CLI utility that enables rapid, interactive switching of Kubernetes contexts and namespaces. Enhances workflow security by reducing terminal navigation steps.
 #### Developer Experience (4)
@@ -1150,14 +1128,7 @@
 #### 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.
-## Introductory
-
-### Concepts
-
-#### Core Resources
-
-  - **(2021)** [community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and Ingresses Explained](https://www.rancher.com/community)  [COMMUNITY-TOOL] β€” Provides a clean, foundational model detailing the relationship between Deployments, Services, and Ingress resources. Explains how these layers work together to manage container replicas, handle traffic distribution, and expose APIs to external users.
-## Kubernetes (4)
+## Kubernetes (3)
 
 ### AIOps
 
@@ -1201,11 +1172,6 @@
 #### 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.
-### Tooling (3)
-
-#### Deployment Tools (1)
-
-  - **(2021)** [**itnext.io: **arkade** by example β€” Kubernetes apps, the easy way 🌟**](https://itnext.io/kubernetes-apps-the-easy-way-f06d9e5cad3c) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Introduces arkade, a lightning-fast application installer for Kubernetes. Simplifies cluster bootstrap setups by deploying tools like OpenFaaS or cert-manager with one-line commands.
 ## Kubernetes and Container Orchestration
 
 ### Platform Engineering (2)
@@ -1224,9 +1190,79 @@
 
 ### General Reference
 
-  - [Robusta](https://docs.robusta.dev/master/index.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.robusta.dev in the Kubernetes Tools ecosystem.
+  - [armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed to the latest K8s Symlink vulnerability (CVE-2021-25741)](https://www.armosec.io/cve-vulnerability-database)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.armosec.io in the Kubernetes Tools ecosystem.
+  - [Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](https://t.co/C6uicr7ZPS)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support in the Kubernetes Tools ecosystem.
+  - [The Maester - Terraform Module](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem.
+  - [Web-Check](https://web-check.xyz)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web-Check in the Kubernetes Tools ecosystem.
+  - [medium.com/gquiman: K8Studio, Helm and Kubernetes management](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gquiman: K8Studio, Helm and Kubernetes management in the Kubernetes Tools ecosystem.
+  - [medium.com/globant: Infrastructure as Code using Kubernetes](https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/globant: Infrastructure as Code using Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts](https://medium.com/geekculture/convert-kubernetes-yaml-files-into-helm-charts-4107de079455)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: 7 Open Source Kubernetes Developer Tools to Follow in' 2022](https://blog.devgenius.io/7-open-source-kubernetes-developer-tools-to-follow-in-2022-78a5e5dbd4e3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: 7 Open Source Kubernetes Developer Tools to Follow in' 2022 in the Kubernetes Tools ecosystem.
+  - [devops.cisel.ch: Kubernetes operational tools you must TRY](https://devops.cisel.ch/kubernetes-operational-tools-you-must-try)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devops.cisel.ch: Kubernetes operational tools you must TRY in the Kubernetes Tools ecosystem.
+  - [medium.com/container-talks: 7 Tools To Make Kubernetes Management Easy](https://medium.com/container-talks/7-tools-to-make-kubernetes-management-easy-ba8238e6ce8d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/container-talks: 7 Tools To Make Kubernetes Management Easy in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Tools to manage Kubernetes](https://blog.devops.dev/tools-to-manage-kubernetes-15b675f407d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Tools to manage Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@onai.rotich: 4 Tools that Make it Easy to manage your Kubernetes' Cluster](https://medium.com/@onai.rotich/4-tools-that-make-it-easy-to-manage-your-kubernetes-cluster-be252847cd85)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@onai.rotich: 4 Tools that Make it Easy to manage your Kubernetes' Cluster in the Kubernetes Tools ecosystem.
+  - [Web Terminal Operator: Tips y Trucos](https://www.techqna.io/2024/09/web-terminal-operator-tips-tricks-for.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web Terminal Operator: Tips y Trucos in the Kubernetes Tools ecosystem.
+  - [cloudnatively.com: Kubernetes client tools overview](https://www.cloudnatively.com/kubernetes-client-tools-overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnatively.com: Kubernetes client tools overview in the Kubernetes Tools ecosystem.
+  - [Kubevious SaaS: portal.kubevious.io](https://portal.kubevious.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubevious SaaS: portal.kubevious.io in the Kubernetes Tools ecosystem.
+  - [**KUbernetes Test TooL (kuttl)** 🌟](https://kuttl.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **KUbernetes Test TooL (kuttl)** 🌟 in the Kubernetes Tools ecosystem.
   - [cncf.io: What is Polaris? Kubernetes open source configuration validation' 🌟](https://www.cncf.io/blog/2021/07/01/what-is-fairwinds-polaris-kubernetes-open-source-configuration-validation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: What is Polaris? Kubernetes open source configuration validation' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: How to Validate Your Kubernetes Cluster With Sonobuoy 🌟](https://medium.com/better-programming/how-to-validate-your-kubernetes-cluster-with-sonobuoy-c91b282908fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Validate Your Kubernetes Cluster With Sonobuoy 🌟 in the Kubernetes Tools ecosystem.
+  - [kalm.dev 🌟](https://kalm.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kalm.dev 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity](https://medium.com/better-programming/4-simple-kubernetes-terminal-customizations-to-boost-your-productivity-deda60a19924)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: K8s β€” Kubecolor Introduction](https://blog.devgenius.io/k8s-kubecolor-introduction-3d650effc36f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” Kubecolor Introduction in the Kubernetes Tools ecosystem.
+  - [reconshell.com: Kubei – Kubernetes Runtime Vulnerabilities Scanner 🌟](https://reconshell.com/kubei-kubernetes-runtime-vulnerabilities-scanner)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reconshell.com: Kubei – Kubernetes Runtime Vulnerabilities Scanner 🌟 in the Kubernetes Tools ecosystem.
+  - [outdated.sh 🌟](https://outdated.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering outdated.sh 🌟 in the Kubernetes Tools ecosystem.
+  - [forklift.konveyor.io 🌟](https://forklift.konveyor.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering forklift.konveyor.io 🌟 in the Kubernetes Tools ecosystem.
+  - [KTail: Kubernetes log viewer 🌟](https://www.ktail.de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering KTail: Kubernetes log viewer 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.ediri.io: Writing Kubernetes policies with jsPolicy and deploy them' via FluxCD](https://blog.ediri.io/writing-kubernetes-policies-with-jspolicy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Writing Kubernetes policies with jsPolicy and deploy them' via FluxCD in the Kubernetes Tools ecosystem.
+  - [KUDO: The Kubernetes Universal Declarative Operator 🌟](https://kudo.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering KUDO: The Kubernetes Universal Declarative Operator 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@ryan.dardis: KubeClarity β€” Cloud-Native Security Scanning for' your Kubernetes Cluster and more](https://medium.com/@ryan.dardis/kubeclarity-cloud-native-security-scanning-for-your-kubernetes-cluster-and-more-7c3ee6a16556)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ryan.dardis: KubeClarity β€” Cloud-Native Security Scanning for' your Kubernetes Cluster and more in the Kubernetes Tools ecosystem.
+  - [medium.com/@michaeljguarino: How we Created an in-Browser Kubernetes Experience](https://medium.com/@michaeljguarino/how-we-created-an-in-browser-kubernetes-experience-58c065cda803)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@michaeljguarino: How we Created an in-Browser Kubernetes Experience in the Kubernetes Tools ecosystem.
+  - [faun.pub: A browser based remote desktop solution on kubernetes](https://faun.pub/a-browser-based-remote-desktop-solution-on-kubernetes-d6b3d33e73b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: A browser based remote desktop solution on kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.flomesh.io: sing Pipy as a Kubernetes policy engine](https://blog.flomesh.io/using-pipy-as-a-kubernetes-policy-engine-e70a23c8d54c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flomesh.io: sing Pipy as a Kubernetes policy engine in the Kubernetes Tools ecosystem.
+  - [medium.com/@markcallen_devops: Setup Kubernetes Admin on Linux with Brew](https://medium.com/@markcallen_devops/setup-kubernetes-admin-on-linux-with-brew-da143cef1c90)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@markcallen_devops: Setup Kubernetes Admin on Linux with Brew in the Kubernetes Tools ecosystem.
+  - [granted.dev](https://www.granted.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering granted.dev in the Kubernetes Tools ecosystem.
+  - [zhimin-wen.medium.com: Curl as a Network Protocol Testing Tool](https://zhimin-wen.medium.com/curl-as-a-network-protocol-testing-tool-7f49151ea365)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zhimin-wen.medium.com: Curl as a Network Protocol Testing Tool in the Kubernetes Tools ecosystem.
+  - [cloudnativesimplified.substack.com: kcp: Kubernetes-like control plane](https://cloudnativesimplified.substack.com/p/tool-series-1-kcp)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativesimplified.substack.com: kcp: Kubernetes-like control plane in the Kubernetes Tools ecosystem.
+  - [kubeip.com](https://kubeip.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubeip.com in the Kubernetes Tools ecosystem.
+  - [medium: Multibranch and HA Pipeline in Jenkins with Kaniko on GKE](https://medium.com/searce/multibranch-and-ha-pipeline-in-jenkins-with-kaniko-on-gke-8a1e7fa93403)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multibranch and HA Pipeline in Jenkins with Kaniko on GKE in the Kubernetes Tools ecosystem.
+  - [blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities](https://blog.rewanthtammana.com/hardening-kaniko-build-process-with-linux-capabilities)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities in the Kubernetes Tools ecosystem.
+  - [medium.com/@Mohamed-ElEmam: Build Docker Images in Kubernetes POD Without' Docker -Kaniko](https://medium.com/@Mohamed-ElEmam/build-docker-images-in-kubernetes-pod-without-docker-kaniko-46e1a5b76c9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Mohamed-ElEmam: Build Docker Images in Kubernetes POD Without' Docker -Kaniko in the Kubernetes Tools ecosystem.
+  - [medium.com/@aqsarahman71: Introduction to Kaniko](https://medium.com/@aqsarahman71/introduction-to-kaniko-912e0f494570)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@aqsarahman71: Introduction to Kaniko in the Kubernetes Tools ecosystem.
   - [cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building' Container Images on Kubernetes, As New Incubating Project](https://cd.foundation/blog/2021/08/03/cd-foundation-shipwright-announcement)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cd.foundation: CD Foundation Welcomes Shipwright, Framework for Building' Container Images on Kubernetes, As New Incubating Project in the Kubernetes Tools ecosystem.
+  - [docs.pixielabs.ai: Pixie](https://docs.pixielabs.ai)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.pixielabs.ai: Pixie in the Kubernetes Tools ecosystem.
+  - [venturebeat.com: Kubeshop wants to be a Kubernetes product pipeline](https://venturebeat.com/2021/09/17/kubeshop-wants-to-be-a-kubernetes-product-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Kubeshop wants to be a Kubernetes product pipeline in the Kubernetes Tools ecosystem.
+  - [medium.com/kubeshop-i: Monokle 1.5.0 Release](https://medium.com/kubeshop-i/monokle-1-5-0-release-kubeshop-95f574563c79)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Monokle 1.5.0 Release in the Kubernetes Tools ecosystem.
+  - [medium: Kubermetrics β€” Cluster Visualization Made Simple](https://medium.com/@sachem2015/kubermetrics-cluster-visualization-made-simple-d24928f63451)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubermetrics β€” Cluster Visualization Made Simple in the Kubernetes Tools ecosystem.
+  - [medium.com/@charled.breteche: Kind, Cilium, MetalLB, and still no kube-proxy](https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe66ddfad6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@charled.breteche: Kind, Cilium, MetalLB, and still no kube-proxy in the Kubernetes Tools ecosystem.
+  - [itnext.io: Configuring routing for MetalLB in L2 mode](https://itnext.io/configuring-routing-for-metallb-in-l2-mode-7ea26e19219e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Configuring routing for MetalLB in L2 mode in the Kubernetes Tools ecosystem.
+  - [medium.com/@sheraznadeem1: Kubescape & Kubernetes Hardening- Demystified](https://medium.com/@sheraznadeem1/kubescape-kubernetes-hardening-demystified-87fba47f3b6a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sheraznadeem1: Kubescape & Kubernetes Hardening- Demystified in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Scanning Kubernetes YAML Files for Security 🌟](https://blog.devgenius.io/scanning-kubernetes-yaml-files-for-security-e302542b5407)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Scanning Kubernetes YAML Files for Security 🌟 in the Kubernetes Tools ecosystem.
+  - [cloudark.medium.com: kubectl connections](https://cloudark.medium.com/whats-cooking-in-your-kubernetes-namespace-9200be114f8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudark.medium.com: kubectl connections in the Kubernetes Tools ecosystem.
+  - [makendran.hashnode.dev: Just-in-time Worker Nodes with Karpenter](https://makendran.hashnode.dev/just-in-time-worker-nodes-with-karpenter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering makendran.hashnode.dev: Just-in-time Worker Nodes with Karpenter in the Kubernetes Tools ecosystem.
+  - [awstip.com: This Code Works! β€” Autoscaling An Amazon EKS Cluster with Karpenter' β€” Part 1/3](https://awstip.com/this-code-works-autoscaling-an-amazon-eks-cluster-with-karpenter-part-1-3-40c7bed26cfd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: This Code Works! β€” Autoscaling An Amazon EKS Cluster with Karpenter' β€” Part 1/3 in the Kubernetes Tools ecosystem.
+  - [medium.com/summit-technology-group: Karpenter β€” AutoScaling and Right-Sizing' EKS Nodes](https://medium.com/summit-technology-group/karpenter-autoscaling-and-right-sizing-eks-nodes-bc6d2b83d48e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/summit-technology-group: Karpenter β€” AutoScaling and Right-Sizing' EKS Nodes in the Kubernetes Tools ecosystem.
+  - [medium.com/israeli-tech-radar: Karpenter, and the future of Kubernetes](https://medium.com/israeli-tech-radar/karpenter-and-the-future-of-kubernetes-4ab7428b7f87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/israeli-tech-radar: Karpenter, and the future of Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@micheldirk: On Amazon EKS and Karpenter](https://medium.com/@micheldirk/on-amazon-eks-and-karpenter-2b84e75e254e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@micheldirk: On Amazon EKS and Karpenter in the Kubernetes Tools ecosystem.
+  - [medium.com/@gajaoncloud: Unleash the Power of Karpenter: Automating AWS' EKS Scaling and Cost Optimization](https://medium.com/@gajaoncloud/unleash-the-power-of-karpenter-automating-aws-eks-scaling-and-cost-optimization-7e236319eda4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Unleash the Power of Karpenter: Automating AWS' EKS Scaling and Cost Optimization in the Kubernetes Tools ecosystem.
+  - [medium.com/@gajaoncloud: Karpenter Mastery: NodePools & NodeClasses for' Workload Nirvana](https://medium.com/@gajaoncloud/karpenter-mastery-nodepools-nodeclasses-for-workload-nirvana-bc89850fa934)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Karpenter Mastery: NodePools & NodeClasses for' Workload Nirvana in the Kubernetes Tools ecosystem.
+  - [medium.com/@gajaoncloud: Demystifying Karpenter’s Advanced Features: Consolidation,' Drift, and Spot Handling](https://medium.com/@gajaoncloud/demystifying-karpenters-advanced-features-consolidation-drift-and-spot-handling-007fbad29549)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gajaoncloud: Demystifying Karpenter’s Advanced Features: Consolidation,' Drift, and Spot Handling in the Kubernetes Tools ecosystem.
+  - [blog.direktiv.io: Building a simple cloud-native, orchestrated microservice' from containers](https://blog.direktiv.io/building-a-simple-cloud-native-orchestrated-microservice-from-containers-39dbcb80b0d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.direktiv.io: Building a simple cloud-native, orchestrated microservice' from containers in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: How to use the Kubernetes Resource Recommender tool in' a GKE Cluster 🌟](https://blog.devops.dev/how-to-use-the-kubernetes-resource-recommender-tool-in-a-gke-cluster-ef48a6dea85c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: How to use the Kubernetes Resource Recommender tool in' a GKE Cluster== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/kubeshop-i: Rapidly prototype your APIs on Kubernetes with Kusk' Gateway β€” Kubeshop 🌟](https://medium.com/kubeshop-i/rapidly-prototype-your-apis-on-kubernetes-with-kusk-gateway-kubeshop-4006f030e8e4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Rapidly prototype your APIs on Kubernetes with Kusk' Gateway β€” Kubeshop 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.werf.io: Running one-time tasks and debugging images in the Kubernetes' cluster using werf](https://blog.werf.io/running-one-time-tasks-and-debugging-images-in-the-kubernetes-cluster-using-werf-936d6dc483e2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.werf.io: Running one-time tasks and debugging images in the Kubernetes' cluster using werf in the Kubernetes Tools ecosystem.
+  - [blog.werf.io: werf v1.2 is now stable! Here’s what it is all about](https://blog.werf.io/werf-v1-2-is-now-stable-heres-what-it-is-all-about-832ed647810f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.werf.io: werf v1.2 is now stable! Here’s what it is all about in the Kubernetes Tools ecosystem.
+  - [blog.werf.io: Deploying Helm charts with dependencies in Kubernetes via' werf](https://blog.werf.io/deploying-helm-charts-with-dependencies-in-kubernetes-via-werf-17e5457cdd3f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.werf.io: Deploying Helm charts with dependencies in Kubernetes via' werf in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Kateyes β€” Visual Kubernetes Explorer](https://blog.devops.dev/kateyes-visual-kubernetes-explorer-c40510874969)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Kateyes β€” Visual Kubernetes Explorer in the Kubernetes Tools ecosystem.
+  - [medium.com/linux-shots: ConfigMap Reloader β€” Automatically reload new data' from ConfigMap/Secret to deployments](https://medium.com/linux-shots/configmap-secret-reloader-automatically-add-reload-data-from-configmap-secret-to-deployments-dc245e06b92c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: ConfigMap Reloader β€” Automatically reload new data' from ConfigMap/Secret to deployments in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Dependency-Free Kubernetes Cluster Monitoring](https://betterprogramming.pub/dependency-free-kubernetes-cluster-monitoring-5f7aa2f038d9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Dependency-Free Kubernetes Cluster Monitoring in the Kubernetes Tools ecosystem.
+  - [medium.com/@fwiles: k9s EKS Context Error](https://medium.com/@fwiles/k9s-eks-context-error-7ff18df7547f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@fwiles: k9s EKS Context Error in the Kubernetes Tools ecosystem.
+  - [tonylixu.medium.com: K8s Tools β€” K9s, Terminal Based UI to Manage Your Cluster](https://tonylixu.medium.com/devops-in-k8s-k9s-terminal-based-ui-to-manage-your-cluster-85b4f147e209)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tonylixu.medium.com: K8s Tools β€” K9s, Terminal Based UI to Manage Your Cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/@gavinklfong: 8 tips to incredibly boost the efficiency of command' execution on Kubernetes using k9s](https://medium.com/@gavinklfong/8-tips-to-incredibly-boost-the-efficiency-of-command-execution-on-kubernetes-using-k9s-a515a90a3a27)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@gavinklfong: 8 tips to incredibly boost the efficiency of command' execution on Kubernetes using k9s in the Kubernetes Tools ecosystem.
+  - [RBAC Wizard: Herramienta para visualizar y analizar la configuraciΓ³n RBAC' de Kubernetes](https://t.…)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering RBAC Wizard: Herramienta para visualizar y analizar la configuraciΓ³n RBAC' de Kubernetes in the Kubernetes Tools ecosystem.
+  - [K3s vs Talos Linux](https://faun.pub/k3s-vs-talos-linux-8a1e0dce9a77)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering K3s vs Talos Linux in the Kubernetes Tools ecosystem.
+  - [Atomic ConfigMap Updates in Kubernetes: How Symlinks and Kubelet Make It' Happen](https://medium.com/itnext/atomic-configmap-updates-in-kubernetes-how-symlinks-and-kubelet-make-it-happen-21a44338c247)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Atomic ConfigMap Updates in Kubernetes: How Symlinks and Kubelet Make It' Happen in the Kubernetes Tools ecosystem.
 ## Learning Resources (1)
 
 ### Tutorials (2)
@@ -1468,7 +1504,7 @@
 #### Change Tracking
 
   - **(2022)** [home.robusta.dev: Why everyone should track Kubernetes changes and top four' ways to do so](https://home.robusta.dev/blog/why-everyone-should-track-and-audit-kubernetes-changes-and-top-ways) 🌟🌟🌟 [COMMUNITY-TOOL] β€” An analytical guide exploring the operational necessity of tracking live cluster configuration modifications. The post contrasts change-tracking methods, including Kubernetes API auditing, GitOps synchronization differentials, and real-time alerting engines like Robusta and Kubeshark.
-### CLI Utilities (4)
+### CLI Utilities (3)
 
 #### Image Security
 
@@ -1493,7 +1529,7 @@
   - **(2021)** [==kmoncon==](https://github.com/Stono/kconmon) ⭐ 287 [NODE.JS CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A connection monitoring tool that tests internal and external cluster connectivity paths actively from the inside out. Dispatches continuous diagnostics metrics to trace latency, DNS resolution, and structural network failures across namespaces.
 ### Dashboards
 
-#### Developer Tooling (4)
+#### Developer Tooling (3)
 
   - **(2023)** [==vmware-tanzu/octant==](https://github.com/vmware-archive/octant) ⭐ 6247 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” Octant was an open-source, extensible developer dashboard designed to visualize local and remote Kubernetes cluster states, resource dependencies, and logs. Project development was officially archived in 2023 as developers shifted to other open-source or commercial alternatives like Lens, OpenLens, and K9s.
 ### Debugging (1)
@@ -1585,7 +1621,7 @@
   - **(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.
 ### Log Aggregation
 
-#### CLI Utilities (5)
+#### CLI Utilities (4)
 
   - **(2015)** [==Stern 🌟==](https://github.com/stern/stern) ⭐ 4733 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Stern is a highly efficient Go-based CLI utility that tails logs from multiple pods and containers within a cluster, utilizing regular expressions for flexible Pod selection. It automatically handles the lifecycle of newly spawned pods, appending them to the output stream on the fly.
   - **(2010)** [==Kubetail 🌟==](https://github.com/johanhaleby/kubetail) ⭐ 3489 [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Johanhaleby's Kubetail is a lightweight, widely adopted Bash script that aggregates logs from multiple Kubernetes Pods into a single streaming stdout stream. It utilizes wildcard and regex matching patterns to capture dynamic Pod names, color-coding outputs per container to streamline manual log inspections.
@@ -1967,13 +2003,6 @@
 #### Stress Testing
 
   - **(2021)** [openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift 🌟](https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Red Hat's official announcement and architectural breakdown of kube-burner. It covers how the tool enables platform engineers to benchmark OpenShift and standard Kubernetes cluster limits by automating mass resource creation and metric collection.
-## 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#what_is_kruize_autotune_) [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
 
 ### Application Platform
@@ -2080,7 +2109,7 @@
   - **(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)
 
-#### Policy Enforcement (1)
+#### Policy Enforcement
 
   - **(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
@@ -2288,7 +2317,7 @@
 ##### 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 (2)
+### Policy Enforcement (1)
 
 #### Admission Control (5)
 
@@ -2415,7 +2444,7 @@
 #### 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 (3)
+### Policy Enforcement (2)
 
 #### Educational Material (5)
 
@@ -2452,7 +2481,7 @@
 
   - **(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 (6)
+### Configuration Management (5)
 
 #### Backup Tools
 
@@ -2597,10 +2626,10 @@
 
 ### Batch Jobs
 
-#### Tooling (4)
+#### 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.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/kubernetes-troubleshooting.md b/v2-docs/kubernetes-troubleshooting.md
index 6ab3e016..35c4f76c 100644
--- a/v2-docs/kubernetes-troubleshooting.md
+++ b/v2-docs/kubernetes-troubleshooting.md
@@ -9,10 +9,58 @@
 
 #### General Reference
 
-  - [veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status' β€œTerminating”](https://veducate.co.uk/kubernetes-pvc-terminating)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status' β€œTerminating” in the Kubernetes Tools ecosystem.
-  - [dzone.com: Tackling the Top 5 Kubernetes Debugging Challenges](https://dzone.com/articles/tackling-the-top-5-kubernetes-debugging-challenges)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Tackling the Top 5 Kubernetes Debugging Challenges== 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.
+  - [medium: 5 tips for troubleshooting apps on Kubernetes](https://medium.com/@alexellisuk/5-tips-for-troubleshooting-apps-on-kubernetes-835b6b539c24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 5 tips for troubleshooting apps on Kubernetes in the Kubernetes Tools ecosystem.
+  - [veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status' β€œTerminating”](https://veducate.co.uk/kubernetes-pvc-terminating)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering veducate.co.uk: How to fix in Kubernetes – Deleting a PVC stuck in status' β€œTerminating” in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: 5 tips for troubleshooting apps on Kubernetes](https://levelup.gitconnected.com/5-tips-for-troubleshooting-apps-on-kubernetes-835b6b539c24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 tips for troubleshooting apps on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Better Debugging Environment for your Micro-Services](https://medium.com/@moshe.beladev.mb/better-debugging-environment-for-your-micro-services-9420a71b8a37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Better Debugging Environment for your Micro-Services in the Kubernetes Tools ecosystem.
+  - [medium.com/@andrewachraf: Detect crashes in your Kubernetes cluster using' kwatch and Slack 🌟](https://medium.com/@andrewachraf/detect-crashes-in-your-cluster-using-kwatch-an-slack-84b979e93e03)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@andrewachraf: Detect crashes in your Kubernetes cluster using' kwatch and Slack 🌟 in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 1)](https://pauldally.medium.com/debugging-networkpolicy-part-1-249921cdba37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 1) in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: Common Pod Errors in Kubernetes to Watch Out For](https://medium.com/geekculture/common-pod-errors-in-kubernetes-to-watch-out-for-d808737f4ade)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Common Pod Errors in Kubernetes to Watch Out For in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes β€” Debugging NetworkPolicy (Part 1)](https://faun.pub/debugging-networkpolicy-part-1-249921cdba37)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Kubernetes β€” Debugging NetworkPolicy (Part 1)== in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 2)](https://pauldally.medium.com/debugging-networkpolicy-part-2-2d5c42d8465c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kubernetes β€” Debugging NetworkPolicy (Part 2) in the Kubernetes Tools ecosystem.
+  - [tratnayake.dev: Oncall Adventures - When your Prometheus-Server mounted' to GCE Persistent Disk on K8s is Full](https://tratnayake.dev/oncall-adventures-prometheus-filled-disk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tratnayake.dev: Oncall Adventures - When your Prometheus-Server mounted' to GCE Persistent Disk on K8s is Full in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: All You Need to Know about Debugging Kubernetes Cronjob](https://blog.devgenius.io/all-you-need-to-know-about-debugging-kubernetes-cronjob-61989a998513)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: All You Need to Know about Debugging Kubernetes Cronjob in the Kubernetes Tools ecosystem.
+  - [saiteja313.medium.com: Tracing DNS issues in Kubernetes](https://saiteja313.medium.com/tracing-dns-issues-in-kubernetes-28b38f782103)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering saiteja313.medium.com: Tracing DNS issues in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@jasonmfehr: Kubernetes Informers: Opening the Mystery Box](https://medium.com/@jasonmfehr/kubernetes-informers-opening-the-mystery-box-4cd690a43a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jasonmfehr: Kubernetes Informers: Opening the Mystery Box in the Kubernetes Tools ecosystem.
+  - [maxilect-company.medium.com: Graceful shutdown in a cloud environment (the' example of Kubernetes + Spring Boot) 🌟](https://maxilect-company.medium.com/graceful-shutdown-in-a-cloud-environment-the-example-of-kubernetes-spring-boot-f922b41adaa0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering maxilect-company.medium.com: Graceful shutdown in a cloud environment (the' example of Kubernetes + Spring Boot) 🌟 in the Kubernetes Tools ecosystem.
+  - [madeeshafernando.medium.com: Capturing Heap Dumps of stateless Kubernetes' pods before container termination and export to AWS S3](https://madeeshafernando.medium.com/capturing-heap-dumps-of-stateless-kubernetes-pods-before-container-termination-and-export-to-aws-s3-9602378ee60b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering madeeshafernando.medium.com: Capturing Heap Dumps of stateless Kubernetes' pods before container termination and export to AWS S3 in the Kubernetes Tools ecosystem.
+  - [faun.pub: Troubleshooting Kubernetes nodes storage space shortage on Aliyun' (Alibaba Cloud)](https://faun.pub/troubleshooting-kubernetes-nodes-storage-space-shortage-on-aliyun-alibaba-cloud-ac28230fe3d3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Troubleshooting Kubernetes nodes storage space shortage on Aliyun' (Alibaba Cloud) in the Kubernetes Tools ecosystem.
+  - [nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes](https://nicolasbarlatier.hashnode.dev/net-core-tip-2-how-to-troubleshoot-memory-leaks-within-a-net-console-application-running-in-a-linux-docker-container-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes in the Kubernetes Tools ecosystem.
+  - [dzone.com: Tackling the Top 5 Kubernetes Debugging Challenges](https://dzone.com/articles/tackling-the-top-5-kubernetes-debugging-challenges)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Tackling the Top 5 Kubernetes Debugging Challenges== in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Access Kubernetes Objects Data From /Proc Directory' 🌟](https://levelup.gitconnected.com/access-kubernetes-objects-data-from-proc-directory-8d2ec6a0faba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Access Kubernetes Objects Data From /Proc Directory' 🌟 in the Kubernetes Tools ecosystem.
+  - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes in the Kubernetes Tools ecosystem.
+  - [vik-y.medium.com: An easier way to auto-remediate memory leaks on Kubernetes!](https://vik-y.medium.com/an-easier-way-to-auto-remediate-memory-leaks-on-kubernetes-a922457674f4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vik-y.medium.com: An easier way to auto-remediate memory leaks on Kubernetes! in the Kubernetes Tools ecosystem.
+  - [medium.com/@yusufkaratoprak: Advanced Troubleshooting Techniques in Kubernetes' Pods](https://medium.com/@yusufkaratoprak/advanced-troubleshooting-techniques-in-kubernetes-pods-24ee0cebfa6f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@yusufkaratoprak: Advanced Troubleshooting Techniques in Kubernetes' Pods in the Kubernetes Tools ecosystem.
+  - [Understanding Kubernetes cluster events](https://banzaicloud.com/blog/k8s-cluster-logging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Understanding Kubernetes cluster events in the Kubernetes Tools ecosystem.
+  - [hwchiu.medium.com: Kubernetes Network Troubleshooting Approach 🌟](https://hwchiu.medium.com/kubernetes-network-troubleshooting-approach-701de9463493)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hwchiu.medium.com: Kubernetes Network Troubleshooting Approach== 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.ediri.io: Kubernetes: ImagePullBackOff!](https://blog.ediri.io/kubernetes-imagepullbackoff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: Kubernetes: ImagePullBackOff! in the Kubernetes Tools ecosystem.
+  - [medium.com: Kubernetes Tip: How To Disambiguate A Pod Crash To Application' Or To Kubernetes Platform? (CrashLoopBackOff)](https://medium.com/tailwinds-navigator/kubernetes-tip-how-to-disambiguate-a-pod-crash-to-application-or-to-kubernetes-platform-f6c1395a8d09)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes Tip: How To Disambiguate A Pod Crash To Application' Or To Kubernetes Platform? (CrashLoopBackOff) in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Why Leaving Pods in CrashLoopBackOff Can Have a Bigger' Impact Than You Might Think](https://pauldally.medium.com/why-leaving-pods-in-crashloopbackoff-can-have-a-bigger-impact-than-you-might-think-c0d3dbd067a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Why Leaving Pods in CrashLoopBackOff Can Have a Bigger' Impact Than You Might Think in the Kubernetes Tools ecosystem.
+  - [tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown' Status](https://tonylixu.medium.com/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tonylixu.medium.com: K8s Troubleshooting β€” Pod in Terminating or Unknown' Status in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: K8s Troubleshooting β€” Pod in Terminating or Unknown Status](https://blog.devgenius.io/k8s-troubleshooting-pod-in-terminating-or-unknown-status-2878f6ec66b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s Troubleshooting β€” Pod in Terminating or Unknown Status in the Kubernetes Tools ecosystem.
+  - [medium.com/@reefland: Tracking Down β€œInvisible” OOM Kills in Kubernetes](https://medium.com/@reefland/tracking-down-invisible-oom-kills-in-kubernetes-192a3de33a60)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@reefland: Tracking Down β€œInvisible” OOM Kills in Kubernetes in the Kubernetes Tools ecosystem.
+  - [baykara.medium.com: A Gentle Inspection of OOMKilled in Kubernetes](https://baykara.medium.com/a-gentle-inspection-of-oomkilled-in-kubernetes-4b4124cd23a8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baykara.medium.com: A Gentle Inspection of OOMKilled in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@bm54cloud: Stressing a Kubernetes Pod to Induce an OOMKilled' Error](https://medium.com/@bm54cloud/stressing-a-kubernetes-pod-to-induce-an-oomkilled-error-96f3be9c931d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bm54cloud: Stressing a Kubernetes Pod to Induce an OOMKilled' Error in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: K8s β€” pause container](https://blog.devgenius.io/k8s-pause-container-f7abd1e9b488)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” pause container in the Kubernetes Tools ecosystem.
+  - [blog.kumomind.com: What You Need To Know To Debug A Preempted Pod On Kubernetes](https://blog.kumomind.com/what-you-need-to-know-to-debug-a-preempted-pod-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kumomind.com: What You Need To Know To Debug A Preempted Pod On Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.ediri.io: How to remove a stuck namespace](https://blog.ediri.io/how-to-remove-a-stuck-namespace)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: How to remove a stuck namespace in the Kubernetes Tools ecosystem.
+  - [medium.com/@it-craftsman: How to fix Kubernetes namespaces stuck in terminating' state](https://medium.com/@it-craftsman/how-to-fix-kubernetes-namespaces-stuck-in-terminating-state-ea46c5fff045)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@it-craftsman: How to fix Kubernetes namespaces stuck in terminating' state in the Kubernetes Tools ecosystem.
+  - [medium.com/@reefland: Access PVC Data without the POD; troubleshooting Kubernetes.](https://medium.com/@reefland/access-pvc-data-without-the-pod-troubleshooting-kubernetes-b28bfdd7502)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@reefland: Access PVC Data without the POD; troubleshooting Kubernetes. in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: K8s Troubleshooting β€” How to Debug CoreDNS Issues](https://medium.com/geekculture/k8s-troubleshooting-how-to-debug-coredns-issues-724e8b973cfc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: K8s Troubleshooting β€” How to Debug CoreDNS Issues in the Kubernetes Tools ecosystem.
   - [How to quarantine pods](https://www.reddit.com/r/kubernetes/comments/gt3uvg/how_to_quarantine_pods)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to quarantine pods in the Kubernetes Tools ecosystem.
+  - [tetrate.io: How to debug microservices in Kubernetes with proxy, sidecar' or service mesh?](https://www.tetrate.io/blog/how-to-debug-microservices-in-kubernetes-with-proxy-sidecar-or-service-mesh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tetrate.io: How to debug microservices in Kubernetes with proxy, sidecar' or service mesh? in the Kubernetes Tools ecosystem.
+  - [sumanthkumarc.medium.com: Debugging namespace deletion issue in Kubernetes](https://sumanthkumarc.medium.com/debugging-namespace-deletion-issue-in-kubernetes-f6f8b40a4368)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sumanthkumarc.medium.com: Debugging namespace deletion issue in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/linux-shots: Debug Kubernetes Pods Using Ephemeral Container](https://medium.com/linux-shots/debug-kubernetes-pods-using-ephemeral-container-f01378243ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: Debug Kubernetes Pods Using Ephemeral Container in the Kubernetes Tools ecosystem.
+  - [medium.com/@blgreco72: Debugging Kubernetes Services Locally 🌟](https://medium.com/@blgreco72/debugging-kubernetes-services-locally-8cb14bf8745a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@blgreco72: Debugging Kubernetes Services Locally 🌟 in the Kubernetes Tools ecosystem.
+  - [zendesk.engineering: Debugging containerd](https://zendesk.engineering/debugging-containerd-a20f28a2a8bf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zendesk.engineering: Debugging containerd in the Kubernetes Tools ecosystem.
+  - [heka-ai.medium.com: Introduction to Debugging: locally and live on Kubernetes' with VSCode 🌟](https://heka-ai.medium.com/introduction-to-debugging-locally-and-live-on-kubernetes-8c8ecd3acbaa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==heka-ai.medium.com: Introduction to Debugging: locally and live on Kubernetes' with VSCode== 🌟 in the Kubernetes Tools ecosystem.
+  - [eminaktas.medium.com: Debug Containerd in Production](https://eminaktas.medium.com/debug-containerd-in-production-fe93ef4e3ce2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eminaktas.medium.com: Debug Containerd in Production in the Kubernetes Tools ecosystem.
+  - [medium.com/@alex.ivenin: Exploring ephemeral containers in kubernetes 🌟](https://medium.com/@alex.ivenin/exploring-ephemeral-containers-in-kubernetes-bcceaf21101c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alex.ivenin: Exploring ephemeral containers in kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@danielepolencic: Isolating kubernetes pods for debugging](https://medium.com/@danielepolencic/isolating-kubernetes-pods-for-debugging-5fe41e630e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@danielepolencic: Isolating kubernetes pods for debugging in the Kubernetes Tools ecosystem.
+  - [medium.com/adaltas: Kubernetes: debugging with ephemeral containers](https://medium.com/adaltas/kubernetes-debugging-with-ephemeral-containers-e4be659d9ef6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adaltas: Kubernetes: debugging with ephemeral containers in the Kubernetes Tools ecosystem.
+  - [medium.com/@ospalaemon: Introducing Palaemon, the Savior of Kubernetes Pods!](https://medium.com/@ospalaemon/introducing-palaemon-the-savior-of-kubernetes-pods-85576c33287c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ospalaemon: Introducing Palaemon, the Savior of Kubernetes Pods! in the Kubernetes Tools ecosystem.
+  - [Debugging Kubernetes Systems: Practical Advice with Quality Telemetry](https://…)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Debugging Kubernetes Systems: Practical Advice with Quality Telemetry in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Pod Lifecycle
@@ -36,13 +84,6 @@
 #### 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] [GUIDE]  [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
 
 ### IDE Extensions
@@ -149,9 +190,6 @@
 #### General Guide
 
   - **(2021)** [blog.alexellis.io: How to Troubleshoot Applications on Kubernetes 🌟](https://blog.alexellis.io/troubleshooting-on-kubernetes)  [COMMUNITY-TOOL] β€” A classic, hands-on troubleshooting guide tailored for engineers deploying applications to Kubernetes clusters. It provides a logical flow of commands from checking container logs and inspecting events to executing commands inside a container. This resource is excellent for developing the primary instincts required to resolve containerized application failures.
-#### 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.
 #### Methodologies
 
   - **(2022)** [freecodecamp.org: How to Simplify Kubernetes Troubleshooting](https://www.freecodecamp.org/news/how-to-simplify-kubernetes-troubleshooting)  [COMMUNITY-TOOL] β€” This comprehensive troubleshooting guide reframes cluster diagnostics into a logical, step-by-step methodology rather than chaotic guesswork. It focuses on isolating issues systematically across the application layer, the container runtime, and the underlying orchestrator networking. Utilizing this structured approach significantly lowers the cognitive load of on-call engineers.
@@ -175,13 +213,6 @@
 #### 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.
-## 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.
 ## Observability (1)
 
 ### Debugging
@@ -194,6 +225,7 @@
   - **(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) [GUIDE]  [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
 
@@ -237,5 +269,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/kubernetes-tutorials.md b/v2-docs/kubernetes-tutorials.md
index 1ea3b531..7cd0ebc4 100644
--- a/v2-docs/kubernetes-tutorials.md
+++ b/v2-docs/kubernetes-tutorials.md
@@ -45,6 +45,13 @@
 #### 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
+
+### Service Mesh
+
+#### 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
 
 ### Learning Resources
@@ -52,6 +59,13 @@
 #### Kubernetes Courses
 
   - **(2024)** [**wardviaene/kubernetes-course**](https://github.com/wardviaene/kubernetes-course) ⭐ 1732 [YAML/GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Accompanying codebase for Ward Viaene's comprehensive Kubernetes course, demonstrating deployments, configurations, microservice communication patterns, and cloud migrations. (Live Grounding: Widely trusted community-backed repository illustrating production-grade YAML configurations).
+## Container Orchestration (1)
+
+### AKS Labs
+
+#### 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.
 ## DevOps
 
 ### Automation
@@ -66,6 +80,13 @@
 #### 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
@@ -73,12 +94,47 @@
 #### Architecture
 
   - **(2020)** [millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟](http://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) [GUIDE] 🌟🌟🌟🌟 [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
 
-  - [educative.io/courses/the-kubernetes-course: Pods](https://www.educative.io/courses/learn-kubernetes/pods)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.educative.io in the Kubernetes Tools ecosystem.
+  - [kubernetesbyexample.com](http://kubernetesbyexample.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem.
+  - [medium.com: Kubernetes 101: Pods, Nodes, Containers, and Clusters](https://medium.com/google-cloud/kubernetes-101-pods-nodes-containers-and-clusters-c1509e409e16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes 101: Pods, Nodes, Containers, and Clusters in the Kubernetes Tools ecosystem.
+  - [medium.com: Learn Kubernetes in Under 3 Hours: A Detailed Guide to Orchestrating' Containers](https://medium.com/free-code-camp/learn-kubernetes-in-under-3-hours-a-detailed-guide-to-orchestrating-containers-114ff420e882)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Learn Kubernetes in Under 3 Hours: A Detailed Guide to Orchestrating' Containers in the Kubernetes Tools ecosystem.
+  - [kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7](https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7 in the Kubernetes Tools ecosystem.
+  - [medium.com: Simplifying orchestration with Kubernetes](https://medium.com/@swapnasagarpradhan/simplifying-orchestration-with-kubernetes-e81015681a85)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Simplifying orchestration with Kubernetes in the Kubernetes Tools ecosystem.
+  - [aquasec.com: 70 Best Kubernetes Tutorials](https://www.aquasec.com/wiki/display/containers/70+Best+Kubernetes+Tutorials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aquasec.com: 70 Best Kubernetes Tutorials in the Kubernetes Tools ecosystem.
+  - [magalix.com: Kubernetes 101 - Concepts and Why It Matters](https://www.magalix.com/blog/kubernetes-101-concepts-and-why-it-matters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Kubernetes 101 - Concepts and Why It Matters in the Kubernetes Tools ecosystem.
+  - [Dzone refcard: Getting Started with Kubernetes](https://dzone.com/refcardz/kubernetes-essentials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Getting Started with Kubernetes in the Kubernetes Tools ecosystem.
+  - [magalix.com: The Best Kubernetes Tutorials](https://www.magalix.com/blog/the-best-kubernetes-tutorials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: The Best Kubernetes Tutorials in the Kubernetes Tools ecosystem.
+  - [35 Advanced Tutorials to Learn Kubernetes](https://medium.com/faun/35-advanced-tutorials-to-learn-kubernetes-dae5695b1f18)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 35 Advanced Tutorials to Learn Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: DraftKings Kubernetes Workshop: Hands-on Learning in K8s (with Video' Walkthrough)](https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kubernetes-4ce86c187408)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: DraftKings Kubernetes Workshop: Hands-on Learning in K8s (with Video' Walkthrough) in the Kubernetes Tools ecosystem.
+  - [medium: How to deploy StatefulSets in Kubernetes (K8s)?](https://medium.com/avmconsulting-blog/deploying-statefulsets-in-kubernetes-k8s-5924e701d327)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to deploy StatefulSets in Kubernetes (K8s)? in the Kubernetes Tools ecosystem.
+  - [ithands-on.com: Kubernetes 101 : Deployments, replicaSets, services, pods' and endpoints](https://www.ithands-on.com/2021/05/kubernetes-101-deployment-replicasets.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Deployments, replicaSets, services, pods' and endpoints in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Running Workloads in Kubernetes 🌟](https://medium.com/google-cloud/running-workloads-in-kubernetes-86194d133593)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Running Workloads in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [udemy.com: Learn DevOps: The Complete Kubernetes Course](https://www.udemy.com/learn-devops-the-complete-kubernetes-course)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: The Complete Kubernetes Course in the Kubernetes Tools ecosystem.
+  - [udemy.com: Learn DevOps: Advanced Kubernetes Usage](https://www.udemy.com/learn-devops-advanced-kubernetes-usage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: Advanced Kubernetes Usage in the Kubernetes Tools ecosystem.
+  - [medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022](https://medium.com/javarevisited/7-free-online-courses-to-learn-kubernetes-in-2020-3b8a68ec7abc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022 in the Kubernetes Tools ecosystem.
+  - [udemy.com: Just enough kubernetes to be dangerous (free)](https://www.udemy.com/course/just-enough-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Just enough kubernetes to be dangerous (free) 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.
+  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Automating Kubernetes Deployments with Helm Charts in the Kubernetes Tools ecosystem.
+  - [exploreneptune.io 🌟](https://exploreneptune.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==exploreneptune.io== 🌟 in the Kubernetes Tools ecosystem.
 ## Orchestration
 
 ### Containers and Kubernetes
@@ -88,7 +144,7 @@
 ##### 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
+### Kubernetes (1)
 
 #### Comprehensive Reference
 
@@ -99,7 +155,7 @@
 ##### 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 (1)
+#### Fundamentals (2)
 
   - **(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)
@@ -141,7 +197,7 @@
 ##### 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 (2)
+##### Fundamentals (3)
 
   - **(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
@@ -155,6 +211,13 @@
 #### Visual Learning
 
   - **(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
+
+#### 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.
 ## Professional Development
 
 ### Opinion and Strategy (1)
@@ -164,6 +227,11 @@
   - **(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
@@ -171,5 +239,5 @@
   - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/kubernetes.md b/v2-docs/kubernetes.md
index 65110249..32d992c7 100644
--- a/v2-docs/kubernetes.md
+++ b/v2-docs/kubernetes.md
@@ -174,6 +174,9 @@
 #### Node Lifecycle
 
   - **(2021)** [trstringer.com: What Determines if a Kubernetes Node is Ready?](https://trstringer.com/kubernetes-node-ready) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into node status evaluation mechanics in Kubernetes. It breaks down how the Kubelet posts heartbeats, how the Node Lifecycle Controller handles Lease resources, and how resource exhaustion (PID, disk, memory pressure) updates NodeConditions.
+#### 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
 
 #### Operational Safety
@@ -259,6 +262,11 @@
 #### 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#summary) ⭐ 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
@@ -344,6 +352,13 @@
 #### 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
+
+### Guides
+
+#### AWS
+
+  - **(2023)** [What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](https://www.pluralsight.com) [NONE CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive tutorial on Pluralsight outlining best-practice workflows for generating infrastructure diagrams. Provides structured advice on combining automated discovery with custom visual canvases.
 ## Automation
 
 ### Configuration Management (1)
@@ -378,6 +393,13 @@
 #### Policy and Compliance
 
   - **(2021)** [**itnext.io: Measuring Patching Cadence on Kubernetes with GitOps**](https://itnext.io/measuring-patching-cadence-on-kubernetes-with-gitops-353bc4a1d25) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Outlines a GitOps framework designed to measure, audit, and accelerate software patch delivery within Kubernetes clusters. Outlines the integration of automated image updates with PR-driven deployment logs to gauge team response velocity.
+## CICD Pipelines
+
+### Security and Supply Chain
+
+#### Dependabot
+
+  - **(2025)** [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A configuration guide describing the implementation of automated Dependabot scanning mechanisms inside Azure DevOps repositories to detect and secure third-party dependencies.
 ## Capacity Management
 
 ### Resource Optimization
@@ -427,6 +449,32 @@
 #### 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] 🌟🌟🌟🌟🌟 [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
+
+#### 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.
+### Kubernetes (1)
+
+#### Workload Management
+
+  - **(2021)** [K8s prevent queue worker Pod from being killed during deployment](https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This operations guide details how to prevent queue-consuming pods from being killed mid-job during rolling deployments on Kubernetes. It explains how to coordinate preStop hooks and terminationGracePeriodSeconds configurations.
+## 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
@@ -434,20 +482,32 @@
 #### Directory
 
   - **(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
+
+  - **(2026)** [ArgoCon North America 2026 Call for Proposals](https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/co-located-events/argocon/#call-for-proposals)  [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)
+### Kubernetes (2)
 
 #### 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.
-## Cloud Native Storage
-
-### CSI Drivers
-
-#### Reference Inventories
-
-  - **(2025)** [**Searchable list of Kubernetes Storage Providers**](https://storageclass.info/drivers) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An exhaustive, searchable reference database listing Kubernetes Container Storage Interface (CSI) drivers and storage providers. Helps engineers evaluate capability matrices, dynamic provisioning options, snapshot support, and multi-cloud volume attachments. Essential directory for matching platform storage needs with verified solutions.
 ## Cluster Architecture
 
 ### Deployment Models
@@ -657,19 +717,19 @@
   - **(2026)** [==kustomize==](https://github.com/kubernetes-sigs/kustomize) ⭐ 12070 [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Duplicate entry for Kustomize, highlighting its role as a CNCF-backed declarative customization engine. It uses a composition-based system to configure variations of YAML files without standard template parameters, serving as a clean alternative to Helm.
 ## Configuration Management (2)
 
-### Declarative Deployments
-
-#### Labels and Selectors
-
-  - **(2023)** [blog.kubecost.com: The Guide to Kubernetes Labels](https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog) [GUIDE] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Practical engineering guide reviewing how Kubernetes labels, annotations, and selectors form the foundation of service discovery, deployment organization, and network routing. Provides optimal tagging schemas for microservice deployments, cost allocation, and multi-tenant filtering.
 ### Declarative Templates
 
 #### 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 (2)
+## Container Orchestration (4)
 
-### Kubernetes (2)
+### Azure Kubernetes Service
+
+#### 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 (3)
 
 #### Community Platforms
 
@@ -681,6 +741,13 @@
 #### 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] [GUIDE]  [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
@@ -736,7 +803,7 @@
   - **(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 (1)
+#### 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)
@@ -748,7 +815,7 @@
 
 ### Containerization
 
-#### Fundamentals (3)
+#### Fundamentals (4)
 
   - **(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
@@ -841,6 +908,13 @@
 #### Microservices Datastores
 
   - **(2021)** [**itnext.io: How to Add MySql & MongoDB to a Kubernetes .Net Core Microservice Architecture**](https://itnext.io/databases-in-a-kubernetes-angular-net-core-microservice-arch-a0c0ae23dca9) [C# CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Detailing the integration of relational (MySQL) and non-relational (MongoDB) databases into a .NET Core microservices framework on Kubernetes. Examines stateful storage requirements, connection string injection, and the architectural trade-offs of running databases inside versus outside the cluster boundary.
+## Deployment and Delivery
+
+### Deployment Strategies
+
+#### Blue-Green and Canary
+
+  - **(2024)** [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) [GUIDE]  [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
 
 ### CICD (1)
@@ -883,6 +957,13 @@
 
   - **(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.
   - **(2021)** [datree.io: A Deep Dive Into Kubernetes Schema Validation 🌟](https://www.datree.io/resources/kubernetes-schema-validation)  [COMMUNITY-TOOL] β€” Deep dive into schema parsing and structural checking of Kubernetes manifests. Compares static scanning utilities with dynamic admission controllers, and outlines strategies for integrating automated validation policies into development pipelines.
+## Ecosystem (1)
+
+### Developer Tooling
+
+#### CLI Utilities
+
+  - **(2021)** [itnext.io: Kubernetes Essential Tools: 2021](https://itnext.io/kubernetes-essential-tools-2021-def12e84c572)  [COMMUNITY-TOOL] β€” An expert selection of developer and operator terminal utilities designed to streamline interaction with Kubernetes clusters. Reviews advanced interactive CLI browsers like k9s, visual dashboards like Lens, log stream multiplexers like Stern, and context switches like kubectx.
 ## Education
 
 ### Backend Development
@@ -941,22 +1022,7 @@
 #### 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.
-## Financial Operations
-
-### Azure Integration
-
-#### Kubernetes FinOps
-
-  - **(2023)** [blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost](https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog) [GUIDE] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Integration handbook addressing architectural steps to run Kubecost on Azure Kubernetes Service (AKS). Guides administrators through Azure account credentials integration, spot instance cost estimation, and corporate cost-governance reporting within Azure environments.
-### Kubernetes FinOps (1)
-
-#### Cost Management (1)
-
-  - **(2026)** [==Kubecost 🌟==](https://www.apptio.com/products/kubecost/?src=kc-com) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular cluster spend down to the namespace, deployment, and label level. Empowers engineering teams with automated optimization strategies and runaway cost alerts.
-#### Industry News
-
-  - **(2021)** [blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend](https://www.apptio.com/blog-devops/?src=kc-blog) 🌟🌟 [COMMUNITY-TOOL] β€” Historic coverage highlighting Kubecost's strategic venture backing to scale operational efforts and meet the explosive demand for FinOps tooling within Kubernetes networks. Summarizes market drivers leading to cloud-native expense monitoring as a critical corporate focus area.
-## Fundamentals (4)
+## Fundamentals (5)
 
 ### Advocacy
 
@@ -1002,7 +1068,7 @@
 #### 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
+#### Container Runtimes (1)
 
   - **(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
@@ -1123,7 +1189,7 @@
 #### 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 (1)
+#### Container Runtimes (2)
 
   - **(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)
@@ -1163,7 +1229,7 @@
 #### 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 (5)
+### Fundamentals (6)
 
 #### Comparisons
 
@@ -1174,11 +1240,6 @@
 #### Orchestration Comparisons
 
   - **(2021)** [decipherzone.com: Kubernetes vs Docker Swarm: A Container Orchestration Tools Comparison](https://www.decipherzone.com/blog-detail/kubernetes-vs-docker-swarm) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Contrasts the architecture of Docker Swarm and Kubernetes. Compares the ease of setup, operational simplicity, and limited feature-set of Swarm with the deep customizability, security layers, and advanced scheduling of Kubernetes.
-### Hyperconverged Infrastructure
-
-#### Network Security
-
-  - **(2021)** [projectcalico.org: Using Kubernetes to orchestrate VMs](https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms) [ADVANCED LEVEL] [GUIDE] 🌟🌟🌟 [GUIDE] [LEGACY] β€” Technical exploration of integrating Calico CNI with Kubernetes virtual machine orchestrators like KubeVirt. Demonstrates how to apply unified, declarative network security policies across legacy virtual machines and modern microservice pods. Bridges the gap for unified network topology management in hybrid environments.
 ### Kernel Namespaces
 
 #### Container Internals
@@ -1204,7 +1265,7 @@
   - **(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 (3)
+#### Container Orchestration (5)
 
   - **(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
@@ -1225,6 +1286,11 @@
 #### Security (1)
 
   - **(2022)** [linuxtechi.com: How to Setup Private Docker Registry in Kubernetes (k8s)](https://www.linuxtechi.com/setup-private-docker-registry-kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Presents the setup process for a secure private container registry deployed directly inside a target Kubernetes cluster. Details registry credentials, PersistentVolume storage attachments, TLS configurations, and Ingress routing rules.
+### Windows Containers
+
+#### 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 Optimization
 
 ### Cluster Architecture (1)
@@ -1232,7 +1298,7 @@
 #### Sizing (1)
 
   - **(2022)** [learnk8s.io: Kubernetes Instance Calculator 🌟🌟](https://learnkube.com/kubernetes-instance-calculator) [N/A CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” An interactive utility designed to calculate the most efficient node configurations based on target workloads. Guides architects in choosing between a fleet of low-resource VM instances or a dense pool of high-capacity compute nodes.
-### Cost Management (2)
+### Cost Management (1)
 
 #### Alternative Infrastructure
 
@@ -1261,6 +1327,11 @@
   - **(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)
@@ -1273,34 +1344,424 @@
 #### 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
 
-  - [containerjournal.com: Best of 2020: How Docker and Kubernetes Work Together](https://cloudnativenow.com/topics/cloudnativedevelopment/how-docker-and-kubernetes-work-together)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Run the Canary Deployment pattern on Kubernetes 🌟](https://developers.redhat.com/learn/openshift/run-canary-deployment-pattern-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
-  - [containerjournal.com: 10 Best Practices Worth Implementing to Adopt Kubernetes](https://cloudnativenow.com/topics/cloudnativeplatforms/10-best-practices-worth-implementing-to-adopt-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.
-  - [granulate.io: A Deep Dive into Kubernetes Scheduling](https://www.intel.com/content/www/us/en/homepage.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.intel.com in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Kubernetes Operators](https://developers.redhat.com/e-books/kubernetes-operators)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com 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.
+  - [docs.google.com: Kubernetes For Everyone](https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA/edit/edit)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.google.com in the Kubernetes Tools ecosystem.
+  - [platform9.com: The Gorilla Guide to Kubernetes in the Enterprise](https://platform9.com/blog/kubernetes-service-mesh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering platform9.com in the Kubernetes Tools ecosystem.
+  - [containerjournal.com: The Rise of the KubeMaster 🌟](https://cloudnativenow.com/features/the-rise-of-the-kubemaster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.
+  - [geekflare.com: 10 Kubernetes Best Practices for Better Container Orchestration](https://geekflare.com/cybersecurity/kubernetes-security-scanner)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering geekflare.com in the Kubernetes Tools ecosystem.
+  - [blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend](http://blog.kubecost.com/blog/announcing-kubecost-first-round)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com in the Kubernetes Tools ecosystem.
+  - [divya-mohan0209.medium.com: Mo’ tenancy, Mo’ problems.](https://divya-mohan0209.medium.com/mo-tenancy-mo-problems-f031f75374f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering divya-mohan0209.medium.com: Mo’ tenancy, Mo’ problems. in the Kubernetes Tools ecosystem.
+  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem.
+  - [k8sref.io](https://www.k8sref.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering k8sref.io in the Kubernetes Tools ecosystem.
+  - [medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022](https://medium.com/javarevisited/7-free-online-courses-to-learn-kubernetes-in-2020-3b8a68ec7abc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: 8 Best Free Kubernetes Courses for Beginners in' 2022 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.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.
-  - [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.
+  - [medium: Run Kubernetes Production Environment on EC2 Spot Instances With' Zero Downtime: A Complete Guide](https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances-with-zero-downtime-f7327a95dea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Run Kubernetes Production Environment on EC2 Spot Instances With' Zero Downtime: A Complete 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.
+  - [Wikipedia.org: Kubernetes](https://en.wikipedia.org/wiki/Kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Kubernetes in the Kubernetes Tools ecosystem.
+  - [Kubernetes magic is in enterprise standardization, not app portability](https://www.techrepublic.com/article/kubernetes-magic-is-in-enterprise-standardization-not-app-portability)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Kubernetes magic is in enterprise standardization, not app portability== in the Kubernetes Tools ecosystem.
+  - [medium: A Practical Step-by-Step Guide to Understanding Kubernetes](https://medium.com/better-programming/a-practical-step-by-step-guide-to-understanding-kubernetes-d8be7f82e533)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Practical Step-by-Step Guide to Understanding Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes, a practical introduction](https://medium.com/nexton/kubernetes-a-practical-introduction-18a5b69e7763)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes, a practical introduction in the Kubernetes Tools ecosystem.
+  - [medium: Starting with kubernetes](https://medium.com/@thomaspoignant/starting-with-kubernetes-db121b09fd4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Starting with kubernetes in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: How Does Kubernetes Work?](https://www.cloudsavvyit.com/10110/how-does-kubernetes-work)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How Does Kubernetes Work? in the Kubernetes Tools ecosystem.
+  - [tech.showmax.com: Developers' basic guide to kubernetes](https://tech.showmax.com/2021/08/developers-101-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.showmax.com: Developers' basic guide to kubernetes 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.
+  - [dzone refcard: Advanced kubernetes 🌟](https://dzone.com/refcardz/advanced-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Advanced kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [devopsunlocked.com: Kubernetes: Learning Material](https://devopsunlocked.com/kubernetes-learning-material)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopsunlocked.com: Kubernetes: Learning Material 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.
+  - [medium: Pratyush Mathur - Kubernetes Architecture](https://medium.com/@pratyush.mathur/kubernetes-architecture-82e9bc8324f1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Pratyush Mathur - Kubernetes Architecture in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Fundamentals For Absolute Beginners: Architecture & Components](https://medium.com/the-programmer/kubernetes-fundamentals-for-absolute-beginners-architecture-components-1f7cda8ea536)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Fundamentals For Absolute Beginners: Architecture & Components in the Kubernetes Tools ecosystem.
+  - [eximiaco.tech: when to choose Kubernetes? 🌟](https://www.eximiaco.tech/en/2020/06/03/3-facts-to-consider-before-adopting-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eximiaco.tech: when to choose Kubernetes? 🌟 in the Kubernetes Tools ecosystem.
+  - [The Rise of Modern Day Kubernetes Operations](https://vmblog.com/archive/2021/10/07/the-rise-of-modern-day-kubernetes-operations.aspx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Rise of Modern Day Kubernetes Operations in the Kubernetes Tools ecosystem.
+  - [ostechnix.com: Kubernetes Features Explained In Detail](https://ostechnix.com/kubernetes-features)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ostechnix.com: Kubernetes Features Explained In Detail in the Kubernetes Tools ecosystem.
+  - [medium: Do I need to learn Kubernetes?](https://medium.com/devops-dudes/do-i-need-to-learn-kubernetes-a3dd9a7f9e9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Do I need to learn Kubernetes? in the Kubernetes Tools ecosystem.
+  - [divya-mohan0209.medium.com: Getting started with K8s in 2022](https://divya-mohan0209.medium.com/getting-started-with-k8s-in-2022-1dfeb4bdc112)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering divya-mohan0209.medium.com: Getting started with K8s in 2022 in the Kubernetes Tools ecosystem.
+  - [medium.com/paypal-tech: Scaling Kubernetes to Over 4k Nodes and 200k Pods](https://medium.com/paypal-tech/scaling-kubernetes-to-over-4k-nodes-and-200k-pods-29988fad6ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/paypal-tech: Scaling Kubernetes to Over 4k Nodes and 200k Pods in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Kubernetes Application High-Availability β€” Part 1' (The Very-Basic Basics)](https://pauldally.medium.com/kubernetes-application-high-availability-part-1-the-very-basic-basics-660a14fa81c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kubernetes Application High-Availability β€” Part 1' (The Very-Basic Basics) in the Kubernetes Tools ecosystem.
+  - [medium.com/@olivier.gaumond: Why am I able to bind a privileged port in' my container without the NET_BIND_SERVICE capability?](https://medium.com/@olivier.gaumond/why-am-i-able-to-bind-a-privileged-port-in-my-container-without-the-net-bind-service-capability-60972a4d5496)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@olivier.gaumond: Why am I able to bind a privileged port in' my container without the NET_BIND_SERVICE capability? in the Kubernetes Tools ecosystem.
+  - [ecem.dev: Kubernetes Basics, Core Components & Yaml Files](https://ecem.dev/kubernetes-basics-core-components-yaml-files-2a11841eb72a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ecem.dev: Kubernetes Basics, Core Components & Yaml Files in the Kubernetes Tools ecosystem.
+  - [medium.com/netcracker: Version Control of Configuration Files Using Kubernetes](https://medium.com/netcracker/version-control-of-configuration-files-using-kubernetes-21673766203)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/netcracker: Version Control of Configuration Files Using Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Choosing an Optimal Kubernetes Worker Node Size for' Your Startup 🌟](https://blog.devgenius.io/choosing-an-optimal-kubernetes-worker-node-size-e0eacab408c4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: Choosing an Optimal Kubernetes Worker Node Size for' Your Startup== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@portainerio: Kubernetes, the ultimate enabler of automation](https://medium.com/@portainerio/kubernetes-the-ultimate-enabler-of-automation-27d5a3502807)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@portainerio: Kubernetes, the ultimate enabler of automation in the Kubernetes Tools ecosystem.
+  - [medium.com/@kajan26: The Myth of scalability in Kubernetes](https://medium.com/@kajan26/the-myth-of-scalability-in-kubernetes-e49953944b8e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kajan26: The Myth of scalability in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@raymon_dut: What’s the relationShip between Pod, Deployment,' ReplicaSet, and Service in Kubernetes? 🌟](https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-replicaset-and-service-in-kubernetes-57bf3be22abb 🌟)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@raymon_dut: What’s the relationShip between Pod, Deployment,' ReplicaSet, and Service in Kubernetes? 🌟 in the Kubernetes Tools ecosystem.
+  - [cloudnatively.com: The State of Stateful apps on Kubernetes 🌟](https://www.cloudnatively.com/stateful-apps-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnatively.com: The State of Stateful apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@litombeg: Kubernetes High-Level Architecture](https://medium.com/@litombeg/kubernetes-high-level-architecture-8a39456c2023)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@litombeg: Kubernetes High-Level Architecture in the Kubernetes Tools ecosystem.
+  - [jaffarshaik.medium.com: Kubernetes Architecture and components 🌟](https://jaffarshaik.medium.com/kubernetes-architecture-and-components-bf637dbd0526)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==jaffarshaik.medium.com: Kubernetes Architecture and components== 🌟 in the Kubernetes Tools ecosystem.
+  - [syedasadrazadevops.medium.com: Deep Dive Into Kubernetes: Who to run pod,' node container in Kubernetes (K8s)](https://syedasadrazadevops.medium.com/deep-dive-into-kubernetes-way-to-know-about-kubernetes-6a423c262b61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering syedasadrazadevops.medium.com: Deep Dive Into Kubernetes: Who to run pod,' node container in Kubernetes (K8s) in the Kubernetes Tools ecosystem.
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+  - [levelup.gitconnected.com: 5 Tricks to take your Kubernetes skills to the' next level](https://levelup.gitconnected.com/5-tricks-to-take-your-kubernetes-skills-to-the-next-level-a5541baeb18e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Tricks to take your Kubernetes skills to the' next level in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Kubernetes(k8) High-level overview](https://blog.devgenius.io/kubernetes-k8-high-level-overview-d4e8ef59de00)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubernetes(k8) High-level overview in the Kubernetes Tools ecosystem.
+  - [waltercode.medium.com: Understanding Kubernetes](https://waltercode.medium.com/understanding-kubernetes-a68bca45c9ce)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering waltercode.medium.com: Understanding Kubernetes in the Kubernetes Tools ecosystem.
+  - [anirudhdaya.hashnode.dev: Kubernetes Explained- Part 1](https://anirudhdaya.hashnode.dev/kubernetes-explained-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering anirudhdaya.hashnode.dev: Kubernetes Explained- Part 1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@sakshampaliwal: What is Kubernetes(in short)?](https://medium.com/@sakshampaliwal/what-is-kubernetes-in-short-e92f2b81248a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sakshampaliwal: What is Kubernetes(in short)? in the Kubernetes Tools ecosystem.
+  - [medium.com/@hnaveed221: A Quick Intro To Kubernetes](https://medium.com/@hnaveed221/starting-out-with-kubernetes-21d0bd03c956)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hnaveed221: A Quick Intro To Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/the-techlife: Application life cycle management | Kubernetes](https://medium.com/the-techlife/application-life-cycle-management-kubernetes-4a52a6f8e5d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/the-techlife: Application life cycle management | Kubernetes in the Kubernetes Tools ecosystem.
+  - [hamees.hashnode.dev: Kubernetes: Explain like I'm 5](https://hamees.hashnode.dev/kubernetes-explain-like-im-5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hamees.hashnode.dev: Kubernetes: Explain like I'm 5 in the Kubernetes Tools ecosystem.
+  - [medium.com/siot-govtech: Kubernetes from Scratch](https://medium.com/siot-govtech/kubernetes-from-scratch-35add70e8b7f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/siot-govtech: Kubernetes from Scratch in the Kubernetes Tools ecosystem.
+  - [blog.learncodeonline.in: Kubernetes! An Architectural Overview](https://blog.learncodeonline.in/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes! An Architectural Overview in the Kubernetes Tools ecosystem.
+  - [ajay-yadav.medium.com: Internals of Kubernetes](https://ajay-yadav.medium.com/internals-of-kubernetes-aff264063e91)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ajay-yadav.medium.com: Internals of Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Architecture Explained β€” Under 5 Minutes](https://faun.pub/kubernetes-architecture-explained-under-5-minutes-e35277c4b6bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Architecture Explained β€” Under 5 Minutes in the Kubernetes Tools ecosystem.
+  - [blog.acethecloud.com: The Kubernetes Handbook: A Comprehensive guide of' 100 Q&A 🌟](https://blog.acethecloud.com/the-kubernetes-handbook-a-comprehensive-guide-of-100-q-a-e680199e6e22)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.acethecloud.com: The Kubernetes Handbook: A Comprehensive guide of' 100 Q&A 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@madhankannan7: Kubernetes in Production: Key Considerations](https://medium.com/@madhankannan7/kubernetes-in-production-key-considerations-b2ead677fd78)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@madhankannan7: Kubernetes in Production: Key Considerations in the Kubernetes Tools ecosystem.
+  - [medium.com/@harsh.manvar111: Don’t confuse the difference between stateless' and stateful 🌟](https://medium.com/@harsh.manvar111/dont-confuse-the-difference-between-stateless-and-stateful-9f253efe3ebd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@harsh.manvar111: Don’t confuse the difference between stateless' and stateful== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@deepeshjaiswal6734: An Introduction to Kubernetes Architecture' && Kubernetes Object deep dive-1 🌟](https://medium.com/@deepeshjaiswal6734/an-introduction-to-kubernetes-architecture-kubernetes-object-deep-dive-1-77205e56db5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@deepeshjaiswal6734: An Introduction to Kubernetes Architecture' && Kubernetes Object deep dive-1== 🌟 in the Kubernetes Tools ecosystem.
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+  - [yuminlee2.medium.com: Kubernetes: Understanding Kubernetes Architecture' through a Restaurant Chef’s Analogy](https://yuminlee2.medium.com/kubernetes-understanding-kubernetes-architecture-through-a-restaurant-chefs-analogy-b89f38d8b95a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yuminlee2.medium.com: Kubernetes: Understanding Kubernetes Architecture' through a Restaurant Chef’s Analogy in the Kubernetes Tools ecosystem.
+  - [medium.com/jamf-engineering: How three lines of configuration solved our' gRPC scaling issues in Kubernetes 🌟](https://medium.com/jamf-engineering/how-three-lines-of-configuration-solved-our-grpc-scaling-issues-in-kubernetes-ca1ff13f7f06)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/jamf-engineering: How three lines of configuration solved our' gRPC scaling issues in Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: DevOps in K8s β€” Deployment Rolling Update](https://blog.devgenius.io/devops-in-k8s-deployment-rolling-update-f022285c6f90)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: DevOps in K8s β€” Deployment Rolling Update in the Kubernetes Tools ecosystem.
+  - [medium.com/@walissonscd: Creating a Kubernetes Pod with Multiple Containers' and a Shared Volume 🌟](https://medium.com/@walissonscd/creating-a-kubernetes-pod-with-multiple-containers-and-a-shared-volume-257d9aa2081d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@walissonscd: Creating a Kubernetes Pod with Multiple Containers' and a Shared Volume 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@rphilogene: Turning Kubernetes into a Developer-Friendly Product](https://medium.com/@rphilogene/turning-kubernetes-into-a-developer-friendly-product-930d7290a448)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rphilogene: Turning Kubernetes into a Developer-Friendly Product in the Kubernetes Tools ecosystem.
+  - [medium.com/@vvsevel: A Guide to Kubernetes Application Resource Tuning β€”' part 1](https://medium.com/@vvsevel/a-guide-to-kubernetes-application-resource-tuning-part-1-bf0ba04db10)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@vvsevel: A Guide to Kubernetes Application Resource Tuning β€”' part 1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@vinothiniraju: Streamlining Kubernetes Deployment with Ready-Built' Developer Platform](https://medium.com/@vinothiniraju/streamlining-kubernetes-deployment-with-ready-built-developer-platform-5ba0cbb4facf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@vinothiniraju: Streamlining Kubernetes Deployment with Ready-Built' Developer Platform in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Nginx Deployments: Simplified Management and Increased' Scalability](https://faun.pub/kubernetes-nginx-deployments-simplified-management-and-increased-scalability-8b1a32884db1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Nginx Deployments: Simplified Management and Increased' Scalability in the Kubernetes Tools ecosystem.
+  - [medium.com/@a.j.abbott24: Kubernetes: Multi Environment Config Management](https://medium.com/@a.j.abbott24/kubernetes-multi-environment-config-management-c36c5cf3bbac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@a.j.abbott24: Kubernetes: Multi Environment Config Management== in the Kubernetes Tools ecosystem.
+  - [medium.com/@extio: Understanding Kubernetes Annotations: Enhancing Flexibility' and Extensibility](https://medium.com/@extio/understanding-kubernetes-annotations-enhancing-flexibility-and-extensibility-8f9046591aa1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@extio: Understanding Kubernetes Annotations: Enhancing Flexibility' and Extensibility in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: $ kubectl get kubernetes -o architecture](https://aws.plainenglish.io/kubectl-get-kubernetes-o-architecture-6d4bd97dcaaf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: $ kubectl get kubernetes -o architecture in the Kubernetes Tools ecosystem.
+  - [medium.com/@kylelzk: Kubernetes Theory - Understanding Kubernetes Components:' A Deep Dive](https://medium.com/@kylelzk/kubernetes-theory-understanding-kubernetes-components-a-deep-dive-ac31b7463df2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kylelzk: Kubernetes Theory - Understanding Kubernetes Components:' A Deep Dive in the Kubernetes Tools ecosystem.
+  - [medium.com/@bijit211987: Kubernetes Roadmap](https://medium.com/@bijit211987/kubernetes-roadmap-edd06067fa72)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: Kubernetes Roadmap in the Kubernetes Tools ecosystem.
+  - [medium.com/@dfrancisczok: Introduction to Kubernetes β€” other Kubernetes' components and abstract concepts | Dave Frank](https://medium.com/@dfrancisczok/introduction-to-kubernetes-other-kubernetes-components-and-abstract-concepts-7dfa4955d845)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dfrancisczok: Introduction to Kubernetes β€” other Kubernetes' components and abstract concepts | Dave Frank in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Kubernetes 101: Understanding the Basics of Container' Orchestration](https://levelup.gitconnected.com/kubernetes-101-understanding-the-basics-of-container-orchestration-898562f45651)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kubernetes 101: Understanding the Basics of Container' Orchestration in the Kubernetes Tools ecosystem.
+  - [medium.com/@walissonscd: Understanding Your Kubernetes Cluster](https://medium.com/@walissonscd/understanding-your-kubernetes-cluster-16f4b90f3edc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@walissonscd: Understanding Your Kubernetes Cluster in the Kubernetes Tools ecosystem.
+  - [Certified Kubernetes offerings](https://www.cncf.io/certification/software-conformance)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Certified Kubernetes offerings in the Kubernetes Tools ecosystem.
+  - [fairwinds.medium.com: An Introduction to the Kubernetes Maturity Model β€”' How to Use It](https://fairwinds.medium.com/an-introduction-to-the-kubernetes-maturity-model-how-to-use-it-54ebfc21e413)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fairwinds.medium.com: An Introduction to the Kubernetes Maturity Model β€”' How to Use It in the Kubernetes Tools ecosystem.
+  - [openshift sandbox](https://developers.redhat.com/developer-sandbox/get-started)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openshift sandbox in the Kubernetes Tools ecosystem.
+  - [medium.com/@DevOpsfreak: Top 12 Kubernetes Installation Errors You Can’t' Afford to Miss](https://medium.com/@DevOpsfreak/top-12-kubernetes-installation-errors-you-cant-afford-to-miss-b52d7cda1a52)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@DevOpsfreak: Top 12 Kubernetes Installation Errors You Can’t' Afford to Miss 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.
+  - [nativecloud.dev 🌟](https://nativecloud.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==nativecloud.dev== 🌟 in the Kubernetes Tools ecosystem.
+  - [kubedex.com](https://kubedex.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubedex.com in the Kubernetes Tools ecosystem.
+  - [medium.com: A Year Of Running Kubernetes at MYOB, And The Importance Of' Empathy](https://medium.com/@jpcontad/a-year-of-running-kubernetes-as-a-product-7eed1204eecd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: A Year Of Running Kubernetes at MYOB, And The Importance Of' Empathy in the Kubernetes Tools ecosystem.
+  - [labs.mwrinfosecurity.com: Attacking Kubernetes through Kubelet](https://labs.mwrinfosecurity.com/blog/attacking-kubernetes-through-kubelet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering labs.mwrinfosecurity.com: Attacking Kubernetes through Kubelet in the Kubernetes Tools ecosystem.
+  - [medium: Delivering value on Kubernetes](https://medium.com/@dius_au/delivering-value-on-kubernetes-8d5c5655c1b4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Delivering value on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Then he asked me β€œIs Kubernetes right for us?”](https://medium.com/@alexellisuk/then-he-asked-me-is-kubernetes-right-for-us-78695ee35289)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Then he asked me β€œIs Kubernetes right for us?” in the Kubernetes Tools ecosystem.
+  - [lambda.grofers.com: Learnings From Two Years of Kubernetes in Production](https://lambda.grofers.com/learnings-from-two-years-of-kubernetes-in-production-b0ec21aa2814)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lambda.grofers.com: Learnings From Two Years of Kubernetes in Production in the Kubernetes Tools ecosystem.
+  - [medium: 3 Years of Kubernetes in Production–Here’s What We Learned](https://medium.com/better-programming/3-years-of-kubernetes-in-production-heres-what-we-learned-44e77e1749c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 3 Years of Kubernetes in Production–Here’s What We Learned in the Kubernetes Tools ecosystem.
+  - [medium: Installing cf-for-k8s on a Kubernetes Cluster Running on Digital' Ocean](https://medium.com/cloud-foundry-foundation/installing-cf-for-k8s-on-a-kubernetes-cluster-running-on-digitalocean-acffdc652dcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Installing cf-for-k8s on a Kubernetes Cluster Running on Digital' Ocean in the Kubernetes Tools ecosystem.
+  - [projectcalico.org: Using Kubernetes to orchestrate VMs](https://www.projectcalico.org/using-kubernetes-to-orchestrate-vms)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering projectcalico.org: Using Kubernetes to orchestrate VMs in the Kubernetes Tools ecosystem.
+  - [magalix.com: Influencing Kubernetes Scheduler Decisions](https://www.magalix.com/blog/influencing-kubernetes-scheduler-decisions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Influencing Kubernetes Scheduler Decisions in the Kubernetes Tools ecosystem.
+  - [medium: Making Sense of Taints and Tolerations in Kubernetes](https://medium.com/kubernetes-tutorials/making-sense-of-taints-and-tolerations-in-kubernetes-446e75010f4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Making Sense of Taints and Tolerations in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.pixielabs.ai: Building Kubernetes Native SaaS applications: iterating' quickly by deploying in-cluster data planes](https://blog.pixielabs.ai/hybrid-architecture/hybrid-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.pixielabs.ai: Building Kubernetes Native SaaS applications: iterating' quickly by deploying in-cluster data planes in the Kubernetes Tools ecosystem.
+  - [blog.appstack.one: How to run Ghost blog inside Kubernetes](https://blog.appstack.one/how-to-run-ghost-blog-inside-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.appstack.one: How to run Ghost blog inside Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Graceful shutdown of fpm and nginx in Kubernetes](https://medium.com/inside-personio/graceful-shutdown-of-fpm-and-nginx-in-kubernetes-f362369dff22)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Graceful shutdown of fpm and nginx in Kubernetes in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Implement Your Distributed Filesystem With' GlusterFS And Kubernetes](https://betterprogramming.pub/how-to-implement-your-distributed-filesystem-with-glusterfs-and-kubernetes-83ee7f5f834f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Implement Your Distributed Filesystem With' GlusterFS And Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Scaling Kubernetes with Assurance at Pinterest](https://medium.com/pinterest-engineering/scaling-kubernetes-with-assurance-at-pinterest-a23f821168da)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Scaling Kubernetes with Assurance at Pinterest in the Kubernetes Tools ecosystem.
+  - [blog.deckhouse.io: How we enjoyed upgrading a bunch of Kubernetes clusters' from v1.16 to v1.19](https://blog.deckhouse.io/how-we-enjoyed-upgrading-a-bunch-of-kubernetes-clusters-from-v1-16-to-v1-19-7d664624b2c1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.deckhouse.io: How we enjoyed upgrading a bunch of Kubernetes clusters' from v1.16 to v1.19 in the Kubernetes Tools ecosystem.
+  - [hjrocha.medium.com: Add a Custom Host to Kubernetes](https://hjrocha.medium.com/add-a-custom-host-to-kubernetes-a06472cedccb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hjrocha.medium.com: Add a Custom Host to Kubernetes in the Kubernetes Tools ecosystem.
+  - [zhimin-wen.medium.com: Custom Notifications with Alert Manager’s Webhook' Receiver in Kubernetes](https://zhimin-wen.medium.com/custom-notifications-with-alert-managers-webhook-receiver-in-kubernetes-8e1152ba2c31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering zhimin-wen.medium.com: Custom Notifications with Alert Manager’s Webhook' Receiver in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.bandowski.eu: Tools that should be used in every Kubernetes cluster' 🌟](https://blog.bandowski.eu/tools-that-should-be-used-in-every-kubernetes-cluster-38969ed3e603)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.bandowski.eu: Tools that should be used in every Kubernetes cluster' 🌟 in the Kubernetes Tools ecosystem.
+  - [itnext.io: Breaking down and fixing etcd cluster](https://itnext.io/breaking-down-and-fixing-etcd-cluster-d81e35b9260d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Breaking down and fixing etcd cluster in the Kubernetes Tools ecosystem.
+  - [medium.com: Using kubernetes custom resources to manage our ephemeral environments](https://medium.com/beamdental/using-kubernetes-custom-resources-to-manage-our-ephemeral-environments-f298610893e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Using kubernetes custom resources to manage our ephemeral environments in the Kubernetes Tools ecosystem.
+  - [medium: Running Apache Flink on Kubernetes](https://medium.com/empathyco/running-apache-flink-on-kubernetes-10815a26559e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running Apache Flink on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com: Connect services across Kubernetes clusters using Teleproxy](https://medium.com/flare-systems/connect-services-across-kubernetes-clusters-using-teleproxy-3f317cfd8da)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Connect services across Kubernetes clusters using Teleproxy in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes DNS for Services and Pods](https://medium.com/kubernetes-tutorials/kubernetes-dns-for-services-and-pods-664804211501)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes DNS for Services and Pods in the Kubernetes Tools ecosystem.
+  - [edgehog.blog: Getting Started with K8s: Core Concepts](https://edgehog.blog/getting-started-with-k8s-core-concepts-135fb570462e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering edgehog.blog: Getting Started with K8s: Core Concepts in the Kubernetes Tools ecosystem.
+  - [thenucleargeeks.com: Taints and Tolerations in Kubernetes](https://thenucleargeeks.com/2021/06/26/taints-and-tolerations-in-kubernetes-edit)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thenucleargeeks.com: Taints and Tolerations in Kubernetes in the Kubernetes Tools ecosystem.
+  - [shayn-71079.medium.com: Scaling Kubernetes Clusters](https://shayn-71079.medium.com/scaling-kubernetes-clusters-8a061321de93)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shayn-71079.medium.com: Scaling Kubernetes Clusters in the Kubernetes Tools ecosystem.
+  - [allanjohn909.medium.com: Kubernetes Ingress with Traefik, CertManager, LetsEncrypt' and HAProxy](https://allanjohn909.medium.com/kubernetes-ingress-traefik-cert-manager-letsencrypt-3cb5ea4ee071)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering allanjohn909.medium.com: Kubernetes Ingress with Traefik, CertManager, LetsEncrypt' and HAProxy in the Kubernetes Tools ecosystem.
+  - [asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo' on local k8s cluster](https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-on-local-k8s-cluster-81694c09f818)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo' on local k8s cluster in the Kubernetes Tools ecosystem.
+  - [doordash.engineering: Gradual Code Releases Using an In-House Kubernetes' Canary Controller](https://doordash.engineering/2021/04/14/gradual-code-releases-using-an-in-house-kubernetes-canary-controller)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering doordash.engineering: Gradual Code Releases Using an In-House Kubernetes' Canary Controller in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Scaling & Replicas 🌟](https://medium.com/brainyydude/kubernetes-scaling-replicas-69fcd44b0630)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Scaling & Replicas 🌟 in the Kubernetes Tools ecosystem.
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+  - [medium: Create A Pod In Kubernetes Cluster](https://medium.com/codex/create-a-pod-in-kubernetes-cluster-b9e0c33bb904)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create A Pod In Kubernetes Cluster in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: How to Scale Docker Containers Across Servers Using Kubernetes](https://www.cloudsavvyit.com/13039/how-to-scale-docker-containers-across-servers-using-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Scale Docker Containers Across Servers Using Kubernetes in the Kubernetes Tools ecosystem.
+  - [redkubes.com: DIY Kubernetes-based platform building – part 3](https://redkubes.com/diy-kubernetes-based-platform-building-part-3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering redkubes.com: DIY Kubernetes-based platform building – part 3 in the Kubernetes Tools ecosystem.
+  - [wecloudpro.com: Watchers in Kubernetes](https://www.wecloudpro.com/2021/08/21/Watchers-in-Kubernetes.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wecloudpro.com: Watchers in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: How to enable Kubernetes container RuntimeDefault seccomp profile' for all workloads](https://medium.com/@LachlanEvenson/how-to-enable-kubernetes-container-runtimedefault-seccomp-profile-for-all-workloads-6795624fcbcc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to enable Kubernetes container RuntimeDefault seccomp profile' for all workloads in the Kubernetes Tools ecosystem.
+  - [medium: Wordpress High Availability on Kubernetes](https://medium.com/@icheko/wordpress-high-availability-on-kubernetes-f6c0bcc2f28d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Wordpress High Availability on Kubernetes in the Kubernetes Tools ecosystem.
+  - [ithands-on.com: Kubernetes 101 : Switching namespaces](https://www.ithands-on.com/2021/10/kubernetes-101-switching-namespaces.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Switching namespaces in the Kubernetes Tools ecosystem.
+  - [medium.com: Tinder’s move to Kubernetes](https://medium.com/tinder-engineering/tinders-move-to-kubernetes-cda2a6372f44)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Tinder’s move to Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes for dummies: introduction. Part 1](https://medium.com/@mfsilv/kubernetes-a-gentle-introduction-9d23de7f00e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes for dummies: introduction. Part 1 in the Kubernetes Tools ecosystem.
+  - [vxav.fr: Interacting with containerd runtime for kubernetes](https://www.vxav.fr/2021-09-13-interacting-with-containerd-runtime-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vxav.fr: Interacting with containerd runtime for kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Exploring Kubernetes Node Architecture](https://medium.com/nerd-for-tech/exploring-kubernetes-node-architecture-3a36df6ae034)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Exploring Kubernetes Node Architecture in the Kubernetes Tools ecosystem.
+  - [technos.medium.com: Kubernetes Workflow for Absolute Beginners](https://technos.medium.com/kubernetes-workflow-bad346c54962)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==technos.medium.com: Kubernetes Workflow for Absolute Beginners== in the Kubernetes Tools ecosystem.
+  - [medium.com/@hinsulak: Multi-node lightweight Kubernetes setup](https://medium.com/@hinsulak/multi-node-lightweight-kubernetes-setup-using-k3s-454e87fdc933)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hinsulak: Multi-node lightweight Kubernetes setup in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: How to Deploy WordPress On Kubernetes β€” Part 2](https://medium.com/codex/how-to-deploy-wordpress-on-kubernetes-part-2-df1cc9cbaa2e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: How to Deploy WordPress On Kubernetes β€” Part 2 in the Kubernetes Tools ecosystem.
+  - [medium.com/techbeatly: Chain of events behind a running Pod](https://medium.com/techbeatly/chain-of-events-behind-a-running-pod-149ebaafbfbc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/techbeatly: Chain of events behind a running Pod in the Kubernetes Tools ecosystem.
+  - [medium.com/pareture: Kubernetes Scaling, Capacity and Resource Planning' in Complex Clusters](https://medium.com/pareture/kubernetes-scaling-capacity-and-resource-planning-in-complex-clusters-97a6105b43a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/pareture: Kubernetes Scaling, Capacity and Resource Planning' in Complex Clusters in the Kubernetes Tools ecosystem.
+  - [blog.runx.dev: 3 Things I Hate About Kubernetes](https://blog.runx.dev/3-things-i-hate-about-kubernetes-49f1656baeaa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.runx.dev: 3 Things I Hate About Kubernetes in the Kubernetes Tools ecosystem.
+  - [devopslearners.com: What is a Kubernetes Ephemeral Container?](https://devopslearners.com/what-is-a-kubernetes-ephemeral-container-aa8ab658755d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: What is a Kubernetes Ephemeral Container? in the Kubernetes Tools ecosystem.
+  - [devopslearners.com: Different Container Runtimes and Configurations in the' same Kubernetes Cluster](https://devopslearners.com/different-container-runtimes-and-configurations-in-the-same-kubernetes-cluster-fed228e1853e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearners.com: Different Container Runtimes and Configurations in the' same Kubernetes Cluster in the Kubernetes Tools ecosystem.
+  - [vidhitakher.medium.com: Understanding the Kubernetes cluster components](https://vidhitakher.medium.com/understanding-the-kubernetes-cluster-components-c57cd4af8570)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vidhitakher.medium.com: Understanding the Kubernetes cluster components in the Kubernetes Tools ecosystem.
+  - [medium.com/@kennethtcp: How to spread replica pods into nodes evenly by' topologySpreadConstraints](https://medium.com/@kennethtcp/how-to-spread-replica-pods-into-nodes-evenly-by-topologyspreadconstraints-8abd03424aae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kennethtcp: How to spread replica pods into nodes evenly by' topologySpreadConstraints in the Kubernetes Tools ecosystem.
+  - [medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 1](https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-part-1-fca5f6b3639b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@norlin.t: Build a managed Kubernetes cluster from scratch β€”' part 1 in the Kubernetes Tools ecosystem.
+  - [topcloudops.com: Kubernetes Security, Rootless Containers](https://topcloudops.com/blog-detail?id=466c7bdd-ccb9-4722-abe5-d71a535113a2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering topcloudops.com: Kubernetes Security, Rootless Containers in the Kubernetes Tools ecosystem.
+  - [topcloudops.com: Kubernetes Draining Nodes Properly](https://topcloudops.com/blog-detail?id=afa06d47-b8ea-4417-bb4c-7d164f8903e7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering topcloudops.com: Kubernetes Draining Nodes Properly in the Kubernetes Tools ecosystem.
+  - [medium.com/devops-mojo: Kubernetes β€” Open Standards (OCI, CRI, CNI, CSI,' SMI, CPI) Overview](https://medium.com/devops-mojo/kubernetes-open-standards-oci-cri-cni-csi-smi-cpi-overview-what-is-k8s-open-standards-introduction-a860905af6f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-mojo: Kubernetes β€” Open Standards (OCI, CRI, CNI, CSI,' SMI, CPI) Overview in the Kubernetes Tools ecosystem.
+  - [faun.pub: Deep into Container β€” How Kubernetes works with Container Runtime](https://faun.pub/kubernetes-story-how-kubernetes-works-with-container-runtime-ce618a306f64)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Deep into Container β€” How Kubernetes works with Container Runtime in the Kubernetes Tools ecosystem.
+  - [blog.axiomio.com: Seven Kubernetes Trends to Watch in Upcoming Years](https://blog.axiomio.com/seven-kubernetes-trends-to-watch-in-upcoming-years-e7d48e86c614)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.axiomio.com: Seven Kubernetes Trends to Watch in Upcoming Years in the Kubernetes Tools ecosystem.
+  - [medium.com/@Paddy_Adallah: How to Choose Kubernetes Platforms for Enterprise' Deployments](https://medium.com/@Paddy_Adallah/how-to-choose-kubernetes-platforms-for-enterprise-deployments-c04d5e436543)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@Paddy_Adallah: How to Choose Kubernetes Platforms for Enterprise' Deployments in the Kubernetes Tools ecosystem.
+  - [sunnykkc13.medium.com: Deep Dive into Kubernetes](https://sunnykkc13.medium.com/deep-dive-into-kubernetes-238258c9a536)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sunnykkc13.medium.com: Deep Dive into Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@issy972: Balancing reliability, cost and performance with Kubernetes](https://medium.com/@issy972/balancing-reliability-cost-and-performance-with-kubernetes-45aae8489a3c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@issy972: Balancing reliability, cost and performance with Kubernetes in the Kubernetes Tools ecosystem.
+  - [imoisharma.medium.com: How Leader election works in Kubernetesβ€” By M. Sharma](https://imoisharma.medium.com/how-leader-election-works-in-kubernetes-by-m-sharma-635d213b3fd1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering imoisharma.medium.com: How Leader election works in Kubernetesβ€” By M. Sharma in the Kubernetes Tools ecosystem.
+  - [medium.com/blablacar: Operating Node.js in Kubernetes at scale at BlaBlaCar](https://medium.com/blablacar/operating-node-js-in-kubernetes-at-scale-at-blablacar-3afb6d5d4299)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/blablacar: Operating Node.js in Kubernetes at scale at BlaBlaCar in the Kubernetes Tools ecosystem.
+  - [faun.pub: Git Clone using Init-container | Kubernetes](https://faun.pub/git-clone-using-init-container-kubernetes-b49535be6968)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Git Clone using Init-container | Kubernetes== in the Kubernetes Tools ecosystem.
+  - [medium.com/@tamerberatcelik: When and why to use Kubernetes?](https://medium.com/@tamerberatcelik/when-and-why-to-use-kubernetes-fface756859f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tamerberatcelik: When and why to use Kubernetes? in the Kubernetes Tools ecosystem.
+  - [kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with' AWS Secrets Manager, K8s Init disk, Secrets Injection](https://kymidd.medium.com/lets-do-devops-eks-k8s-python-fuzzy-staging-with-aws-secrets-manager-k8s-init-disk-secrets-b0d8022f3a5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with' AWS Secrets Manager, K8s Init disk, Secrets Injection in the Kubernetes Tools ecosystem.
+  - [medium.com/@AceTheCloud-Abhishek: 50 Shades of Containers and Kubernetes](https://medium.com/@AceTheCloud-Abhishek/50-shades-of-containers-and-kubernetes-d2217fbea788)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@AceTheCloud-Abhishek: 50 Shades of Containers and Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Optimize Kubernetes Resource Management with Time-To-Live (TTL)' for Cleaner Cluster](https://faun.pub/optimize-kubernetes-resource-management-with-time-to-live-ttl-for-cleaner-cluster-ea1c6e0c1e73)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Optimize Kubernetes Resource Management with Time-To-Live (TTL)' for Cleaner Cluster in the Kubernetes Tools ecosystem.
+  - [abhii85.hashnode.dev: How to get started with K8s contributions](https://abhii85.hashnode.dev/how-to-get-started-with-k8s-contributions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abhii85.hashnode.dev: How to get started with K8s contributions in the Kubernetes Tools ecosystem.
+  - [medium.com/@alexmogfr: ZEvent Place: How we handled 100k+ CCU on a real-time' collective canvas](https://medium.com/@alexmogfr/zevent-place-how-we-handled-100k-ccu-on-a-real-time-collective-canvas-71d3d346e0ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alexmogfr: ZEvent Place: How we handled 100k+ CCU on a real-time' collective canvas in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: DevOps in K8s β€” Pod Cgroups](https://blog.devgenius.io/devops-in-k8s-pod-cgroups-ed05181865f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: DevOps in K8s β€” Pod Cgroups in the Kubernetes Tools ecosystem.
+  - [medium.com/trendyol-tech: Kubernetes IO Problem Investigation](https://medium.com/trendyol-tech/kubernetes-io-problem-investigation-1e8aa0cf4909)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/trendyol-tech: Kubernetes IO Problem Investigation in the Kubernetes Tools ecosystem.
+  - [medium.com/@GranulateIntel: The Fundamental Principles of Kubernetes Capacity' Management](https://medium.com/@GranulateIntel/the-fundamental-principles-of-kubernetes-capacity-management-e23f388b4f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@GranulateIntel: The Fundamental Principles of Kubernetes Capacity' Management in the Kubernetes Tools ecosystem.
+  - [tech.bigbasket.com: Atlas: Streamlining BigBasket’s 40+ lines of testing' across 80+ Microservices in Non-Production Environments](https://tech.bigbasket.com/atlas-streamlining-bigbaskets-40-lines-of-testing-across-80-microservices-in-non-production-459040947519)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.bigbasket.com: Atlas: Streamlining BigBasket’s 40+ lines of testing' across 80+ Microservices in Non-Production Environments in the Kubernetes Tools ecosystem.
+  - [hervekhg.medium.com: 3 years managing Kubernetes clusters, my 10 lessons](https://hervekhg.medium.com/3-years-managing-kubernetes-clusters-my-10-lessons-b565a5509f0e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hervekhg.medium.com: 3 years managing Kubernetes clusters, my 10 lessons in the Kubernetes Tools ecosystem.
+  - [medium.com/@.anders: Lessons From Our 8 Years Of Kubernetes In Production' β€” Two Major Cluster Crashes, Ditching Self-Managed, Cutting Cluster Costs, Tooling, And More](https://medium.com/@.anders/learnings-from-our-8-years-of-kubernetes-in-production-two-major-cluster-crashes-ditching-self-0257c09d36cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@.anders: Lessons From Our 8 Years Of Kubernetes In Production' β€” Two Major Cluster Crashes, Ditching Self-Managed, Cutting Cluster Costs, Tooling, And More in the Kubernetes Tools ecosystem.
+  - [medium.com/@bgrant0607: Advantages of storing configuration in container' registries rather than git 🌟](https://medium.com/@bgrant0607/advantages-of-storing-configuration-in-container-registries-rather-than-git-b4266dc0c79f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bgrant0607: Advantages of storing configuration in container' registries rather than git 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@jainal: Mastering Graceful Shutdown in Distributed Systems and' Microservices](https://medium.com/@jainal/mastering-graceful-shutdown-in-distributed-systems-and-microservices-29c311e49660)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jainal: Mastering Graceful Shutdown in Distributed Systems and' Microservices in the Kubernetes Tools ecosystem.
+  - [medium: Mastering the KUBECONFIG file](https://medium.com/@ahmetb/mastering-kubeconfig-4e447aa32c75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Mastering the KUBECONFIG file in the Kubernetes Tools ecosystem.
+  - [iamunnip.medium.com: Merging kubeconfig Files](https://iamunnip.medium.com/merging-kubeconfig-files-c9e0f340a71c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iamunnip.medium.com: Merging kubeconfig Files in the Kubernetes Tools ecosystem.
+  - [medium.com/@yogitakothadia: A Manifest File in Kubernetes](https://medium.com/@yogitakothadia/a-manifest-file-in-kubernetes-952183a508d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@yogitakothadia: A Manifest File in Kubernetes in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Setup Microservices on Kubernetes β€” Write a Configuration' File](https://betterprogramming.pub/set-up-microservice-on-kubernetes-write-config-file-8df7c2b07a4c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Setup Microservices on Kubernetes β€” Write a Configuration' File in the Kubernetes Tools ecosystem.
+  - [faun.pub: Understanding the Kubernetes Manifest](https://faun.pub/understanding-the-kubernetes-manifest-e96d680f2a11)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Understanding the Kubernetes Manifest in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Migrate From Docker Compose to Kubernetes](https://betterprogramming.pub/how-to-migrate-from-docker-compose-to-kubernetes-b57eb229beb2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Migrate From Docker Compose to Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.rewanthtammana.com: Creating Malicious Admission Controllers](https://blog.rewanthtammana.com/creating-malicious-admission-controllers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.rewanthtammana.com: Creating Malicious Admission Controllers in the Kubernetes Tools ecosystem.
+  - [medium.com/@visweswara: What are Kubernetes Admission Controllers?](https://medium.com/@visweswara/what-are-kubernetes-admission-controllers-let-me-explain-93b97f659ccc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@visweswara: What are Kubernetes Admission Controllers? in the Kubernetes Tools ecosystem.
+  - [medium.com/@jonathan_37674: Kubernetes Admission Controller: The Definitive' Guide](https://medium.com/@jonathan_37674/kubernetes-admission-controller-the-definitive-guide-786b09279418)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: Kubernetes Admission Controller: The Definitive' Guide in the Kubernetes Tools ecosystem.
+  - [medium.com/@pflooky: Intro to Kubernetes Mutating Webhooks (get more out' of Kubernetes)](https://medium.com/@pflooky/intro-to-kubernetes-mutating-webhooks-even-if-you-dont-know-kubernetes-172c30232488)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pflooky: Intro to Kubernetes Mutating Webhooks (get more out' of Kubernetes) in the Kubernetes Tools ecosystem.
+  - [medium: The Kubernetes Cloud Controller Manager](https://medium.com/@m.json/the-kubernetes-cloud-controller-manager-d440af0d2be5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Kubernetes Cloud Controller Manager in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Resources 🌟](https://medium.com/@pratyush.mathur/kubernetes-resources-c09d172dbdc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Resources 🌟 in the Kubernetes Tools ecosystem.
+  - [linuxadvise.com: Kubernetes Node Affinity](https://www.linuxadvise.com/post/kubernetes-node-affinity)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Kubernetes Node Affinity in the Kubernetes Tools ecosystem.
+  - [linuxadvise.com: Kubernetes Daemon Sets](https://www.linuxadvise.com/post/kubernetes-daemon-sets)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Kubernetes Daemon Sets in the Kubernetes Tools ecosystem.
+  - [magalix.com: **Team Productivity: Resource Management** 🌟](https://www.magalix.com/blog/team-productivity-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: **Team Productivity: Resource Management** 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com: kubernetes Pod Priority and Preemption](https://medium.com/@mohaamer5/kubernetes-pod-priority-and-preemption-943c58aee07d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: kubernetes Pod Priority and Preemption in the Kubernetes Tools ecosystem.
+  - [medium: How to configure and manage Pod in Kubernetes Cluster (K8s)](https://medium.com/faun/pod-in-kubernetes-cluster-k8s-adeb5b901153)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to configure and manage Pod in Kubernetes Cluster (K8s) in the Kubernetes Tools ecosystem.
+  - [Discovering Running Pods By Using DNS and Headless Services in Kubernetes](https://medium.com/swlh/discovering-running-pods-by-using-dns-and-headless-services-in-kubernetes-7002a50747f4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Discovering Running Pods By Using DNS and Headless Services in Kubernetes in the Kubernetes Tools ecosystem.
+  - [Kubernetes Tip: What Happens To Pods Running On Node That Become Unreachable?](https://medium.com/tailwinds-navigator/kubernetes-tip-what-happens-to-pods-running-on-node-that-become-unreachable-3d409f734e5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Tip: What Happens To Pods Running On Node That Become Unreachable? in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Pod Redundancy Strategies](https://medium.com/better-programming/kubernetes-pod-redundancy-strategies-a6d9b560749a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Pod Redundancy Strategies in the Kubernetes Tools ecosystem.
+  - [linuxadvise.com: Kubernetes Static Pods](https://www.linuxadvise.com/post/kubernetes-static-pods)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Kubernetes Static Pods in the Kubernetes Tools ecosystem.
+  - [linuxadvise.com: Kubernetes Pod Security Policy](https://www.linuxadvise.com/post/kubernetes-pod-security-policy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Kubernetes Pod Security Policy in the Kubernetes Tools ecosystem.
+  - [medium: Notes on Graceful Shutdown in Kubernetes 🌟](https://medium.com/@pleasingsmoke/graceful-shutdown-of-pods-in-kubernetes-6da5588b5356)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Notes on Graceful Shutdown in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [didil.medium.com: Building a Kubernetes Mutating Admission Webhook](https://didil.medium.com/building-a-kubernetes-mutating-admission-webhook-7e48729523ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering didil.medium.com: Building a Kubernetes Mutating Admission Webhook in the Kubernetes Tools ecosystem.
+  - [medium: How to Schedule Pods on Nodes in Kubernetes](https://medium.com/@knoldus/how-to-schedule-pods-on-nodes-in-kubernetes-af321d8ea5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: How to Schedule Pods on Nodes in Kubernetes== in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes: Evenly Distribution of Pods Across Cluster Nodes' |Puru Tuladhar](https://medium.com/geekculture/kubernetes-distributing-pods-evenly-across-cluster-c6bdc9b49699)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Kubernetes: Evenly Distribution of Pods Across Cluster Nodes==' |Puru Tuladhar in the Kubernetes Tools ecosystem.
+  - [medium: Understanding PodSecurity in Kubernetes](https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a65102056)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding PodSecurity in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.searce.com: Single Pod Access Mode for Persistent Volumes on Kubernetes](https://blog.searce.com/single-pod-access-mode-for-persistent-volumes-on-kubernetes-4cf79200aa9a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Single Pod Access Mode for Persistent Volumes on Kubernetes in the Kubernetes Tools ecosystem.
+  - [shramikawale.medium.com: PodsDisruptionBudget: Why you will need in Kubernetes?](https://shramikawale.medium.com/podsdisruptionbudget-why-you-will-need-in-kubernetes-c939904d590d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering shramikawale.medium.com: PodsDisruptionBudget: Why you will need in Kubernetes? in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: Pods in Kubernetes β€” The Smallest Deployable Units' of Computing 🌟](https://aws.plainenglish.io/pods-in-kubernetes-the-smallest-deployable-units-of-computing-dab3bf1a2762)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Pods in Kubernetes β€” The Smallest Deployable Units' of Computing 🌟 in the Kubernetes Tools ecosystem.
+  - [chrisedrego.medium.com: Power of PriorityClass in Kubernetes 🌟](https://chrisedrego.medium.com/power-of-priorityclass-in-kubernetes-87505260ecb6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==chrisedrego.medium.com: Power of PriorityClass in Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
+  - [devopslearners.com: Kubernetes Pod Priority, PriorityClass, and Preemption' Explained 🌟](https://devopslearners.com/kubernetes-pod-priority-priorityclass-and-preemption-explained-a48fb7988672)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==devopslearners.com: Kubernetes Pod Priority, PriorityClass, and Preemption' Explained== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@r_chan: Kubernetes Pods Termination Lifecycle](https://medium.com/@r_chan/kubernetes-pods-termination-lifecycle-fd2926c4611a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@r_chan: Kubernetes Pods Termination Lifecycle in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Understanding Kubernetes Multi-Container Pod Patterns](https://betterprogramming.pub/understanding-kubernetes-multi-container-pod-patterns-577f74690aee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Understanding Kubernetes Multi-Container Pod Patterns in the Kubernetes Tools ecosystem.
+  - [medium.com/@danielaaronw: K8s Pod Anti-affinity](https://medium.com/@danielaaronw/k8s-pod-anti-affinity-dd2667a20c5f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@danielaaronw: K8s Pod Anti-affinity in the Kubernetes Tools ecosystem.
+  - [mouliveera.medium.com: How to update configmap on POD without restart](https://mouliveera.medium.com/how-to-update-configmap-on-pod-without-restart-be3c0b4433af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mouliveera.medium.com: How to update configmap on POD without restart in the Kubernetes Tools ecosystem.
+  - [medium.com/@meng.yan: What Happens When Deleting a Pod](https://medium.com/@meng.yan/what-happens-when-deleting-a-pod-d1219c7e1b53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@meng.yan: What Happens When Deleting a Pod in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: DevOps in K8s β€” Pod Downward API](https://blog.devgenius.io/devops-in-k8s-pod-downward-api-571399049013)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: DevOps in K8s β€” Pod Downward API in the Kubernetes Tools ecosystem.
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+  - [blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps' on day one 🌟🌟](https://blog.gopaddle.io/2021/04/01/strange-things-you-never-knew-about-kubernetes-configmaps-on-day-one)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps' on day one 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: Kubernetes ConfigMaps Explained](https://medium.com/codex/kubernetes-configmaps-explained-961cdd23f232)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Kubernetes ConfigMaps Explained in the Kubernetes Tools ecosystem.
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+  - [aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using' ConfigMap and Secret](https://aditya-sunjava.medium.com/externalizing-configurations-in-kubernetes-using-configmap-and-secret-bfda0970d8ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using' ConfigMap and Secret in the Kubernetes Tools ecosystem.
+  - [medium.com/@shrishtishreya: Kubernetes ConfigMaps Explained](https://medium.com/@shrishtishreya/kubernetes-configmaps-explained-c6e7c9a6e6a6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@shrishtishreya: Kubernetes ConfigMaps Explained in the Kubernetes Tools ecosystem.
+  - [medium.com/open-devops-academy: Learn Kubernetes: ConfigMap β€” Inject the' values of a ConfigMap in a container as a volume](https://medium.com/open-devops-academy/kubernetes-inject-the-values-of-a-configmap-in-a-container-as-a-volume-628c39f3ea43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/open-devops-academy: Learn Kubernetes: ConfigMap β€” Inject the' values of a ConfigMap in a container as a volume in the Kubernetes Tools ecosystem.
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+  - [mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated](https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc)  [COMMUNITY-TOOL] [LEGACY] β€” A curated technical resource and architectural guide covering ==mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated== in the Kubernetes Tools ecosystem.
+  - [medium.com/4th-coffee: State of Kubernetes Secrets Management in 2022](https://medium.com/4th-coffee/state-of-kubernetes-secrets-management-in-2022-6148af91e7b5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: State of Kubernetes Secrets Management in 2022 in the Kubernetes Tools ecosystem.
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+  - [vinothecloudone.medium.com: Kubernetes Configuration Patterns 101](https://vinothecloudone.medium.com/kubernetes-configuration-patterns-101-68cfb7af1084)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vinothecloudone.medium.com: Kubernetes Configuration Patterns 101 in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Kubernetes 101: Secrets](https://levelup.gitconnected.com/kubernetes-101-secrets-20d068ab0563)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kubernetes 101: Secrets in the Kubernetes Tools ecosystem.
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+  - [medium: How to create Namespaces in Kubernetes? 🌟](https://medium.com/faun/namespaces-in-kubernetes-4bac49414770)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to create Namespaces in Kubernetes? 🌟 in the Kubernetes Tools ecosystem.
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+  - [medium: Kubernetes Multi-Tenancy β€” A Best Practices Guide 🌟](https://medium.com/faun/kubernetes-multi-tenancy-a-best-practices-guide-88e37ef2b709)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Multi-Tenancy β€” A Best Practices Guide 🌟 in the Kubernetes Tools ecosystem.
+  - [asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1)](https://asonisg.medium.com/multi-tenancy-with-kubernetes-part-1-8ac4e5083e31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1) in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Namespaces vs. Virtual Clusters](https://medium.com/geekculture/kubernetes-namespaces-vs-virtual-clusters-cc8731752972)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Namespaces vs. Virtual Clusters in the Kubernetes Tools ecosystem.
+  - [p3r.one: Delete namespace stuck in Terminating State](https://www.p3r.one/delete-terminating-namespace)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering p3r.one: Delete namespace stuck in Terminating State in the Kubernetes Tools ecosystem.
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+  - [towardsaws.com: Kubernetes Multi-Tenancy Approach](https://towardsaws.com/kubernetes-multi-tenancy-approach-b0f58d615971)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Kubernetes Multi-Tenancy Approach in the Kubernetes Tools ecosystem.
+  - [medium.com/@het.trivedi05: Designing Multi-Tenant Applications on Kubernetes](https://medium.com/@het.trivedi05/designing-multi-tenant-applications-on-kubernetes-f0470f8e641c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@het.trivedi05: Designing Multi-Tenant Applications on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/adeo-tech: A walkthrough guide for Multi-Tenancy with GKE](https://medium.com/adeo-tech/a-walkthrough-guide-for-multi-tenancy-with-gke-b9e6f1aed2a2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adeo-tech: A walkthrough guide for Multi-Tenancy with GKE in the Kubernetes Tools ecosystem.
+  - [faun.pub: Hierarchical Namespaces in Kubernetes](https://faun.pub/hierarchical-namespaces-in-kubernetes-5b07ea2c3e65)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: Hierarchical Namespaces in Kubernetes== in the Kubernetes Tools ecosystem.
+  - [sandeepbaldawa.medium.com: K8s Labels & Selectors](https://sandeepbaldawa.medium.com/k8s-labels-selectors-9ad2fcf78a4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sandeepbaldawa.medium.com: K8s Labels & Selectors in the Kubernetes Tools ecosystem.
+  - [blog.kubecost.com: The Guide to Kubernetes Labels](https://blog.kubecost.com/blog/kubernetes-labels)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com: The Guide to Kubernetes Labels in the Kubernetes Tools ecosystem.
+  - [linuxadvise.com: Kubernetes Node Selectors](https://www.linuxadvise.com/post/kubernetes-node-selectors)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Kubernetes Node Selectors in the Kubernetes Tools ecosystem.
+  - [ithands-on.com: Kubernetes 101 : Changing a Pod's label on the fly](https://www.ithands-on.com/2021/04/kubernetes-101-changing-pods-label-on.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Changing a Pod's label on the fly in the Kubernetes Tools ecosystem.
+  - [thenucleargeeks.com: Taints and Tolerations in Kubernetes](https://thenucleargeeks.com/2021/03/28/taints-and-tolerations-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thenucleargeeks.com: Taints and Tolerations in Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Taints And Toleration Basics In Kubernetes](https://faun.pub/taints-and-toleration-basics-in-kubernetes-c0538c3f6deb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Taints And Toleration Basics In Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations](https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations in the Kubernetes Tools ecosystem.
+  - [kamsjec.medium.com: Kubernetes Taints and Tolerations](https://kamsjec.medium.com/kubernetes-taints-and-tolerations-18727f618d01)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kamsjec.medium.com: Kubernetes Taints and Tolerations in the Kubernetes Tools ecosystem.
+  - [medium.com/@sam.euchaliptus: Tolerations & NodeAffinity for Deterministic' Pod Scheduling in Kubernetes](https://medium.com/@sam.euchaliptus/tolerations-nodeaffinity-for-deterministic-pod-scheduling-in-kubernetes-aa2f1d4316fa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@sam.euchaliptus: Tolerations & NodeAffinity for Deterministic' Pod Scheduling in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: How to Deploy a Web Application with Kubernetes](https://medium.com/swlh/how-to-deploy-an-asp-net-application-with-kubernetes-3c00c5fa1c6e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Deploy a Web Application with Kubernetes in the Kubernetes Tools ecosystem.
+  - [linuxadvise.com: Kubernetes Rolling Updates and Rollbacks](https://www.linuxadvise.com/post/kubernetes-rolling-updates-and-rollbacks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxadvise.com: Kubernetes Rolling Updates and Rollbacks in the Kubernetes Tools ecosystem.
+  - [medium: How Rolling and Rollback Deployments work in Kubernetes](https://medium.com/@yankee.exe/how-rolling-and-rollback-deployments-work-in-kubernetes-8db4c4dce599)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How Rolling and Rollback Deployments work in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Deployment β€” Rolling Updates and Rollbacks Explained](https://medium.com/codex/kubernetes-deployment-rolling-updates-and-rollbacks-explained-e3efa6557368)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Deployment β€” Rolling Updates and Rollbacks Explained in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Deployment: Connect Your Front End to Your Back End With' Nginx](https://medium.com/better-programming/kubernetes-deployment-connect-your-front-end-to-your-back-end-with-nginx-7e4e7cfef177)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Deployment: Connect Your Front End to Your Back End With' Nginx in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Deployment Explained](https://medium.com/geekculture/kubernetes-deployment-explained-9b2b89dd3977)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Deployment Explained in the Kubernetes Tools ecosystem.
+  - [medium: Deployment types in Kubernetes](https://medium.com/avmconsulting-blog/deployment-types-in-kubernetes-14b70ca7ef93)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deployment types in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: 5 Things We Overlooked When Deploying Our First App on Kubernetes](https://medium.com/gumgum-tech/5-things-we-overlooked-when-putting-our-first-app-on-kubernetes-58583c1783e4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 5 Things We Overlooked When Deploying Our First App on Kubernetes in the Kubernetes Tools ecosystem.
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+  - [medium: Kubernetes Tip: How Statefulsets Behave Differently Than Deployments' When Node Fails?](https://medium.com/tailwinds-navigator/kubernetes-tip-how-statefulsets-behave-differently-than-deployments-when-node-fails-d29e36bca7d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Tip: How Statefulsets Behave Differently Than Deployments' When Node Fails? in the Kubernetes Tools ecosystem.
+  - [yankeexe.medium.com: How Rolling and Rollback Deployments work in Kubernetes](https://yankeexe.medium.com/how-rolling-and-rollback-deployments-work-in-kubernetes-8db4c4dce599)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering yankeexe.medium.com: How Rolling and Rollback Deployments work in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/okteto: Beginner’s Guide to Kubernetes Deployments](https://medium.com/okteto/beginners-guide-to-kubernetes-deployments-50f066d95d2b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/okteto: Beginner’s Guide to Kubernetes Deployments in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Zero downtime deployment with Kubernetes using Rolling' update Strategy](https://blog.devgenius.io/zero-downtime-deployment-with-kubernetes-using-rolling-update-strategy-bff45de8c3c3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Zero downtime deployment with Kubernetes using Rolling' update Strategy in the Kubernetes Tools ecosystem.
+  - [dinushad92.medium.com: Building a resilient deployment on Kubernetes-part' 3: Keep the deployment up to date with the latest releases](https://dinushad92.medium.com/building-a-resilient-deployment-on-kubernetes-part-3-keep-the-deployment-up-to-date-with-the-7296f18f275a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dinushad92.medium.com: Building a resilient deployment on Kubernetes-part' 3: Keep the deployment up to date with the latest releases in the Kubernetes Tools ecosystem.
+  - [medium.com/@chamakenjefi: Kubernetes deployments using a ConfigMap with' a custom index.html page](https://medium.com/@chamakenjefi/kubernetes-deployments-using-a-configmap-with-a-custom-index-html-page-5b4de0a7aa1b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@chamakenjefi: Kubernetes deployments using a ConfigMap with' a custom index.html page in the Kubernetes Tools ecosystem.
+  - [medium.com/@vrnvav97: Canary Deployment in Kubernetes](https://medium.com/@vrnvav97/canary-deployment-in-kubernetes-a18c81cb9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@vrnvav97: Canary Deployment in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@the.nick.miller: Custom Deployments with Kubernetes](https://medium.com/@the.nick.miller/multi-container-deployments-with-kubernetes-33c824d8d9a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@the.nick.miller: Custom Deployments with Kubernetes in the Kubernetes Tools ecosystem.
+  - [amolmote.hashnode.dev: ReplicaSet & Deployment In Kubernetes 🌟](https://amolmote.hashnode.dev/replicaset-deployment-in-kubernetes#heading-what-is-deployment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==amolmote.hashnode.dev: ReplicaSet & Deployment In Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
+  - [teplyheng.medium.com: Understand the difference between Deployments and' ReplicaSet 🌟](https://teplyheng.medium.com/understand-the-difference-between-deployments-and-replicaset-7e1cfd4d8639)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering teplyheng.medium.com: Understand the difference between Deployments and' ReplicaSet 🌟 in the Kubernetes Tools ecosystem.
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+  - [routerhan.medium.com: Understanding Kubernetes Deployment β€” A Beginner’s' Guide](https://routerhan.medium.com/understanding-kubernetes-deployment-a-beginners-guide-6723c19dbd57)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering routerhan.medium.com: Understanding Kubernetes Deployment β€” A Beginner’s' Guide in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Blue Green Deployment with Kubernetes](https://blog.devgenius.io/blue-green-deployment-with-kubernetes-b7595b17fe17)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Blue Green Deployment with Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes β€” Difference between Deployment and StatefulSet in K8s](https://medium.com/devops-mojo/kubernetes-difference-between-deployment-and-statefulset-in-k8s-deployments-vs-statefulsets-855f9e897091)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes β€” Difference between Deployment and StatefulSet in K8s in the Kubernetes Tools ecosystem.
+  - [tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications](https://tom-sapak.medium.com/deployment-vs-statefulset-for-stateful-applications-eebd6522e102)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications in the Kubernetes Tools ecosystem.
+  - [niravshah2705.medium.com: Play with volume for statefulsets](https://niravshah2705.medium.com/play-with-volume-for-statefulsets-7fbf14221e74)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering niravshah2705.medium.com: Play with volume for statefulsets in the Kubernetes Tools ecosystem.
+  - [medium.com/@arton.demaku: Managing Stateful Applications with Kubernetes' StatefulSets](https://medium.com/@arton.demaku/managing-stateful-applications-with-kubernetes-statefulsets-3eeec9e9d151)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@arton.demaku: Managing Stateful Applications with Kubernetes' StatefulSets in the Kubernetes Tools ecosystem.
+  - [blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet](https://blog.learncodeonline.in/kubernetes-scheduling-daemonset)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet in the Kubernetes Tools ecosystem.
+  - [ithands-on.com: Kubernetes 101 : Performing tasks in kubernetes - Jobs](https://www.ithands-on.com/2021/05/kubernetes-101-performing-tasks-in.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Performing tasks in kubernetes - Jobs in the Kubernetes Tools ecosystem.
+  - [medium: Jobs & Cronjobs in Kubernetes Cluster](https://medium.com/avmconsulting-blog/jobs-cronjobs-in-kubernetes-cluster-d0e872e3c8c8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jobs & Cronjobs in Kubernetes Cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: Setup a CronJob to execute Kubectl or AWS commands](https://medium.com/geekculture/setup-a-cronjob-to-execute-kubectl-or-aws-commands-c1c15dd4ff1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Setup a CronJob to execute Kubectl or AWS commands in the Kubernetes Tools ecosystem.
+  - [dwdraju.medium.com: Kubernetes Job or CronJob: Which One to Use and When?' 🌟](https://dwdraju.medium.com/kubernetes-job-or-cronjob-which-one-to-use-and-when-4ffd4800d28e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dwdraju.medium.com: Kubernetes Job or CronJob: Which One to Use and When?' 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: K8s β€” Why Use Job Instead of Pod Directly?](https://blog.devgenius.io/k8s-why-use-job-instead-of-pod-directly-48cf4e24a0df)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: K8s β€” Why Use Job Instead of Pod Directly? in the Kubernetes Tools ecosystem.
+  - [medium.com/kudos-engineering: Migrating our cron jobs to Kubernetes](https://medium.com/kudos-engineering/migrating-our-cron-jobs-to-kubernetes-8597032d7622)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kudos-engineering: Migrating our cron jobs to Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@abhinav.ittekot: Running Kubernetes jobs with sidecar containers](https://medium.com/@abhinav.ittekot/running-kubernetes-jobs-with-sidecar-containers-8c034b020993)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abhinav.ittekot: Running Kubernetes jobs with sidecar containers in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Understanding Jobs and CronJobs in Kubernetes](https://blog.devops.dev/understanding-jobs-and-cronjobs-in-kubernetes-9db379562da)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Understanding Jobs and CronJobs in Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes β€” Active/Passive Load Balancing with Services](https://faun.pub/active-passive-load-balancing-with-kubernetes-services-742cae1938af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes β€” Active/Passive Load Balancing with Services in the Kubernetes Tools ecosystem.
+  - [devineer.medium.com: Kubernetes Services Explained](https://devineer.medium.com/kubernetes-services-explained-22b4dd11de02)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devineer.medium.com: Kubernetes Services Explained in the Kubernetes Tools ecosystem.
+  - [whyk8s.substack.com: Why Services?](https://whyk8s.substack.com/p/why-services)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering whyk8s.substack.com: Why Services? in the Kubernetes Tools ecosystem.
+  - [medium.com/@ankitrai_13207: Kubernetes: Deployment & Service](https://medium.com/@ankitrai_13207/kubernetes-deployment-service-6f32b7e63f16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ankitrai_13207: Kubernetes: Deployment & Service in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: An Overview to Kubernetes Services](https://betterprogramming.pub/kubernetes-service-types-3c4a3088a5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: An Overview to Kubernetes Services in the Kubernetes Tools ecosystem.
+  - [nitishblog.hashnode.dev: Kubernetes Services - Your way to connect with' your application](https://nitishblog.hashnode.dev/kubernetes-services-your-way-to-connect-with-your-application)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nitishblog.hashnode.dev: Kubernetes Services - Your way to connect with' your application in the Kubernetes Tools ecosystem.
+  - [sumanprasad.hashnode.dev: Everything About Kubernetes Services - Discovery,' Load Balancing, Networking](https://sumanprasad.hashnode.dev/everything-about-kubernetes-services-discovery-load-balancing-networking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sumanprasad.hashnode.dev: Everything About Kubernetes Services - Discovery,' Load Balancing, Networking in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Kubernetes Services: Explained with Examples](https://blog.devops.dev/kubernetes-services-explained-with-examples-3d1897a875b7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Kubernetes Services: Explained with Examples in the Kubernetes Tools ecosystem.
+  - [medium.com: Kubernetes Canary Deployment #1 Gitlab CI](https://medium.com/@wuestkamp/kubernetes-canary-deployment-1-gitlab-ci-518f9fdaa7ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes Canary Deployment #1 Gitlab CI in the Kubernetes Tools ecosystem.
+  - [medium: Fully automated canary deployments in Kubernetes](https://medium.com/containers-101/fully-automated-canary-deployments-in-kubernetes-70a671105273)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Fully automated canary deployments in Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.knoldus.com: Introduction to Kubernetes Deployment Strategies](https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.knoldus.com: Introduction to Kubernetes Deployment Strategies in the Kubernetes Tools ecosystem.
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+  - [blog.devgenius.io: Kubernetes Blue-Green Deployment](https://blog.devgenius.io/kubernetes-blue-green-deployment-a69ed17cd4cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubernetes Blue-Green Deployment in the Kubernetes Tools ecosystem.
+  - [prakashkumar0301.medium.com: Blue-Green Deployment with Kubernetes](https://prakashkumar0301.medium.com/blue-green-deployment-with-kubernetes-a37a534a2ef4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering prakashkumar0301.medium.com: Blue-Green Deployment with Kubernetes in the Kubernetes Tools ecosystem.
+  - [emirayhan.medium.com: Kubernetes (k8s) Deployment Strategies](https://emirayhan.medium.com/kubernetes-k8s-deployment-strategies-eb3a0f5cbc49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering emirayhan.medium.com: Kubernetes (k8s) Deployment Strategies in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Deployment Strategies](https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Deployment Strategies in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Kubernetes Deployment Strategy Explained 🌟](https://blog.devgenius.io/kubernetes-deployment-strategy-explained-bf27fea088e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubernetes Deployment Strategy Explained 🌟 in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: Run the Canary Deployment pattern on Kubernetes' 🌟](https://developers.redhat.com/developer-sandbox/activities/run-the-canary-deployment-pattern-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==developers.redhat.com: Run the Canary Deployment pattern on Kubernetes==' 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.werf.io: Canary releases in Kubernetes based on Ingress-NGINX Controller](https://blog.werf.io/canary-releases-in-kubernetes-based-on-ingress-nginx-controller-96193efe34f9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.werf.io: Canary releases in Kubernetes based on Ingress-NGINX Controller in the Kubernetes Tools ecosystem.
+  - [medium.com/@bubu.tripathy: Blue-Green Deployment using Kubernetes](https://medium.com/@bubu.tripathy/blue-green-deployment-using-kubernetes-be994df956b4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bubu.tripathy: Blue-Green Deployment using Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.developersteve.com: Canary Deployments in Kubernetes: Safely Releasing' New Features with Confidence](https://blog.developersteve.com/canary-deployments-in-kubernetes-safely-releasing-new-features-with-confidence-f6eb3f0dab6f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.developersteve.com: Canary Deployments in Kubernetes: Safely Releasing' New Features with Confidence in the Kubernetes Tools ecosystem.
+  - [learndevops.substack.com: Hitting prometheus API with curl and jq 🌟](https://learndevops.substack.com/p/hitting-prometheus-api-with-curl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learndevops.substack.com: Hitting prometheus API with curl and jq 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/cp-massive-programming: Kubernetes API Server Discovery](https://medium.com/cp-massive-programming/kubernetes-api-server-discovery-ac3b358e878e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cp-massive-programming: Kubernetes API Server Discovery in the Kubernetes Tools ecosystem.
+  - [medium.com/linux-shots: Find Deprecated API Resources used in a Kubernetes' Cluster](https://medium.com/linux-shots/find-deprecated-api-resources-used-in-a-kubernetes-cluster-44756c1126c8)  [COMMUNITY-TOOL] [LEGACY] β€” A curated technical resource and architectural guide covering medium.com/linux-shots: Find Deprecated API Resources used in a Kubernetes' Cluster in the Kubernetes Tools ecosystem.
+  - [blog.jimmyray.io: Discover K8s Through Its APIs](https://blog.jimmyray.io/discover-k8s-through-its-apis-e2f90937a19f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.jimmyray.io: Discover K8s Through Its APIs in the Kubernetes Tools ecosystem.
+  - [medium: How to Perform Health checks in Kubernetes (K8s)](https://medium.com/faun/how-to-perform-health-checks-in-kubernetes-k8s-a4e5300b1f9d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Perform Health checks in Kubernetes (K8s) in the Kubernetes Tools ecosystem.
+  - [Liveness and Readiness Probes for Kubernetes in Phoenix application](https://blog.lelonek.me/liveness-and-readiness-probes-for-kubernetes-in-phoenix-application-890e24d0737e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Liveness and Readiness Probes for Kubernetes in Phoenix application in the Kubernetes Tools ecosystem.
+  - [faun.pub: Straight to the Point: Kubernetes Probes](https://faun.pub/straight-to-the-point-kubernetes-probes-e5b23e267d9d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Straight to the Point: Kubernetes Probes in the Kubernetes Tools ecosystem.
+  - [guyzsarun.medium.com: Kubernetes Liveness, Readiness Probe Explained](https://guyzsarun.medium.com/kubernetes-liveness-readiness-probe-explained-352691dcccf1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guyzsarun.medium.com: Kubernetes Liveness, Readiness Probe Explained in the Kubernetes Tools ecosystem.
+  - [medium.com/devops-mojo: Kubernetes β€” Probes (Liveness, Readiness, and Startup)' Overview](https://medium.com/devops-mojo/kubernetes-probes-liveness-readiness-startup-overview-introduction-to-probes-types-configure-health-checks-206ff7c24487)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-mojo: Kubernetes β€” Probes (Liveness, Readiness, and Startup)' Overview in the Kubernetes Tools ecosystem.
+  - [doordash.engineering: How to Handle Kubernetes Health Checks](https://doordash.engineering/2022/08/09/how-to-handle-kubernetes-health-checks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering doordash.engineering: How to Handle Kubernetes Health Checks in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Liveness Probes](https://faun.pub/kubernetes-liveness-probes-1a053f53690c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Liveness Probes in the Kubernetes Tools ecosystem.
+  - [dnastacio.medium.com: The Art and Science of Probing a Kubernetes Container](https://dnastacio.medium.com/the-art-and-science-of-probing-a-kubernetes-container-db1f16539080)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dnastacio.medium.com: The Art and Science of Probing a Kubernetes Container in the Kubernetes Tools ecosystem.
+  - [medium.com/@eumaho: Setting up readiness and liveness health-check probes' in Kubernetes with SpringBoot 🌟](https://medium.com/@eumaho/setting-up-readiness-and-liveness-health-check-probes-in-kubernetes-with-springboot-674eb1038377)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eumaho: Setting up readiness and liveness health-check probes' in Kubernetes with SpringBoot 🌟 in the Kubernetes Tools ecosystem.
+  - [kamsjec.medium.com: liveness and readiness probes…](https://kamsjec.medium.com/liveness-and-readiness-probes-91919f24e305)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kamsjec.medium.com: liveness and readiness probes… in the Kubernetes Tools ecosystem.
+  - [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?== in the Kubernetes Tools ecosystem.
+  - [medium: Ultimate Kubernetes Resource Planning Guide](https://medium.com/dev-genius/ultimate-kubernetes-resource-planning-guide-449a4fddd1d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ultimate Kubernetes Resource Planning Guide in the Kubernetes Tools ecosystem.
+  - [magalix.com: Capacity Planning](https://www.magalix.com/blog/kubernetes-patterns-capacity-planning)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Capacity Planning in the Kubernetes Tools ecosystem.
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+  - [medium: Understanding resource limits in kubernetes: cpu time](https://medium.com/@betz.mark/understanding-resource-limits-in-kubernetes-cpu-time-9eff74d3161b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding resource limits in kubernetes: cpu time in the Kubernetes Tools ecosystem.
+  - [john-tucker.medium.com: Kubernetes CPU Resource Requests at Runtime](https://john-tucker.medium.com/kubernetes-cpu-resource-requests-at-runtime-c4df668d1c5c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering john-tucker.medium.com: Kubernetes CPU Resource Requests at Runtime in the Kubernetes Tools ecosystem.
+  - [faun.pub: Practical example of how to set requests and limits on Kubernetes](https://faun.pub/practical-example-of-how-to-set-requests-and-limits-on-kubernetes-87521b599983)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Practical example of how to set requests and limits on Kubernetes in the Kubernetes Tools ecosystem.
+  - [dnastacio.medium.com: Why you should keep using CPU limits on Kubernetes' 🌟🌟](https://dnastacio.medium.com/why-you-should-keep-using-cpu-limits-on-kubernetes-60c4e50dfc61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dnastacio.medium.com: Why you should keep using CPU limits on Kubernetes==' 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/omio-engineering: CPU limits and aggressive throttling in Kubernetes](https://medium.com/omio-engineering/cpu-limits-and-aggressive-throttling-in-kubernetes-c5b20bd8a718)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/omio-engineering: CPU limits and aggressive throttling in Kubernetes in the Kubernetes Tools ecosystem.
+  - [iceburn.medium.com: Kubernetes Resource Requests and Resource Limits](https://iceburn.medium.com/kubernetes-resource-requests-and-resource-limits-99c549c5a439)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iceburn.medium.com: Kubernetes Resource Requests and Resource Limits in the Kubernetes Tools ecosystem.
+  - [medium.com/@mark.andreev: How to configure Kubernetes memory limits for' Java application](https://medium.com/@mark.andreev/how-to-configure-kubernetes-memory-limits-for-java-application-ec0cc5a68c24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mark.andreev: How to configure Kubernetes memory limits for' Java application in the Kubernetes Tools ecosystem.
+  - [medium.com/pipedrive-engineering: How we choked our Kubernetes NodeJS services](https://medium.com/pipedrive-engineering/how-we-choked-our-kubernetes-nodejs-services-932acc8cc2be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/pipedrive-engineering: How we choked our Kubernetes NodeJS services in the Kubernetes Tools ecosystem.
+  - [medium.com/@eliran89c: For the love of god, learn when to use CPU limits' on Kubernetes](https://medium.com/@eliran89c/for-the-love-of-god-learn-when-to-use-cpu-limits-on-kubernetes-2225341e9dbd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eliran89c: For the love of god, learn when to use CPU limits' on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@jettycloud: Making Sense of Kubernetes CPU Requests And Limits](https://medium.com/@jettycloud/making-sense-of-kubernetes-cpu-requests-and-limits-390bbb5b7c92)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jettycloud: Making Sense of Kubernetes CPU Requests And Limits in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Chronicles:(K8s#04)|K8s Series | POD Resource Request' & Limits](https://faun.pub/kubernetes-chronicles-k8s-04-k8s-series-pod-resource-request-limits-49ac0cf67ae6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Chronicles:(K8s#04)|K8s Series | POD Resource Request' & Limits in the Kubernetes Tools ecosystem.
+  - [hwchiu.medium.com: Why does my 2vCPU application run faster in a VM than' in a container? 🌟🌟](https://hwchiu.medium.com/why-does-my-2vcpu-application-run-faster-in-a-vm-than-in-a-container-6438ffaba245)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hwchiu.medium.com: Why does my 2vCPU application run faster in a VM than' in a container?== 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/nordnet-tech: Unlocking Kubernetes Performance with no CPU Resource' Limits](https://medium.com/nordnet-tech/unlocking-kubernetes-performance-with-no-cpu-resource-limits-56d5dc33037b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nordnet-tech: Unlocking Kubernetes Performance with no CPU Resource' Limits in the Kubernetes Tools ecosystem.
+  - [medium.com/@danielepolencic: Challenge 16: Throttled 🌟](https://medium.com/@danielepolencic/challenge-16-throttled-93133f8fd0ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@danielepolencic: Challenge 16: Throttled 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@frommeyerc: Containers and the JVM: About CFS and how to deal' with it](https://medium.com/@frommeyerc/containers-and-the-jvm-about-cfs-and-how-to-deal-with-it-805883b72a87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@frommeyerc: Containers and the JVM: About CFS and how to deal' with it in the Kubernetes Tools ecosystem.
+  - [lalatron.hashnode.dev: When Kubernetes and Go don't work well together' 🌟](https://lalatron.hashnode.dev/when-kubernetes-and-go-dont-work-well-together)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lalatron.hashnode.dev: When Kubernetes and Go don't work well together' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/directeam: Kubernetes resources under the hood β€” Part 1 🌟](https://medium.com/directeam/kubernetes-resources-under-the-hood-part-1-4f2400b6bb96)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/directeam: Kubernetes resources under the hood β€” Part 1== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@mathieuces: How to calculate CPU for containers in k8s dynamically' ? 🌟](https://medium.com/@mathieuces/how-to-calculate-cpu-for-containers-in-k8s-dynamically-47a89e3886eb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@mathieuces: How to calculate CPU for containers in k8s dynamically' ?== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com: The Kubernetes Scheduler: this series aims to advance the understanding' of Kubernetes and its underlying concepts](https://medium.com/@dominik.tornow/the-kubernetes-scheduler-cd429abac02f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: The Kubernetes Scheduler: this series aims to advance the understanding' of Kubernetes and its underlying concepts in the Kubernetes Tools ecosystem.
+  - [medium: K8S - Creating a kube-scheduler plugin](https://medium.com/@juliorenner123/k8s-creating-a-kube-scheduler-plugin-8a826c486a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: K8S - Creating a kube-scheduler plugin in the Kubernetes Tools ecosystem.
+  - [faun.pub: Multiple Schedulers in Kubernetes](https://faun.pub/multiple-schedulers-in-kubernetes-a78a7b4fa4b2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Multiple Schedulers in Kubernetes in the Kubernetes Tools ecosystem.
+  - [faun.pub: How to utilize priorities in Kubernetes?](https://faun.pub/how-to-use-priorities-in-kubernetes-e1bb1b722b6a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to utilize priorities in Kubernetes? in the Kubernetes Tools ecosystem.
+  - [medium: Getting Started with Kubernetes etcd](https://medium.com/@Alibaba_Cloud/getting-started-with-kubernetes-etcd-a26cba0b4258)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Getting Started with Kubernetes etcd in the Kubernetes Tools ecosystem.
+  - [medium: ETCD - the Easy Way | Vaibhav Rajput](https://medium.com/nerd-for-tech/etcd-the-easy-way-4c01e243f285)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: ETCD - the Easy Way | Vaibhav Rajput in the Kubernetes Tools ecosystem.
+  - [bsucaciu.com: What is a Sidecar?](https://bsucaciu.com/?p=4645)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bsucaciu.com: What is a Sidecar? in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes β€” Learn Sidecar Container Pattern](https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-sidecar-container-pattern-6d8c21f873d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes β€” Learn Sidecar Container Pattern in the Kubernetes Tools ecosystem.
+  - [ithands-on.com: Kubernetes 101 : Extending the container's functionalities' - Sidecar containers](https://www.ithands-on.com/2021/07/kubernetes-101-extending-containers.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ithands-on.com: Kubernetes 101 : Extending the container's functionalities' - Sidecar containers in the Kubernetes Tools ecosystem.
+  - [atul-agrawal.medium.com: Library vs Service vs Sidecar](https://atul-agrawal.medium.com/library-vs-service-vs-sidecar-ff5a20b50cad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering atul-agrawal.medium.com: Library vs Service vs Sidecar in the Kubernetes Tools ecosystem.
+  - [banzaicloud.com: Sidecar container lifecycle changes in Kubernetes 1.18' 🌟](https://banzaicloud.com/blog/k8s-sidecars)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Sidecar container lifecycle changes in Kubernetes 1.18' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Delaying application start until sidecar is ready](https://medium.com/@marko.luksa/delaying-application-start-until-sidecar-is-ready-2ec2d21a7b74)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Delaying application start until sidecar is ready in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Kubernetes – An Introduction to Sidecars](https://pauldally.medium.com/kubernetes-an-introduction-to-sidecars-21d99fbd7de3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kubernetes – An Introduction to Sidecars in the Kubernetes Tools ecosystem.
+  - [saurabhdashora.hashnode.dev: Implementing Sidecar Design Pattern with Kubernetes' Pod](https://saurabhdashora.hashnode.dev/implementing-sidecar-design-pattern-with-kubernetes-pod)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering saurabhdashora.hashnode.dev: Implementing Sidecar Design Pattern with Kubernetes' Pod in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Tip: How Does OOMKilled Work?](https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba71b135993b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Tip: How Does OOMKilled Work? in the Kubernetes Tools ecosystem.
+  - [stackpulse.com: Kubernetes and SRE: 5 Best Practices for K8s Reliability' in Production](https://stackpulse.com/blog/https-stackpulse-com-blog-kubernetes-production-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Kubernetes and SRE: 5 Best Practices for K8s Reliability' in Production in the Kubernetes Tools ecosystem.
+  - [stackpulse.com: Challenges of Running Services With K8s Reliably](https://stackpulse.com/blog/challenges-of-running-services-with-k8s-reliably)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Challenges of Running Services With K8s Reliably in the Kubernetes Tools ecosystem.
+  - [bridgecrew.io: 5 common Kubernetes misconfigs and how to fix them](https://bridgecrew.io/blog/5-common-kubernetes-misconfigs-and-how-to-fix-them)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: 5 common Kubernetes misconfigs and how to fix them in the Kubernetes Tools ecosystem.
+  - [snapt.net: Best Practices for Load Balancing Kubernetes Containers](https://www.snapt.net/blog/best-practices-for-load-balancing-kubernetes-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering snapt.net: Best Practices for Load Balancing Kubernetes Containers in the Kubernetes Tools ecosystem.
+  - [medium.com/mycloudseries: Must-haves for your Kubernetes Cluster to be Production' Ready](https://medium.com/mycloudseries/must-haves-for-your-kubernetes-cluster-to-be-production-ready-dc7d1d18c4a2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mycloudseries: Must-haves for your Kubernetes Cluster to be Production' Ready in the Kubernetes Tools ecosystem.
+  - [blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them](https://blog.runx.dev/5-common-kubernetes-mistakes-and-how-to-avoid-them-150607beb475)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them in the Kubernetes Tools ecosystem.
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+  - [medium.com/@krishnendupatra: Best practices to achieve Zero downtime on' Kubernetes deployments](https://medium.com/@krishnendupatra/best-practices-to-achieve-zero-downtime-on-kubernetes-deployments-438f15cd811e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@krishnendupatra: Best practices to achieve Zero downtime on' Kubernetes deployments in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: How to guess the right size for your Kubernetes' Pods?](https://levelup.gitconnected.com/how-to-guess-the-right-size-for-your-kubernetes-pods-9c88686fec)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==levelup.gitconnected.com: How to guess the right size for your Kubernetes' Pods?== in the Kubernetes Tools ecosystem.
+  - [medium.com/saas-infra: Stabilize Kubernetes MicroServices β€” The Right Resources' Settings](https://medium.com/saas-infra/stabilize-your-kubernetes-microservices-with-the-correct-resources-settings-2071fa11495d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/saas-infra: Stabilize Kubernetes MicroServices β€” The Right Resources' Settings in the Kubernetes Tools ecosystem.
+  - [medium.com/application-driven-infrastructure: Best Practices for Understanding' Kubernetes Costs](https://medium.com/application-driven-infrastructure/best-practices-for-understanding-kubernetes-costs-f3c58a5e1ebf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/application-driven-infrastructure: Best Practices for Understanding' Kubernetes Costs in the Kubernetes Tools ecosystem.
   - [dzone.com: Optimizing Kubernetes Clusters for Better Efficiency and Cost' Savings 🌟](https://dzone.com/articles/optimizing-kubernetes-clusters-for-better-efficien-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Optimizing Kubernetes Clusters for Better Efficiency and Cost' Savings 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@visweswara: Pod Disruption Budget β€” Budget that can save you' One day](https://medium.com/@visweswara/pod-disruption-budget-budget-that-can-save-you-one-day-7c22c8a11d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@visweswara: Pod Disruption Budget β€” Budget that can save you' One day in the Kubernetes Tools ecosystem.
+  - [saahitya.hashnode.dev: Pod Disruption Budget(Pdb)](https://saahitya.hashnode.dev/pod-disruption-budgetpdb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering saahitya.hashnode.dev: Pod Disruption Budget(Pdb) in the Kubernetes Tools ecosystem.
   - [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.
+  - [medium.com/streamotion-tech-blog: Visualising the Cost of Kubernetes](https://medium.com/streamotion-tech-blog/visualising-the-cost-of-kubernetes-ca64f642de8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/streamotion-tech-blog: Visualising the Cost of Kubernetes in the Kubernetes Tools ecosystem.
+  - [Kubecost 🌟](https://www.kubecost.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Kubecost== 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost](https://blog.kubecost.com/blog/aks-cost)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost in the Kubernetes Tools ecosystem.
+  - [medium.com/@randhirthakur076: Optimizing Kubernetes Cost Management: A Deep' Dive into Kubecost](https://medium.com/@randhirthakur076/optimizing-kubernetes-cost-management-a-deep-dive-into-kubecost-5b07c9926c87)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@randhirthakur076: Optimizing Kubernetes Cost Management: A Deep' Dive into Kubecost in the Kubernetes Tools ecosystem.
+  - [medium: Deploying Kubernetes β€” Deciding the size of your nodes](https://medium.com/swlh/deploying-kubernetes-deciding-the-size-of-your-nodes-a115e770e09)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploying Kubernetes β€” Deciding the size of your nodes in the Kubernetes Tools ecosystem.
+  - [dzone refcard: Kubernetes Multi-Cluster Management and Governance](https://dzone.com/refcardz/kubernetes-multi-cluster-management-and-governance)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Kubernetes Multi-Cluster Management and Governance 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.
+  - [medium: Individual Kubernetes Clusters vs. Shared Kubernetes Clusters for' Development](https://medium.com/faun/individual-kubernetes-clusters-vs-shared-kubernetes-clusters-for-development-3399576b0f1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Individual Kubernetes Clusters vs. Shared Kubernetes Clusters for' Development in the Kubernetes Tools ecosystem.
+  - [itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew](https://itnext.io/extending-kubernetes-cluster-kubectl-plugins-and-krew-547a8bc839a3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew in the Kubernetes Tools ecosystem.
+  - [awstip.com: Essential plugins for Kubectl CLI](https://awstip.com/essential-plugins-for-kubectl-cli-e35cbc99037b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==awstip.com: Essential plugins for Kubectl CLI== 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.
+  - [medium: Cool Kubernetes command line plugins](https://medium.com/nontechcompany/cool-kubernetes-command-line-plugins-4b0e50362426)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Cool Kubernetes command line plugins in the Kubernetes Tools ecosystem.
+  - [faun.pub: Spying on Kubernetes Pods with kubespy](https://faun.pub/spying-on-kubernetes-pods-with-kubespy-3043a3ed044b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Spying on Kubernetes Pods with kubespy in the Kubernetes Tools ecosystem.
+  - [tonylixu.medium.com: Kubectl β€” Plugins Operation](https://tonylixu.medium.com/kubectl-plugins-operation-f93274622447)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==tonylixu.medium.com: Kubectl β€” Plugins Operation== in the Kubernetes Tools ecosystem.
+  - [medium.com/@jerome_tarte: Extend your toolset with Kubectl plugin](https://medium.com/@jerome_tarte/extend-your-toolset-with-kubectl-plugin-55596067595f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jerome_tarte: Extend your toolset with Kubectl plugin in the Kubernetes Tools ecosystem.
+  - [Accelerated Feedback Loops when Developing for Kubernetes with Conftest](https://engineering.plex.com/posts/kubernetes-policy-conftest)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Accelerated Feedback Loops when Developing for Kubernetes with Conftest in the Kubernetes Tools ecosystem.
+  - [magalix.com: Kubernetes Patterns - The Service Discovery Pattern](https://www.magalix.com/blog/kubernetes-patterns-the-service-discovery-pattern)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Kubernetes Patterns - The Service Discovery Pattern 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.
+  - [medium: 10 Anti-Patterns for Kubernetes Deployments](https://medium.com/better-programming/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 10 Anti-Patterns for Kubernetes Deployments in the Kubernetes Tools ecosystem.
+  - [ishantgaurav.in: Kubernetes – Sidecar Container Pattern](https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ishantgaurav.in: Kubernetes – Sidecar Container Pattern in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: 10 Anti-Patterns for Kubernetes Deployments](https://betterprogramming.pub/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 10 Anti-Patterns for Kubernetes Deployments in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes β€” Learn Init Container Pattern](https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-init-container-pattern-7a757742de6b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes β€” Learn Init Container Pattern 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.
+  - [medium.com/@ehsan-khodadadi: Patterns and anti-patterns for a reliable Kubernetes' infra deployment](https://medium.com/@ehsan-khodadadi/patterns-and-anti-patterns-for-a-reliable-kubernetes-infra-deployment-5724f6749b7a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ehsan-khodadadi: Patterns and anti-patterns for a reliable Kubernetes' infra deployment in the Kubernetes Tools ecosystem.
+  - [granulate.io: A Deep Dive into Kubernetes Scheduling](https://granulate.io/a-deep-dive-into-kubernetes-scheduling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering granulate.io: A Deep Dive into Kubernetes Scheduling in the Kubernetes Tools ecosystem.
+  - [blog.kubecost.com: Kubernetes node affinity: examples & instructions](https://blog.kubecost.com/blog/kubernetes-node-affinity)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes node affinity: examples & instructions in the Kubernetes Tools ecosystem.
+  - [medium.com/dlt-labs-publication: Kubernetes: Understanding Pod Affinity,' Taint & Toleration](https://medium.com/dlt-labs-publication/kubernetes-understanding-pod-affinity-taint-toleration-2f9b9b218dd5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dlt-labs-publication: Kubernetes: Understanding Pod Affinity,' Taint & Toleration in the Kubernetes Tools ecosystem.
+  - [medium.com/@pbijjala: reCap: Elasticity in Kubernetes/GKE 🌟🌟](https://medium.com/@pbijjala/recap-elasticity-in-kubernetes-gke-543d8523d3c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@pbijjala: reCap: Elasticity in Kubernetes/GKE== 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [4sysops.com: Node selector and node affinity in Kubernetes](https://4sysops.com/archives/kubernetes-guide-node-selector-and-node-affinity-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 4sysops.com: Node selector and node affinity in Kubernetes in the Kubernetes Tools ecosystem.
+  - [Virtual Clusters for Kubernetes β€” Benefits and Use Cases](https://medium.com/better-programming/virtual-clusters-for-kubernetes-benefits-use-cases-a4eee1c5c5a5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Virtual Clusters for Kubernetes β€” Benefits and Use Cases in the Kubernetes Tools ecosystem.
+  - [loft-sh.medium.com: How Virtual Kubernetes Clusters Can Speed Up Your Local' Development](https://loft-sh.medium.com/how-virtual-kubernetes-clusters-can-speed-up-your-local-development-e5645614a3c5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering loft-sh.medium.com: How Virtual Kubernetes Clusters Can Speed Up Your Local' Development in the Kubernetes Tools ecosystem.
+  - [medium.com/expedia-group-tech: Manage multi-cluster Kubernetes infrastructure' with Kubefed v2](https://medium.com/expedia-group-tech/managing-a-federated-kubernetes-cluster-using-kubefed-v2-5f115dbdbe05)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/expedia-group-tech: Manage multi-cluster Kubernetes infrastructure' with Kubefed v2 in the Kubernetes Tools ecosystem.
+  - [medium.com/@cloud_tips: Kubernetes Incident Response](https://medium.com/@cloud_tips/kubernetes-incident-response-94daac6d7a2b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@cloud_tips: Kubernetes Incident Response in the Kubernetes Tools ecosystem.
+  - [cncf.io: Certified Kubernetes Application Developer (CKAD)](https://www.cncf.io/certification/ckad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Certified Kubernetes Application Developer (CKAD) in the Kubernetes Tools ecosystem.
   - [reddit.com/r/kubernetes: CKAD - free materials](https://www.reddit.com/r/kubernetes/comments/r4q1ec/ckad_free_materials)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes: CKAD - free materials in the Kubernetes Tools ecosystem.
+  - [blog.jcprz.com: My tips to pass the CKA exam and what’s next](https://blog.jcprz.com/my-tips-to-pass-the-cka-exam-and-whats-next-8df2c3d38a7e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.jcprz.com: My tips to pass the CKA exam and what’s next in the Kubernetes Tools ecosystem.
+  - [medium.com/@vamshisuram: How to crack CKAD exam (part β€” 2)](https://medium.com/@vamshisuram/how-to-crack-ckad-exam-part-2-26330c32a4e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@vamshisuram: How to crack CKAD exam (part β€” 2) in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Passing the 2023 Certified Kubernetes Administrator (CKA)' Exam](https://blog.devgenius.io/passing-the-2023-certified-kubernetes-administrator-cka-exam-693d8f9bc711)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Passing the 2023 Certified Kubernetes Administrator (CKA)' Exam in the Kubernetes Tools ecosystem.
+  - [cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes' Administrator exam](https://cloudnativeengineer.substack.com/p/prepare-for-your-cka-exam-e1c33883eaf2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes' Administrator exam in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: Kubernetes Operators](https://developers.redhat.com/books/kubernetes-operators)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Kubernetes Operators in the Kubernetes Tools ecosystem.
+  - [k8spatterns.io: Free Kubernetes Patterns e-book](https://k8spatterns.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering k8spatterns.io: Free Kubernetes Patterns e-book in the Kubernetes Tools ecosystem.
+  - [magalix.com: Free Kubernetes Application Architecture Patterns eBook](https://www.magalix.com/kubernetes-application-patterns-e-book-download)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Free Kubernetes Application Architecture Patterns eBook in the Kubernetes Tools ecosystem.
+  - [Kubernetes essentials E-book](https://images.linoxide.com/ebook-kubernetes-essentials.pdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes essentials E-book in the Kubernetes Tools ecosystem.
+  - [Kubernetes for developers](https://www.udemy.com/course/kubernetes-for-developers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes for developers in the Kubernetes Tools ecosystem.
+  - [Kubernetes for the Absolute Beginners](https://www.udemy.com/course/learn-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes for the Absolute Beginners in the Kubernetes Tools ecosystem.
+  - [Kubernetes: Getting Started (Free)](https://www.udemy.com/course/kubernetes-getting-started)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes: Getting Started (Free) in the Kubernetes Tools ecosystem.
+  - [medium.com: Top 15 Online Courses to Learn Docker, Kubernetes, and AWS for' Fullstack Developers and DevOps Engineers](https://medium.com/javarevisited/top-15-online-courses-to-learn-docker-kubernetes-and-aws-for-fullstack-developers-and-devops-d8cc4f16e773)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Top 15 Online Courses to Learn Docker, Kubernetes, and AWS for' Fullstack Developers and DevOps Engineers in the Kubernetes Tools ecosystem.
+  - [en.wikipedia.org: Payment Card Industry Data Security Standard](https://en.wikipedia.org/wiki/Payment_Card_Industry_Data_Security_Standard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Payment Card Industry Data Security Standard in the Kubernetes Tools ecosystem.
 ## Machine Learning
 
 ### Kubeflow
@@ -1322,6 +1783,12 @@
   - **(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 (1)
 
+### Core Services
+
+#### kube-proxy
+
+  - **(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-Cloud Networking
 
 #### VPN Overlay
@@ -1370,13 +1837,13 @@
 #### Deep Dive (1)
 
   - **(2021)** [**harness.io: Kubernetes Services Explained 🌟**](https://www.harness.io/blog/kubernetes-services-explained) [GUIDE] 🌟🌟🌟🌟 [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 (6)
+#### Fundamentals (7)
 
   - **(2020)** [blog.alexellis.io: A Primer: Accessing services in Kubernetes](https://blog.alexellis.io/primer-accessing-kubernetes-services) [GUIDE] 🌟🌟🌟 [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
+### kube-proxy (1)
 
 #### IPVS Routing
 
@@ -1391,6 +1858,13 @@
 #### 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)
@@ -1549,7 +2023,7 @@
 #### 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 (1)
+### High Availability (2)
 
 #### Deployment Best Practices
 
@@ -1636,7 +2110,7 @@
   - **(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 (2)
+#### High Availability (3)
 
   - **(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 (3)
@@ -1646,6 +2120,7 @@
   - **(2020)** [polarsquad.com: Check your Kubernetes deployments!](https://polarsquad.com/blog/check-your-kubernetes-deployments) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Presents an essential operational checklist for production-grade Kubernetes workloads. Warns against basic anti-patterns and covers CPU/Memory resource constraints, Pod Disruption Budgets, anti-affinity controls, and robust health checks.
 #### 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) [GUIDE] 🌟🌟🌟🌟 [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 (2)
 
@@ -1701,7 +2176,7 @@
   - **(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 (7)
+#### Fundamentals (8)
 
   - **(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 (3)
@@ -1715,7 +2190,7 @@
 #### Storage and File Systems
 
   - **(2021)** [**blog.px.dev: Where are my container's files? Inspecting container filesystems**](https://blog.px.dev/container-filesystems) [BASH CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A low-level debugging guide for mapping virtual container filesystems back to host machines. Explains overlayfs architecture, namespace confinement, and how to query disk structures via procfs, assisting in post-mortem application forensics.
-### Workload Management
+### Workload Management (1)
 
 #### Migration and Deployment
 
@@ -1730,7 +2205,7 @@
 #### Distributed Locks
 
   - **(2021)** [dev.to: How to make exclusive locks in Kubernetes](https://dev.to/madmaxx/how-to-make-exclusive-locks-in-kubernetes-23if) [GO/YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explains how to design and execute distributed exclusive locking mechanisms inside Kubernetes. It details the structural usage of the Coordination API (Lease resources) and leader election patterns to prevent concurrent state manipulation in multi-replica microservices.
-### Fundamentals (8)
+### Fundamentals (9)
 
 #### Pods (2)
 
@@ -1790,21 +2265,11 @@
 #### Organization Models
 
   - **(2022)** [blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters](https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-clusters) [GO CONTENT]  [COMMUNITY-TOOL] β€” Explores patterns for organizing clusters, focusing on namespace isolation, label conventions, and annotation structures to support logging, monitoring, and tracing utilities.
-### Container Orchestration (4)
-
-#### Industry Standards
-
-  - **(2026)** [**Certified Kubernetes offerings**](https://www.cncf.io/training/certification/software-conformance) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Official CNCF conformance page for checking Certified Kubernetes distributions, installers, and hosted platforms. Guarantees interoperability and conformance with Kubernetes APIs across diverse clouds and private infrastructures. Important directory for verified enterprise-level stack selection.
 ### Cost Optimization (2)
 
 #### Namespace Budgets
 
   - **(2022)** [cast.ai: Kubernetes Namespace: How To Use It To Organize And Optimize Costs](https://cast.ai/blog/kubernetes-namespace-how-to-use-it-to-organize-and-optimize-costs) [GO CONTENT]  [COMMUNITY-TOOL] β€” Provides strategies for tracking and limiting resource spend using namespaces. Details how to integrate granular namespace tracking with FinOps tools to reduce infrastructure waste.
-### DevOps and CICD
-
-#### 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.
 ### Developer Platforms (1)
 
 #### Infrastructure Abstraction
@@ -1815,26 +2280,16 @@
 #### Open Source Extensions
 
   - **(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€” Evaluates five critical open-source initiativesβ€”Prometheus, the Operator Framework, Knative, Tekton, and Kubeflowβ€”that expand Kubernetes capabilities. This text documents the architectural evolution of these platforms from experimental integrations to enterprise standards.
-### Education and Training
-
-#### CKAD
-
-  - **(2026)** [==cncf.io: Certified Kubernetes Application Developer (CKAD)==](https://www.cncf.io/training/certification/ckad) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer's hands-on ability to build, configure, expose, and troubleshoot cloud-native applications on standard Kubernetes engines. Globally recognized standard for application developers in modern platforms.
 ### Infrastructure Automation
 
 #### 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.
-### Kubernetes Day 2
-
-#### Operational Excellence
-
-  - **(2022)** [vmblog.com: The Rise of Modern Day Kubernetes Operations](https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Industry insight analyzing the evolution of Day-2 Kubernetes operations, tracking the rise of automated cluster lifecycle tooling, declarative configuration management, and developer self-service. Explains the transition from manual infrastructure administration to modern DevOps and platform engineering paradigms.
 ### Multi-Tenancy (1)
 
 #### Admission Control (1)
 
-  - **(2022)** [==loft-sh/kiosk==](https://github.com/loft-sh/kiosk?utm_sq=gf3f25b1tk#why-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.
+  - **(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
 
   - **(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.
@@ -1895,6 +2350,13 @@
 #### Tutorials (1)
 
   - **(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
@@ -1996,7 +2458,7 @@
   - **(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.
-#### Memory Management
+#### Memory Management (1)
 
   - **(2022)** [itnext.io: Memory Request + Limit in Kubernetes | Daniele Polencic 🌟🌟](https://itnext.io/memory-requests-and-limits-in-kubernetes-1c9cd573b3ab) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth guide explaining how memory allocations behave on Linux/Kubernetes.
 - Discusses how the kernel manages memory limits, page cache, and anonymous memory.
@@ -2090,13 +2552,6 @@
   - **(2023)** [towardsdatascience.com: Maximizing the Utility of Scarce AI Resources: A Kubernetes Approach](https://towardsdatascience.com/maximizing-the-utility-of-scarce-ai-resources-a-kubernetes-approach-0230ba53965b) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores scheduling paradigms for high-value, scarce AI and ML infrastructure.
 - Covers GPU-slicing and Multi-Instance GPU (MIG) allocations under Kubernetes control.
 - Details scheduling algorithms designed to maximize hardware utilization and efficiency during model training.
-## Scheduling and Eviction
-
-### Advanced Scheduling
-
-#### Node Affinity (1)
-
-  - **(2023)** [blog.kubecost.com: Kubernetes node affinity: examples & instructions](https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog) [GUIDE] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Deep dive tutorial exploring Kubernetes scheduling constraints, with special focus on node affinity, node anti-affinity, and node selectors. Explains soft vs hard constraints (preferredDuringScheduling and requiredDuringScheduling) with concrete, production-grade YAML snippets.
 ## Security (2)
 
 ### Access Control (1)
@@ -2151,6 +2606,9 @@
   - **(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.
@@ -2177,7 +2635,7 @@
 #### User Namespaces
 
   - **(2023)** [kubernetes.io: configure-pod-container / Use a User Namespace With a Pod](https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details structural configuration steps to leverage Linux user namespaces (userns) inside Kubernetes pods. This maps root workloads to unprivileged target host UIDs, fundamentally neutralizing host container escape vectors.
-### Network Security (1)
+### Network Security
 
 #### Network Policies
 
@@ -2203,7 +2661,7 @@
   - **(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 (2)
+#### Container Runtimes (3)
 
   - **(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)
@@ -2268,6 +2726,13 @@
 #### 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 (3)
+
+#### 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
@@ -2337,7 +2802,7 @@
 #### Microcks
 
   - **(2021)** [**microcksio**](https://x.com/microcksio) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Social and developer hub for Microcks, an open-source tool for mocking and testing APIs (REST, gRPC, GraphQL, and event-driven architectures) in Kubernetes. Accelerates microservice development and automated contract testing in CI/CD pipelines.
-## Traffic Management
+## Traffic Management (1)
 
 ### Ingress
 
@@ -2359,7 +2824,7 @@
   - **(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
 
-#### CKAD (1)
+#### CKAD
 
   - **(2022)** [==CKAD-Bookmarks==](https://github.com/reetasingh/CKAD-Bookmarks) ⭐ 295 [HTML CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A curated repository of target-specific browser bookmarks designed to speed up reference lookup in the official Kubernetes documentation during the time-constrained Certified Kubernetes Application Developer (CKAD) exam. Organized logically by exam domains, it allows rapid navigation to code snippets for CronJobs, NetworkPolicies, and PersistentVolumeClaims.
   - **(2021)** [==bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)' Crash Course==](https://github.com/bmuschko/ckad-crash-course) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko's CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.
@@ -2398,7 +2863,7 @@
   - **(2021)** [learnk8s.io/first-steps](https://learnkube.com/training)  [COMMUNITY-TOOL] [GUIDE] β€” A world-class instructional portal providing interactive labs and highly visual, deeply detailed tutorials designed to demystify complex Kubernetes networking and cluster topologies. Ideal for training enterprise engineering teams, it ensures robust mental models of container interactions and scheduling concepts.
 ### Learning Path
 
-#### CKAD (2)
+#### CKAD (1)
 
   - **(2022)** [mattias.engineer/courses/kubernetes: Certified Kubernetes Application Developer (CKAD)](https://mattias.engineer/courses/kubernetes)  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive, structured online curriculum dedicated to building core competency in Kubernetes application development up to the CKAD level. It presents complex architectural abstractions in clean, modular lessons, emphasizing container runtimes, declarative specifications, and network policies.
 ### Media (4)
@@ -2433,7 +2898,7 @@
 #### Learning Roadmaps
 
   - **(2020)** [opensource.com: 5 ways to boost your Kubernetes knowledge](https://opensource.com/article/20/6/kubernetes-anniversary)  [COMMUNITY-TOOL] β€” A tactical roadmap suggesting community resources, interactive environments, and upstream contributions to accelerate Kubernetes expertise. Ideal for system administrators shifting from traditional virtualization to container architecture.
-## Workload Management (1)
+## Workload Management (2)
 
 ### Application Lifecycle (1)
 
@@ -2536,5 +3001,5 @@
   - **(2021)** [**itnext.io: Kubernetes StatefulSet Initialization with Unique Configs per Pod**](https://itnext.io/kubernetes-statefulset-initialization-with-unique-configs-per-pod-7e02c01ada65) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demystifies the deployment of dynamic configurations inside stateful cluster topologies. Explains how to leverage initContainers to dynamically configure peer IDs, specific properties, and individual identities on a per-pod basis.
 
 ---
-πŸ’‘ **Explore Related:** [Demos](./demos.md) | [About](./about.md) | [Other Awesome Lists](./other-awesome-lists.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Cheatsheets](./cheatsheets.md) | [Other Awesome Lists](./other-awesome-lists.md)
 
diff --git a/v2-docs/kustomize.md b/v2-docs/kustomize.md
index 2e629b46..919dbdbb 100644
--- a/v2-docs/kustomize.md
+++ b/v2-docs/kustomize.md
@@ -19,6 +19,23 @@
 #### Kustomize Tutorials
 
   - **(2026)** [Declarative Management of Kubernetes Objects Using Kustomize](https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Up-to-date, official Kubernetes documentation detailing best practices for declaratively managing cluster objects using Kustomize overlays. It walks through configuring generator fields, secret generation, and prefix matching across multiple deployment stages. A vital reference manual for platform architects designing robust GitOps pipelines.
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [dex.dev: YAML Templating Solutions: Helm & Kustomize](https://www.dex.dev/dex-videos/templating-solutions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dex.dev: YAML Templating Solutions: Helm & Kustomize in the Kubernetes Tools ecosystem.
+  - [nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes' yaml management](https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernetes-yaml-management-aed32cef2627)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes' yaml management in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Kustomize Best Practices (Part 1)](https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kustomize Best Practices (Part 1) in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Kustomize Best Practices (Part 2)](https://pauldally.medium.com/kustomize-best-practices-part-2-c560f1fa1409)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kustomize Best Practices (Part 2) in the Kubernetes Tools ecosystem.
+  - [notmattlucas.com: Kubernetes Configuration with Kustomize](https://notmattlucas.com/kubernetes-configuration-with-kustomize-f4dbba250f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering notmattlucas.com: Kubernetes Configuration with Kustomize in the Kubernetes Tools ecosystem.
+  - [medium.com/@nanditasahu031: How to Start with Kustomize β€” it’s Features](https://medium.com/@nanditasahu031/how-to-start-with-kustomize-its-features-dd541c3d2fa8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: How to Start with Kustomize β€” it’s Features in the Kubernetes Tools ecosystem.
+  - [nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How' to easily customize any resource configuration with Kustomize?](https://nicolasbarlatier.hashnode.dev/introduction-kubernetes-and-kustomize-how-to-easily-customize-any-resource-configuration-with-kustomize)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How' to easily customize any resource configuration with Kustomize? in the Kubernetes Tools ecosystem.
+  - [pauldally.medium.com: Kustomize Best Practices (part 3)](https://pauldally.medium.com/kustomize-best-practices-part-3-1dbaa15fd16a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pauldally.medium.com: Kustomize Best Practices (part 3) in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Helm vs. Kustomize: Navigating Kubernetes Configuration' Complexity](https://levelup.gitconnected.com/helm-vs-kustomize-navigating-kubernetes-configuration-complexity-ae86596c3cf2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Helm vs. Kustomize: Navigating Kubernetes Configuration' Complexity in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Kustomize β€” K8 manifest patching](https://blog.devgenius.io/kustomize-simple-manifest-manipulation-9330f7f40d5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kustomize β€” K8 manifest patching in the Kubernetes Tools ecosystem.
+  - [faun.pub: How to build a GitOps workflow with ArgoCD, Kustomize and GitHub' Actions](https://faun.pub/how-to-build-a-gitops-workflow-with-argocd-kustomize-and-github-actions-f919e7443295)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to build a GitOps workflow with ArgoCD, Kustomize and GitHub' Actions in the Kubernetes Tools ecosystem.
 ## Cloud Native
 
 ### Kubernetes
@@ -70,14 +87,7 @@
 #### 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:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
 
diff --git a/v2-docs/linux-dev-env.md b/v2-docs/linux-dev-env.md
index fe7ac7f3..524712d5 100644
--- a/v2-docs/linux-dev-env.md
+++ b/v2-docs/linux-dev-env.md
@@ -10,6 +10,11 @@
 #### General Reference
 
   - [Docker Desktop & WSL 2 – Backport Update](https://www.docker.com/blog/docker-desktop-wsl-2-backport-update)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Docker Desktop & WSL 2 – Backport Update in the Kubernetes Tools ecosystem.
+  - [pandorafms.com: QuΓ© es, cΓ³mo instalar WSL2 y por quΓ© es una gran noticia' para el sector TI](https://pandorafms.com/blog/es/wsl2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pandorafms.com: QuΓ© es, cΓ³mo instalar WSL2 y por quΓ© es una gran noticia' para el sector TI in the Kubernetes Tools ecosystem.
+  - [techrepublic.com: Windows Subsystem for Linux 2: The GUI features developers' have been asking for](https://www.techrepublic.com/article/windows-subsystem-for-linux-2-the-gui-features-developers-have-been-asking-for)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: Windows Subsystem for Linux 2: The GUI features developers' have been asking for in the Kubernetes Tools ecosystem.
+  - [klaushofrichter.medium.com: Using Windows Subsystem for Linux for Kubernetes](https://klaushofrichter.medium.com/using-windows-subsystem-for-linux-for-kubernetes-8bd1f5468531)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering klaushofrichter.medium.com: Using Windows Subsystem for Linux for Kubernetes in the Kubernetes Tools ecosystem.
+  - [Microsoft launches Windows Terminal 1.0, unveils GPU support and Linux GUI apps in WSL](https://venturebeat.com/2020/05/19/microsoft-windows-terminal-wsl-gpu-support-linux-gui-apps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Microsoft launches Windows Terminal 1.0, unveils GPU support and Linux GUI apps in WSL in the Kubernetes Tools ecosystem.
+  - [Microsoft debuts Windows Package Manager for your dev environment](https://venturebeat.com/2020/05/19/microsoft-windows-package-manager-powertoys)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Microsoft debuts Windows Package Manager for your dev environment in the Kubernetes Tools ecosystem.
 ## Developer Experience
 
 ### Package Management
@@ -59,5 +64,5 @@
   - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/linux.md b/v2-docs/linux.md
index 2776bd21..183fcca4 100644
--- a/v2-docs/linux.md
+++ b/v2-docs/linux.md
@@ -260,15 +260,83 @@
 #### Hypervisors
 
   - **(2023)** [**github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox' 🌟**](https://github.com/cyberus-technology/virtualbox-kvm) ⭐ 1113 [C CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A performance-focused extension enabling Oracle VirtualBox to delegate execution directly to the native Linux Kernel-based Virtual Machine (KVM) backend. It removes proprietary kernel module requirements. Live Grounding highlights its architectural value for running clean virtualization loops inside Linux workstations.
+## Kubernetes
+
+### Resource Management
+
+#### CPU Throttling
+
+  - **(2024)** [CPU Limits in Kubernetes: Deep Dive into Pod Throttling and Kernel Interactions](https://www.linkedin.com/pulse/cpu-limits-kubernetes-why-your-pod-idle-still-deep-dive-lazarev-k3m7f?utm_source=share&utm_medium=member_android&utm_campaign=share_via) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An exceptionally detailed deep dive into kernel interactions, Linux control groups (cgroups), and the Completely Fair Scheduler (CFS) quota mechanism inside Kubernetes. It demystifies why pods experience severe throttling even when aggregate CPU metrics appear healthy, analyzing the impact of short-duration burst workloads. It provides essential mathematical formulas and kernel parameters to fine-tune pod limits safely.
 ## Kubernetes Tools
 
 ### General Reference
 
-  - [unix.stackexchange.com: ss - linux socket statistics utility output format](https://unix.stackexchange.com/questions/252744/ss-linux-socket-statistics-utility-output-format)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering unix.stackexchange.com in the Kubernetes Tools ecosystem.
-  - [stackoverflow.com: difference between netstat and ss in linux?](https://stackoverflow.com/questions/11763376/difference-between-netstat-and-ss-in-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
+  - [linuxtoday.com](http://www.linuxtoday.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.linuxtoday.com in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz - ss: Display Linux TCP / UDP Network and Socket Information](http://www.cyberciti.biz/tips/linux-investigate-sockets-network-connections.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberciti.biz in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz - SS Utility: Quick Intro](http://www.cyberciti.biz/files/ss.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberciti.biz in the Kubernetes Tools ecosystem.
+  - [unix.stackexchange.com: ss - linux socket statistics utility output format](http://unix.stackexchange.com/questions/252744/ss-linux-socket-statistics-utility-output-format)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering unix.stackexchange.com in the Kubernetes Tools ecosystem.
+  - [stackoverflow.com: difference between netstat and ss in linux?](http://stackoverflow.com/questions/11763376/difference-between-netstat-and-ss-in-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux ip Command Examples in the Kubernetes Tools ecosystem.
+  - [blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟](https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.flipkart.tech: The Art of System Debugging β€” Decoding CPU Utilization' 🌟 in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: Red Hat introduces new no-cost RHEL option](https://www.cyberciti.biz/linux-news/red-hat-introduces-new-no-cost-rhel-option)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Red Hat introduces new no-cost RHEL option in the Kubernetes Tools ecosystem.
+  - [enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent](https://www.enterpriseai.news/2021/01/22/red-hats-disruption-of-centos-unleashes-storm-of-dissent)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: Is Rocky Linux the new CentOS?](https://www.cloudsavvyit.com/13092/is-rocky-linux-the-new-centos)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: Is Rocky Linux the new CentOS? in the Kubernetes Tools ecosystem.
+  - [9to5linux.com: CentOS Alternative Rocky Linux 8.5 Is Out Now with Secure' Boot Support, Updated Components](https://9to5linux.com/centos-alternative-rocky-linux-8-5-is-out-now-with-secure-boot-support-updated-components)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 9to5linux.com: CentOS Alternative Rocky Linux 8.5 Is Out Now with Secure' Boot Support, Updated Components in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Vim: A How-To Guide](https://levelup.gitconnected.com/vim-a-how-to-guide-55f63bfdcff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Vim: A How-To Guide in the Kubernetes Tools ecosystem.
+  - [How To Set up SSH Keys on a Linux / Unix System](https://www.cyberciti.biz/faq/how-to-set-up-ssh-keys-on-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How To Set up SSH Keys on a Linux / Unix System in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: Top 20 OpenSSH Server Best Security Practices](https://www.cyberciti.biz/tips/linux-unix-bsd-openssh-server-best-practices.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Top 20 OpenSSH Server Best Security Practices in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How To Reuse SSH Connection To Speed Up Remote Login Process' Using Multiplexing](https://www.cyberciti.biz/faq/linux-unix-reuse-openssh-connection)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To Reuse SSH Connection To Speed Up Remote Login Process' Using Multiplexing in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: OpenSSH Change a Passphrase With ssh-keygen command](https://www.cyberciti.biz/faq/howto-ssh-changing-passphrase)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: OpenSSH Change a Passphrase With ssh-keygen command in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to audit SSH server and client config on Linux/Unix](https://www.cyberciti.biz/tips/how-to-audit-ssh-server-and-client-config-on-linux-unix.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to audit SSH server and client config on Linux/Unix in the Kubernetes Tools ecosystem.
+  - [nixCraft 🌟](https://www.cyberciti.biz)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft 🌟 in the Kubernetes Tools ecosystem.
   - [linux.com 🌟](https://www.linux.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linux.com 🌟 in the Kubernetes Tools ecosystem.
+  - [linoxide.com 🌟](https://linoxide.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linoxide.com 🌟 in the Kubernetes Tools ecosystem.
+  - [linuxjourney.com](https://linuxjourney.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxjourney.com in the Kubernetes Tools ecosystem.
+  - [linuxnix.com](https://www.linuxnix.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxnix.com in the Kubernetes Tools ecosystem.
   - [reddit.com/r/linuxadmin](https://www.reddit.com/r/linuxadmin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/linuxadmin in the Kubernetes Tools ecosystem.
+  - [**ip command**: How to use IP Command in Linux with Examples](https://linoxide.com/linux-command/use-ip-command-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **ip command**: How to use IP Command in Linux with Examples in the Kubernetes Tools ecosystem.
+  - [How To Use grep Command In Linux / UNIX 🌟](https://www.cyberciti.biz/faq/howto-use-grep-command-in-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How To Use grep Command In Linux / UNIX 🌟 in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: bpytop – Awesome Linux, macOS and FreeBSD resource monitor](https://www.cyberciti.biz/open-source/command-line-hacks/bpytop-awesome-linux-macos-and-freebsd-resource-monitor)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: bpytop – Awesome Linux, macOS and FreeBSD resource monitor in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to configure pfSense as multi wan (DUAL WAN) load balance' failover router](https://www.cyberciti.biz/faq/howto-configure-dual-wan-load-balance-failover-pfsense-router)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to configure pfSense as multi wan (DUAL WAN) load balance' failover router in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: BASH Shell Change The Color of Shell Prompt on Linux or UNIX](https://www.cyberciti.biz/faq/bash-shell-change-the-color-of-my-shell-prompt-under-linux-or-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: BASH Shell Change The Color of Shell Prompt on Linux or UNIX in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to check TLS/SSL certificate expiration date from command-line](https://www.cyberciti.biz/faq/find-check-tls-ssl-certificate-expiry-date-from-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to check TLS/SSL certificate expiration date from command-line in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to check memory utilization in Linux](https://www.cyberciti.biz/faq/how-to-check-memory-utilization-in-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to check memory utilization in Linux in the Kubernetes Tools ecosystem.
+  - [dnschecker.org 🌟](https://dnschecker.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dnschecker.org 🌟 in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How To Find Largest Top 10 Files and Directories On Linux' / UNIX / BSD](https://www.cyberciti.biz/faq/how-do-i-find-the-largest-filesdirectories-on-a-linuxunixbsd-filesystem)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To Find Largest Top 10 Files and Directories On Linux' / UNIX / BSD in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to restart systemd without rebooting Linux when critical' libraries installed](https://www.cyberciti.biz/faq/how-to-restart-systemd-without-rebooting-linux-when-critical-libraries-installed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to restart systemd without rebooting Linux when critical' libraries installed in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to install ncdu on Linux / Unix to see disk usage](https://www.cyberciti.biz/open-source/install-ncdu-on-linux-unix-ncurses-disk-usage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to install ncdu on Linux / Unix to see disk usage in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: 21 Examples To Make Sure Unix / Linux Configuration Files' Are Free From Syntax Errors](https://www.cyberciti.biz/tips/check-unix-linux-configuration-file-for-syntax-errors.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: 21 Examples To Make Sure Unix / Linux Configuration Files' Are Free From Syntax Errors in the Kubernetes Tools ecosystem.
+  - [medium: Useful Commands/Solutions](https://medium.com/cloud-techies/useful-commands-solutions-49f1c1b4e033)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Useful Commands/Solutions in the Kubernetes Tools ecosystem.
   - [CLImagic subscription](https://www.patreon.com/climagic)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering CLImagic subscription in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to save terminal output to a file under Linux/Unix](https://www.cyberciti.biz/faq/how-to-save-terminal-output-to-a-file-under-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to save terminal output to a file under Linux/Unix in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: ls* Commands Are Even More Useful Than You May Have Thought](https://www.cyberciti.biz/open-source/command-line-hacks/linux-ls-commands-examples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: ls* Commands Are Even More Useful Than You May Have Thought in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to flush Redis cache and delete everything using the' CLI](https://www.cyberciti.biz/faq/how-to-flush-redis-cache-and-delete-everything-using-the-cli)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to flush Redis cache and delete everything using the' CLI in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How To: Linux Find Large Files in a Directory](https://www.cyberciti.biz/faq/find-large-files-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To: Linux Find Large Files in a Directory in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: 8 Tips to Solve Linux Hard Disk Problems: Like Disk Full' Or Can’t Write to the Disk](https://www.cyberciti.biz/datacenter/linux-unix-bsd-osx-cannot-write-to-hard-disk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: 8 Tips to Solve Linux Hard Disk Problems: Like Disk Full' Or Can’t Write to the Disk in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to copy and transfer files remotely on Linux using scp' and rsync](https://www.cyberciti.biz/faq/how-to-copy-and-transfer-files-remotely-on-linux-using-scp-and-rsync)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to copy and transfer files remotely on Linux using scp' and rsync in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to check CPU temperature on Ubuntu Linux](https://www.cyberciti.biz/faq/how-to-check-cpu-temperature-on-ubuntu-linux)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to check CPU temperature on Ubuntu Linux in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to use df command in Linux / Unix {with examples}](https://www.cyberciti.biz/faq/df-command-examples-in-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to use df command in Linux / Unix {with examples} in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: diff Command Colorize Output On the Unix / Linux Command' Line](https://www.cyberciti.biz/programming/color-terminal-highlighter-for-diff-files)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: diff Command Colorize Output On the Unix / Linux Command' Line in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Use tmuxp to Manage Your tmux Session](https://betterprogramming.pub/how-to-use-tmuxp-to-manage-your-tmux-session-614b6d42d6b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Use tmuxp to Manage Your tmux Session in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Maximum Number of Threads Per Process in Linux](https://www.baeldung.com/linux/max-threads-per-process)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Maximum Number of Threads Per Process in Linux in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: DevOps in Linux β€” Systemd Introduction](https://blog.devgenius.io/devops-in-linux-systemd-introduction-db7f49cb566b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: DevOps in Linux β€” Systemd Introduction in the Kubernetes Tools ecosystem.
+  - [medium: How to trigger an action at the end of the Shell/Bash script](https://medium.com/bash-tips-and-tricks/how-to-trigger-an-action-at-the-end-of-the-shell-bash-script-52b0ba9c157e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to trigger an action at the end of the Shell/Bash script in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How To Bash Shell Find Out If a Variable Is Empty Or Not](https://www.cyberciti.biz/faq/unix-linux-bash-script-check-if-variable-is-empty)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How To Bash Shell Find Out If a Variable Is Empty Or Not in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: Bash For Loop Examples](https://www.cyberciti.biz/faq/bash-for-loop)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Bash For Loop Examples in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts](https://www.cloudsavvyit.com/12277/how-to-use-multi-threaded-processing-in-bash-scripts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudsavvyit.com: How to Use Multi-Threaded Processing in Bash Scripts in the Kubernetes Tools ecosystem.
+  - [bash.cyberciti.biz Wiki 🌟](https://bash.cyberciti.biz/guide/Main_Page)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bash.cyberciti.biz Wiki 🌟 in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: How to repeat a character β€˜n’ times in Bash](https://www.cyberciti.biz/faq/repeat-a-character-in-bash-script-under-linux-unix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: How to repeat a character β€˜n’ times in Bash in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: Bash Read Comma Separated CSV File on Linux / Unix](https://www.cyberciti.biz/faq/unix-linux-bash-read-comma-separated-cvsfile)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Bash Read Comma Separated CSV File on Linux / Unix in the Kubernetes Tools ecosystem.
+  - [medium.com/kubehub: A Series on Bash Scripting](https://medium.com/kubehub/a-series-on-bash-scripting-eecd0293fab5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubehub: A Series on Bash Scripting in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Start Your Scripting Journey Today | Bash Script' β€” Part 1](https://levelup.gitconnected.com/start-your-scripting-journey-today-bash-script-part-1-46cbddf4e4e7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Start Your Scripting Journey Today | Bash Script' β€” Part 1 in the Kubernetes Tools ecosystem.
+  - [medium.com: Shell Scripting for DevOps with Examples](https://medium.com/@saurabhdahibhate50/devops-day-04-task-e51d64ffbf16)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Shell Scripting for DevOps with Examples in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: 5 Bash String Manipulation Methods That Help Every' Developer](https://levelup.gitconnected.com/5-bash-string-manipulation-methods-that-help-every-developer-49d4ee38b593)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 5 Bash String Manipulation Methods That Help Every' Developer in the Kubernetes Tools ecosystem.
+  - [piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers](https://piyushverma.hashnode.dev/basic-linux-shell-scripting-for-devops-engineers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Bash vs. Python vs. JavaScript: Which Is Better for' Automation? 🌟](https://betterprogramming.pub/bash-vs-python-vs-javascript-which-is-better-for-automation-92a277ef49e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Bash vs. Python vs. JavaScript: Which Is Better for' Automation? 🌟 in the Kubernetes Tools ecosystem.
+  - [linuxjourney.com commandline](https://linuxjourney.com/lesson/the-shell#)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxjourney.com commandline in the Kubernetes Tools ecosystem.
+  - [Announcing the HashiCorp Linux Repository](https://www.hashicorp.com/blog/announcing-the-hashicorp-linux-repository)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Announcing the HashiCorp Linux Repository in the Kubernetes Tools ecosystem.
+  - [blog.pandorafms.org: Useful Network commands](https://blog.pandorafms.org/network-commands)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.pandorafms.org: Useful Network commands in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: Linux: 25 Iptables Netfilter Firewall Examples For New SysAdmins](https://www.cyberciti.biz/tips/linux-iptables-examples.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux: 25 Iptables Netfilter Firewall Examples For New SysAdmins in the Kubernetes Tools ecosystem.
 ## Networking (2)
 
 ### DNS Troubleshooting
@@ -570,5 +638,5 @@
   - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/liquibase.md b/v2-docs/liquibase.md
index 7bd83235..48ca7e9f 100644
--- a/v2-docs/liquibase.md
+++ b/v2-docs/liquibase.md
@@ -9,10 +9,13 @@
 
 #### General Reference
 
+  - [Flyway](https://www.red-gate.com/products/flyway/community)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.red-gate.com in the Kubernetes Tools ecosystem.
+  - [wikipedia](https://en.wikipedia.org/wiki/Evolutionary_database_design)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia in the Kubernetes Tools ecosystem.
   - [dzone: Introduction to Liquibase and Managing Your Database Source Code](https://dzone.com/articles/introduction-to-liquibase-and-managing-your-databa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Introduction to Liquibase and Managing Your Database Source Code in the Kubernetes Tools ecosystem.
   - [dzone: Managing Your Database With Liquibase and Gradle](https://dzone.com/articles/managing-your-database-with-liquibase-and-gradle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Managing Your Database With Liquibase and Gradle in the Kubernetes Tools ecosystem.
   - [dzone: Executing Liquibase: 3 Use Cases](https://dzone.com/articles/executing-liquibase-3-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Executing Liquibase: 3 Use Cases in the Kubernetes Tools ecosystem.
   - [dzone: Build a Spring Boot App With Flyway and Postgres](https://dzone.com/articles/build-a-spring-boot-app-with-flyway-and-postgres)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Build a Spring Boot App With Flyway and Postgres in the Kubernetes Tools ecosystem.
+  - [medium: Database version control β€” Liquibase versus Flyway](https://medium.com/@ruxijitianu/database-version-control-liquibase-versus-flyway-9872d43ee5a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Database version control β€” Liquibase versus Flyway in the Kubernetes Tools ecosystem.
 ## Cloud Native Infrastructure
 
 ### Kubernetes Deployment Patterns
@@ -60,5 +63,5 @@
   - **(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:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
 
diff --git a/v2-docs/lowcode-nocode.md b/v2-docs/lowcode-nocode.md
index 22a83175..7622e878 100644
--- a/v2-docs/lowcode-nocode.md
+++ b/v2-docs/lowcode-nocode.md
@@ -41,5 +41,5 @@
   - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/managed-kubernetes-in-public-cloud.md b/v2-docs/managed-kubernetes-in-public-cloud.md
index 90e061f4..c24d8b48 100644
--- a/v2-docs/managed-kubernetes-in-public-cloud.md
+++ b/v2-docs/managed-kubernetes-in-public-cloud.md
@@ -29,9 +29,124 @@
 
 #### General Reference
 
-  - [otomi.io 🌟](https://techdocs.akamai.com/app-platform/docs/welcome)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techdocs.akamai.com in the Kubernetes Tools ecosystem.
+  - [medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1](https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-use-secrets-inside-the-pods-part-1-1938b0c3c2fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1 in the Kubernetes Tools ecosystem.
+  - [mehighlow.medium.com: Hardened-AKS/Secrets](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==mehighlow.medium.com: Hardened-AKS/Secrets== in the Kubernetes Tools ecosystem.
+  - [medium.com: Kubernetes Cloud Services: Comparing GKE, EKS and AKS](https://medium.com/@Platform9Sys/kubernetes-cloud-services-comparing-gke-eks-and-aks-1fe42770cad3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Kubernetes Cloud Services: Comparing GKE, EKS and AKS in the Kubernetes Tools ecosystem.
+  - [medium: State of Managed Kubernetes 2020](https://medium.com/swlh/state-of-managed-kubernetes-2020-4be006643360)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: State of Managed Kubernetes 2020 in the Kubernetes Tools ecosystem.
+  - [medium: Managed Kubernetes Services Compared: GKE vs. EKS vs. AKS](https://medium.com/better-programming/managed-kubernetes-services-compared-gke-vs-eks-vs-aks-df1ecb22bba0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Managed Kubernetes Services Compared: GKE vs. EKS vs. AKS in the Kubernetes Tools ecosystem.
+  - [otomi.io 🌟](https://otomi.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering otomi.io 🌟 in the Kubernetes Tools ecosystem.
+  - [udemy.com: amazon eks starter kubernetes on aws](https://www.udemy.com/course/amazon-eks-starter-kubernetes-on-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: amazon eks starter kubernetes on aws in the Kubernetes Tools ecosystem.
+  - [magalix.com: Deploying Kubernetes Cluster With EKS 🌟](https://www.magalix.com/blog/deploying-kubernetes-cluster-with-eks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Deploying Kubernetes Cluster With EKS 🌟 in the Kubernetes Tools ecosystem.
+  - [Deploying Infrastructure (FrontEnd + BackEnd) on AWS using Amazon EKS](https://medium.com/@ghumare64/deploying-infrastructure-frontend-backend-on-aws-using-amazon-eks-5f1f426d618e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Deploying Infrastructure (FrontEnd + BackEnd) on AWS using Amazon EKS in the Kubernetes Tools ecosystem.
+  - [medium: Building the CI/CD of the Future, Creating the EKS Cluster 🌟](https://medium.com/swlh/building-the-ci-cd-of-the-future-creating-the-eks-cluster-e4cce4eb3500)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Building the CI/CD of the Future, Creating the EKS Cluster 🌟 in the Kubernetes Tools ecosystem.
+  - [daveops.xyz: Administrar usuarios en EKS](https://daveops.xyz/2020/08/25/administrar-usuarios-en-eks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering daveops.xyz: Administrar usuarios en EKS in the Kubernetes Tools ecosystem.
+  - [medium: Designing a Kubernetes Cluster with Amazon EKS From Scratch 🌟](https://medium.com/adobetech/designing-a-kubernetes-cluster-with-amazon-eks-from-scratch-4b4ee9d1b8f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Designing a Kubernetes Cluster with Amazon EKS From Scratch 🌟 in the Kubernetes Tools ecosystem.
+  - [en.sokube.ch: AWS + Kubernetes = AWS Elastic Kubernetes Service (EKS) 🌟](https://en.sokube.ch/post/aws-kubernetes-aws-elastic-kubernetes-service-eks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.sokube.ch: AWS + Kubernetes = AWS Elastic Kubernetes Service (EKS) 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Run Kubernetes Production Environment on EC2 Spot Instances With' Zero Downtime: A Complete Guide](https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances-with-zero-downtime-f7327a95dea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Run Kubernetes Production Environment on EC2 Spot Instances With' Zero Downtime: A Complete Guide in the Kubernetes Tools ecosystem.
+  - [releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights' Metrics](https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-insights-metrics)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights' Metrics in the Kubernetes Tools ecosystem.
+  - [medium: Create Kubernetes Cluster On AWS EKS](https://medium.com/codex/create-kubernetes-cluster-on-aws-eks-6ced4c488e62)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create Kubernetes Cluster On AWS EKS in the Kubernetes Tools ecosystem.
+  - [info.acloud.guru: Scaling the hottest app in tech on AWS and Kubernetes](https://info.acloud.guru/resources/kubernetes-aws-cloud-scaling-hey)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering info.acloud.guru: Scaling the hottest app in tech on AWS and Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: How to Deploy an EKS stack in AWS?](https://medium.com/avmconsulting-blog/how-to-deploy-an-eks-stack-to-kubernetes-aws-5ec9c5a07247)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Deploy an EKS stack in AWS? in the Kubernetes Tools ecosystem.
+  - [faun.pub: Upgrading and Scaling Kubernetes cluster in AWS](https://faun.pub/upgrading-and-scaling-kubernetes-cluster-in-aws-6971b3936465)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Upgrading and Scaling Kubernetes cluster in AWS in the Kubernetes Tools ecosystem.
+  - [particule.io: Create Kubernetes federated clusters on AWS](https://particule.io/en/blog/aws-federated-eks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering particule.io: Create Kubernetes federated clusters on AWS in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Amazon EKS Is Eating My IPs!](https://betterprogramming.pub/amazon-eks-is-eating-my-ips-e18ea057e045)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Amazon EKS Is Eating My IPs! in the Kubernetes Tools ecosystem.
+  - [blog.usejournal.com: Spice up Your Kubernetes Environment with AWS Lambda' 🌟](https://blog.usejournal.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.usejournal.com: Spice up Your Kubernetes Environment with AWS Lambda' 🌟 in the Kubernetes Tools ecosystem.
+  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering neal-davis.medium.com: ECS vs EC2 vs Lambda in the Kubernetes Tools ecosystem.
+  - [faun.pub: Kubernetes Multi-tenancy with Amazon EKS: Best practices and considerations' 🌟](https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Kubernetes Multi-tenancy with Amazon EKS: Best practices and considerations' 🌟 in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: 6 Tips to Improve Availability with AWS Load Balancers' and Kubernetes](https://aws.plainenglish.io/6-tips-to-improve-availability-with-aws-load-balancers-and-kubernetes-ad8d4d1c0f61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: 6 Tips to Improve Availability with AWS Load Balancers' and Kubernetes in the Kubernetes Tools ecosystem.
+  - [blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟](https://blog.searce.com/optimize-cost-for-aws-eks-cluster-using-spotinst-ffcebe8e3571)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@abhinav.ittekot: Granting IAM permissions to pods in EKS using' OIDC](https://medium.com/@abhinav.ittekot/granting-iam-permissions-to-pods-in-eks-using-oidc-f2044c88a53)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abhinav.ittekot: Granting IAM permissions to pods in EKS using' OIDC in the Kubernetes Tools ecosystem.
+  - [medium.com/@radha.sable25: Enabling IAM users/roles Access on Amazon EKS' cluster](https://medium.com/@radha.sable25/enabling-iam-users-roles-access-on-amazon-eks-cluster-f69b485c674f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@radha.sable25: Enabling IAM users/roles Access on Amazon EKS' cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/avmconsulting-blog: Installing Vault On EKS With TLS And Persistent' Storage](https://medium.com/avmconsulting-blog/installing-vault-on-eks-with-tls-and-persistent-storage-98254b4150f3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/avmconsulting-blog: Installing Vault On EKS With TLS And Persistent' Storage in the Kubernetes Tools ecosystem.
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+  - [akintola-lonlon.medium.com: AWS Kubernetes: The #1 Rule You Need To Master' Before Going To Production.](https://akintola-lonlon.medium.com/aws-kubernetes-the-1-rule-you-need-to-master-before-going-to-production-628b75ba1b6a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akintola-lonlon.medium.com: AWS Kubernetes: The #1 Rule You Need To Master' Before Going To Production. in the Kubernetes Tools ecosystem.
+  - [amod-kadam.medium.com: Are there two Load Balancer Controllers with EKS?' 🌟](https://amod-kadam.medium.com/are-there-two-load-balancer-controllers-with-eks-8a7b04db8c93)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amod-kadam.medium.com: Are there two Load Balancer Controllers with EKS?' 🌟 in the Kubernetes Tools ecosystem.
+  - [joachim8675309.medium.com: ExternalDNS with EKS and Route53](https://joachim8675309.medium.com/externaldns-with-eks-and-route53-90aa23fa3aba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joachim8675309.medium.com: ExternalDNS with EKS and Route53 in the Kubernetes Tools ecosystem.
+  - [opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets' Manager with Kubernetes 🌟](https://opssorry.substack.com/p/gitops-a-simple-approach-to-using)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets' Manager with Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@chandranathmondal: Self-service Amazon EKS Cluster provisioning' with Kubernetes configuration applied 🌟](https://medium.com/@chandranathmondal/self-service-amazon-eks-cluster-provisioning-with-kubernetes-configuration-applied-372bce839d7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@chandranathmondal: ==Self-service Amazon EKS Cluster provisioning' with Kubernetes configuration applied== 🌟 in the Kubernetes Tools ecosystem.
+  - [eng.grip.security: Enabling AWS IAM Group Access to an EKS Cluster Using' RBAC](https://eng.grip.security/enabling-aws-iam-group-access-to-an-eks-cluster-using-rbac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eng.grip.security: Enabling AWS IAM Group Access to an EKS Cluster Using' RBAC in the Kubernetes Tools ecosystem.
+  - [medium.com/@andriikrymus: DNS config for EKS](https://medium.com/@andriikrymus/dns-config-for-eks-61eb70c3e31e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@andriikrymus: DNS config for EKS in the Kubernetes Tools ecosystem.
+  - [silvr.medium.com: Using Kyverno To Enforce AWS Load Balancer Annotations' For Centralized Logging To S3](https://silvr.medium.com/using-kyverno-to-enforce-aws-load-balancer-annotations-for-centralized-logging-to-s3-af5dc1f1f3e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering silvr.medium.com: Using Kyverno To Enforce AWS Load Balancer Annotations' For Centralized Logging To S3 in the Kubernetes Tools ecosystem.
+  - [blog.jimmyray.io: Kubernetes Workload Identity with AWS SDK for Go v2](https://blog.jimmyray.io/kubernetes-workload-identity-with-aws-sdk-for-go-v2-927d2f258057)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.jimmyray.io: Kubernetes Workload Identity with AWS SDK for Go v2 in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: EKS β€” Kubernetes β€” Not Ready nodes](https://medium.com/geekculture/eks-kubernetes-not-ready-nodes-dafb300ed299)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: EKS β€” Kubernetes β€” Not Ready nodes in the Kubernetes Tools ecosystem.
+  - [faun.pub: How to access AWS services from EKS](https://faun.pub/how-to-access-aws-services-from-eks-ab5fa003a1b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: How to access AWS services from EKS== in the Kubernetes Tools ecosystem.
+  - [faun.pub: AWS EKS: The Ultimate Guide To Deploy AWS Load Balancer Controller' add-on](https://faun.pub/aws-eks-the-ultimate-guide-to-deploy-an-ingress-controller-on-kubernetes-5952cb27c067)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: AWS EKS: The Ultimate Guide To Deploy AWS Load Balancer Controller' add-on in the Kubernetes Tools ecosystem.
+  - [medium.com/@ankit.wal: Understanding IAM roles for service accounts, IRSA,' on AWS EKS](https://medium.com/@ankit.wal/the-how-of-iam-roles-for-service-accounts-irsa-on-aws-eks-3d76badb8942)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@ankit.wal: Understanding IAM roles for service accounts, IRSA,' on AWS EKS== in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Running Workflows on windows with Jenkins pipeline' and Kubernetes](https://levelup.gitconnected.com/running-workflows-on-windows-with-jenkins-pipeline-and-kubernetes-52752a89a0e7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Running Workflows on windows with Jenkins pipeline' and Kubernetes in the Kubernetes Tools ecosystem.
+  - [nivogt.medium.com: Boost your Kubernetes cluster’s Autoscaler on AWS EKS' with Karpenter](https://nivogt.medium.com/boost-your-kubernetes-clusters-autoscaler-on-aws-eks-with-karpenter-4d23955944f2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nivogt.medium.com: Boost your Kubernetes cluster’s Autoscaler on AWS EKS' with Karpenter in the Kubernetes Tools ecosystem.
+  - [towardsaws.com: Autoscale Kubernetes Metrics Server on Amazon EKS](https://towardsaws.com/autoscale-kubernetes-metrics-server-fa398f8a600a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Autoscale Kubernetes Metrics Server on Amazon EKS in the Kubernetes Tools ecosystem.
+  - [faun.pub: Analyze AWS EKS Audit logs with Falco](https://faun.pub/analyze-aws-eks-audit-logs-with-falco-95202167f2e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Analyze AWS EKS Audit logs with Falco in the Kubernetes Tools ecosystem.
+  - [hardiks.medium.com: Where should you manage your Kubernetes in 2023? Amazon' ECS or EKS](https://hardiks.medium.com/where-should-you-manage-your-kubernetes-in-2023-amazon-ecs-or-eks-6f503e93f7a7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hardiks.medium.com: Where should you manage your Kubernetes in 2023? Amazon' ECS or EKS in the Kubernetes Tools ecosystem.
+  - [awstip.com: Amazon Elastic Kubernetes Service (Amazon EKS) β€” The Only Resource' Hub You Ever Need](https://awstip.com/amazon-elastic-kubernetes-service-amazon-eks-the-only-resource-hub-you-ever-need-3b802687df36)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Amazon Elastic Kubernetes Service (Amazon EKS) β€” The Only Resource' Hub You Ever Need in the Kubernetes Tools ecosystem.
+  - [awstip.com: Working The Amazon EKS Immersion Workshop β€” Chapter 1 β€” Deploying' A Microservices Application In A Kubernetes Cluster](https://awstip.com/working-the-amazon-eks-immersion-workshop-chapter-1-deploying-a-microservices-application-in-a-9acae5df2f01)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Working The Amazon EKS Immersion Workshop β€” Chapter 1 β€” Deploying' A Microservices Application In A Kubernetes Cluster in the Kubernetes Tools ecosystem.
+  - [blog.antoinechoula.ga: Native EKS Ingress with AWS Load Balancer Controller](https://blog.antoinechoula.ga/native-eks-ingress-with-aws-load-balancer-controller)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.antoinechoula.ga: Native EKS Ingress with AWS Load Balancer Controller in the Kubernetes Tools ecosystem.
+  - [devopslearning.medium.com: Lesson learned while scaling Kubernetes cluster' to 1000 pods in AWS EKS](https://devopslearning.medium.com/lesson-learned-while-scaling-kubernetes-cluster-to-1000-pods-in-aws-eks-d2d399152bc2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopslearning.medium.com: Lesson learned while scaling Kubernetes cluster' to 1000 pods in AWS EKS in the Kubernetes Tools ecosystem.
+  - [sitepoint.com: Getting Started With Kubernetes on AWS Tutorial (2023 Update)](https://www.sitepoint.com/kubernetes-aws-tutorial)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sitepoint.com: Getting Started With Kubernetes on AWS Tutorial (2023 Update) in the Kubernetes Tools ecosystem.
+  - [medium.com: Saving costs in Google Kubernetes Engine using Spot VMs](https://medium.com/@vaibhav176/saving-costs-in-google-kubernetes-engine-using-spot-vms-2e6d0157815e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Saving costs in Google Kubernetes Engine using Spot VMs in the Kubernetes Tools ecosystem.
+  - [medium.com/@benjamin.christmann_12432: Setting up your first EKS cluster' on AWS: some practical tips](https://medium.com/@benjamin.christmann_12432/setting-up-your-first-eks-cluster-on-aws-some-practical-tips-60400963c588)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@benjamin.christmann_12432: Setting up your first EKS cluster' on AWS: some practical tips in the Kubernetes Tools ecosystem.
+  - [blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology' aware hints](https://blog.ratnopamc.com/reduce-cross-az-traffic-costs-on-eks-using-topology-aware-hints)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology' aware hints in the Kubernetes Tools ecosystem.
+  - [medium.com/@danielresponda: Testing Spot Reclamation Mechanisms with AWS' Node Termination Handler and Kubernetes Autoscaler](https://medium.com/@danielresponda/testing-spot-reclamation-mechanisms-with-aws-node-termination-handler-and-kubernetes-autoscaler-43194d05dae0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@danielresponda: Testing Spot Reclamation Mechanisms with AWS' Node Termination Handler and Kubernetes Autoscaler in the Kubernetes Tools ecosystem.
+  - [medium.com/@leocherian: Simple CDK app to create EKS Cluster](https://medium.com/@leocherian/simple-cdk-app-to-create-eks-cluster-06f651a12ccd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@leocherian: Simple CDK app to create EKS Cluster in the Kubernetes Tools ecosystem.
+  - [blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices](https://blog.clouddrove.com/aws-eks-blue-green-deployment-with-best-practices-99be4b7baa38)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices in the Kubernetes Tools ecosystem.
+  - [blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group' Using Custom Launch Templates](https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-group-using-custom-launch-templates-185744a0cc79)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group' Using Custom Launch Templates in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: HACKING KUBERNETES in AWS](https://blog.devops.dev/hacking-kubernetes-in-aws-54f4681f1478)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: HACKING KUBERNETES in AWS in the Kubernetes Tools ecosystem.
+  - [rahulbhatia1998.medium.com: Designing A Multi-Region Kubernetes Cluster' For Disaster Recovery On AWS EKS](https://rahulbhatia1998.medium.com/designing-a-multi-region-kubernetes-cluster-for-disaster-recovery-on-aws-eks-0a0a98ad5854)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rahulbhatia1998.medium.com: Designing A Multi-Region Kubernetes Cluster' For Disaster Recovery On AWS EKS in the Kubernetes Tools ecosystem.
+  - [towardsaws.com: From Scratch to Production: Deploying EKS Clusters and Applications' with CI/CD using Jenkins and Terraform](https://towardsaws.com/from-scratch-to-production-deploying-eks-clusters-and-applications-with-ci-cd-using-jenkins-and-f27d4686d5fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: From Scratch to Production: Deploying EKS Clusters and Applications' with CI/CD using Jenkins and Terraform in the Kubernetes Tools ecosystem.
+  - [awstip.com: Per-pod PIDs limit on EKS](https://awstip.com/per-pod-pids-limit-on-eks-fe320638c7e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Per-pod PIDs limit on EKS in the Kubernetes Tools ecosystem.
+  - [medium.com/ekino-france: Addressing private IPv4 shortage: 5 Strategies' for Amazon EKS](https://medium.com/ekino-france/kubernetes-addressing-private-ipv4-shortage-5-strategies-for-amazon-eks-1dc3df270ed8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/ekino-france: Addressing private IPv4 shortage: 5 Strategies' for Amazon EKS in the Kubernetes Tools ecosystem.
+  - [medium.com/scout24-engineering: How did we upgrade our EKS clusters from' 1.15 to 1.22 without K8s knowledge?](https://medium.com/scout24-engineering/how-did-we-upgrade-our-eks-clusters-from-1-15-to-1-22-without-k8s-knowledge-2c96c1a94cc1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/scout24-engineering: How did we upgrade our EKS clusters from' 1.15 to 1.22 without K8s knowledge? in the Kubernetes Tools ecosystem.
+  - [marcincuber.medium.com: Amazon EKS Upgrade Journey From 1.24 to 1.25](https://marcincuber.medium.com/amazon-eks-upgrade-journey-from-1-24-to-1-25-e1bcccc2f384)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marcincuber.medium.com: Amazon EKS Upgrade Journey From 1.24 to 1.25 in the Kubernetes Tools ecosystem.
+  - [gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector](https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector in the Kubernetes Tools ecosystem.
+  - [ambar-thecloudgarage.medium.com: EKS Anywhere., decoding the architecture.](https://ambar-thecloudgarage.medium.com/eks-anywhere-decoding-the-architecture-fd2741b03e0a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ambar-thecloudgarage.medium.com: EKS Anywhere., decoding the architecture. in the Kubernetes Tools ecosystem.
+  - [blog.techknowtrendz.com: Taking Amazon EKS Anywhere for a spin](https://blog.techknowtrendz.com/taking-amazon-eks-anywhere-for-a-spin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.techknowtrendz.com: Taking Amazon EKS Anywhere for a spin in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes + EKS + Canary Deployment](https://medium.com/@jerome.decoster/kubernetes-eks-canary-deployment-1ef79ae89dfc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes + EKS + Canary Deployment in the Kubernetes Tools ecosystem.
+  - [mehmetozkaya.medium.com: Deploying .Net Microservices to Azure Kubernetes' Services(AKS) and Automating with Azure DevOps](https://mehmetozkaya.medium.com/deploying-net-microservices-to-azure-kubernetes-services-aks-and-automating-with-azure-devops-c50bdd51b702)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mehmetozkaya.medium.com: Deploying .Net Microservices to Azure Kubernetes' Services(AKS) and Automating with Azure DevOps in the Kubernetes Tools ecosystem.
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+  - [joachim8675309.medium.com: AKS with GRPC and ingress-nginx](https://joachim8675309.medium.com/aks-with-grpc-and-ingress-nginx-32481a792a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joachim8675309.medium.com: AKS with GRPC and ingress-nginx in the Kubernetes Tools ecosystem.
+  - [medium: AKS with Calico Network Policies](https://medium.com/geekculture/aks-with-calico-network-policies-8cdfa996e6bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AKS with Calico Network Policies in the Kubernetes Tools ecosystem.
+  - [joachim8675309.medium.com: AKS with Istio Service Mesh](https://joachim8675309.medium.com/istio-service-mesh-on-aks-1b6ed16f6890)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joachim8675309.medium.com: AKS with Istio Service Mesh in the Kubernetes Tools ecosystem.
+  - [blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native' Applications](https://blog.kasten.io/aks-and-storage-how-to-design-storage-for-cloud-native-applications)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native' Applications in the Kubernetes Tools ecosystem.
+  - [blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage' Services](https://blog.kasten.io/aks-and-storage-performance-differences-among-kubernetes-storage-services)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage' Services in the Kubernetes Tools ecosystem.
+  - [medium: AKS β€” different load balancing options. When to use what?](https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-single-cluster-when-to-use-what-abd2c22c2825)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AKS β€” different load balancing options. When to use what? in the Kubernetes Tools ecosystem.
+  - [medium: Going multicloud with kubernetes and Azure Front Door](https://medium.com/microsoftazure/going-multicloud-with-kubernetes-and-azure-front-door-f34a2f39068a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Going multicloud with kubernetes and Azure Front Door in the Kubernetes Tools ecosystem.
+  - [akhilsharma.work: How to list Azure RBAC Roles to Secure AKS Clusters](https://akhilsharma.work/how-to-list-azure-rbac-roles-to-secure-aks-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akhilsharma.work: How to list Azure RBAC Roles to Secure AKS Clusters in the Kubernetes Tools ecosystem.
   - [logz.io: Collecting Metrics from Windows Kubernetes Nodes in AKS 🌟](https://logz.io/blog/windows-kubernetes-nodes-aks-metrics)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Collecting Metrics from Windows Kubernetes Nodes in AKS 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/kocsistem: Installation Internal Nginx Ingress for a Private' AKS Cluster](https://medium.com/kocsistem/installation-internal-nginx-ingress-for-a-private-aks-cluster-7b6386492d56)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kocsistem: Installation Internal Nginx Ingress for a Private' AKS Cluster in the Kubernetes Tools ecosystem.
+  - [joachim8675309.medium.com: ExternalDNS with AKS & Azure DNS](https://joachim8675309.medium.com/externaldns-with-aks-azure-dns-941a1804dc88)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joachim8675309.medium.com: ExternalDNS with AKS & Azure DNS in the Kubernetes Tools ecosystem.
+  - [medium.com/dzerolabs: Accessing Azure Key Vault Secrets in Azure Kubernetes' with Secrets Store CSI Driver 🌟](https://medium.com/dzerolabs/kubernetes-saved-today-f-cked-tomorrow-a-rant-azure-key-vault-secrets-%C3%A0-la-kubernetes-fc3be5e65d18)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dzerolabs: Accessing Azure Key Vault Secrets in Azure Kubernetes' with Secrets Store CSI Driver 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@gjoshevski: Reduce the cost of running AKS cluster by leveraging' Azure Spot VMs| 70% and more 🌟🌟](https://medium.com/@gjoshevski/reduce-the-cost-of-running-aks-cluster-by-leveraging-azure-spot-vms-70-and-more-e917f568c3b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@gjoshevski: Reduce the cost of running AKS cluster by leveraging' Azure Spot VMs| 70% and more== 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/credera-engineering: How to blue-green deploy an AKS cluster](https://medium.com/credera-engineering/how-to-blue-green-deploy-an-aks-cluster-ab8f6a2cea9a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/credera-engineering: How to blue-green deploy an AKS cluster== in the Kubernetes Tools ecosystem.
+  - [medium.com/@danieljimgarcia: The Application Gateway Ingress Controller' is broken 🌟](https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-is-broken-6aa9eb229881)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@danieljimgarcia: The Application Gateway Ingress Controller' is broken== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@ershivamgupta: Disaster Recovery Solution for Azure Kubernetes' Service (AKS) Persistent Volume Storage 🌟](https://medium.com/@ershivamgupta/disaster-recovery-solution-for-azure-kubernetes-service-aks-persistent-volume-storage-f2b3d2aafcf4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ershivamgupta: Disaster Recovery Solution for Azure Kubernetes' Service (AKS) Persistent Volume Storage 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/microsoftazure: Automating Managed Prometheus and Grafana with' Terraform for scalable observability on Azure Kubernetes Service and Istio 🌟](https://medium.com/microsoftazure/automating-managed-prometheus-and-grafana-with-terraform-for-scalable-observability-on-azure-4e5c5409a6b1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/microsoftazure: Automating Managed Prometheus and Grafana with' Terraform for scalable observability on Azure Kubernetes Service and Istio 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@GiantSwarm: Deep Dive Into Kubernetes Networking in Azure](https://medium.com/@GiantSwarm/deep-dive-into-kubernetes-networking-in-azure-9f0e85e2ee34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@GiantSwarm: Deep Dive Into Kubernetes Networking in Azure in the Kubernetes Tools ecosystem.
+  - [medium.com/@lfoster49203: Kubernetes on Azure: Setting up a cluster on Microsoft' Azure (with Azure AKS)](https://medium.com/@lfoster49203/kubernetes-on-azure-setting-up-a-cluster-on-microsoft-azure-with-azure-aks-d6bee3eaa65)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@lfoster49203: Kubernetes on Azure: Setting up a cluster on Microsoft' Azure (with Azure AKS) in the Kubernetes Tools ecosystem.
+  - [medium.com/adessoturkey: Azure DevOps Agents on AKS with the kaniko Option](https://medium.com/adessoturkey/azure-devops-agents-on-aks-with-kaniko-option-f672f900a177)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adessoturkey: Azure DevOps Agents on AKS with the kaniko Option in the Kubernetes Tools ecosystem.
+  - [inder-devops.medium.com: AKS Networking Deep Dive: Kubenet vs Azure-CNI' vs Azure-CNI (overlay)](https://inder-devops.medium.com/aks-networking-deep-dive-kubenet-vs-azure-cni-vs-azure-cni-overlay-a51709171ce9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==inder-devops.medium.com: AKS Networking Deep Dive: Kubenet vs Azure-CNI' vs Azure-CNI (overlay)== in the Kubernetes Tools ecosystem.
+  - [medium.com/@anjkeesari: Install Grafana Loki-Stack Helmchart in Azure Kubernetes' Services (AKS)](https://medium.com/@anjkeesari/install-grafana-loki-stack-helmchart-in-azure-kubernetes-services-aks-1359281b3321)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@anjkeesari: Install Grafana Loki-Stack Helmchart in Azure Kubernetes' Services (AKS) in the Kubernetes Tools ecosystem.
+  - [blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab](https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab in the Kubernetes Tools ecosystem.
+  - [faun.pub: External Secret Operator on AKS (with Terraform) for Azure Key' Vault Integration (with Workload Identity)](https://faun.pub/external-secret-operator-on-aks-with-terraform-for-azure-key-vault-integration-with-workload-1d0c31082373)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: External Secret Operator on AKS (with Terraform) for Azure Key' Vault Integration (with Workload Identity) in the Kubernetes Tools ecosystem.
+  - [blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE](https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b407e1f3dff)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE in the Kubernetes Tools ecosystem.
+  - [medium: How to provision Kubernetes Cluster in GCP Cloud (K8s)? 🌟](https://medium.com/avmconsulting-blog/kubernetes-google-kubernetes-engine-gke-99abf912f912)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to provision Kubernetes Cluster in GCP Cloud (K8s)? 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: How to automate the setup of a Kubernetes cluster on GCP](https://faun.pub/how-to-automate-the-setup-of-a-kubernetes-cluster-on-gcp-e97918bf41de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: How to automate the setup of a Kubernetes cluster on GCP in the Kubernetes Tools ecosystem.
+  - [medium.com/@glen.yu: Getting started with eBPF and Cilium on GKE](https://medium.com/@glen.yu/getting-started-with-ebpf-and-cilium-on-gke-6553c5d7e02a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@glen.yu: Getting started with eBPF and Cilium on GKE in the Kubernetes Tools ecosystem.
+  - [medium.com/@glen.yu: NGINX Ingress or GKE Ingress?](https://medium.com/@glen.yu/nginx-ingress-or-gke-ingress-d87dd9db504c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@glen.yu: NGINX Ingress or GKE Ingress? in the Kubernetes Tools ecosystem.
+  - [medium.com/google-developer-experts: Getting started with GKE Gateway controller](https://medium.com/google-developer-experts/getting-started-with-gke-gateway-controller-ee45c3bc8996)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-developer-experts: Getting started with GKE Gateway controller in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Monitoring Kubernetes Clusters on GKE (Google Container' Engine)](https://medium.com/google-cloud/gke-monitoring-84170ea44833)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Monitoring Kubernetes Clusters on GKE (Google Container' Engine) in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Explore API Priority and Fairness to Ease the Load of' the APIServer](https://blog.devgenius.io/explore-api-priority-and-fairness-to-ease-the-load-of-the-apiserver-a4fe9c4e7174)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Explore API Priority and Fairness to Ease the Load of' the APIServer in the Kubernetes Tools ecosystem.
+  - [faun.pub: Make Your Kubernetes Cluster Highly Available and Fault Tolerant' 🌟](https://faun.pub/deploy-active-active-multi-region-kubernetes-cluster-with-terraform-f2652e43f47e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Make Your Kubernetes Cluster Highly Available and Fault Tolerant' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@pbijjala: reCap: Kube vrs Cloud DNS in GKE](https://medium.com/@pbijjala/recap-kube-vrs-cloud-dns-in-gke-b8d1d407e00d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pbijjala: reCap: Kube vrs Cloud DNS in GKE in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Ingress in Google Kubernetes Products](https://medium.com/google-cloud/ingress-in-google-kubernetes-products-f22ded21f4ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Ingress in Google Kubernetes Products in the Kubernetes Tools ecosystem.
+  - [medium.com/@pbijjala: Considerations for Hardening your GKE, a workload' perceptive](https://medium.com/@pbijjala/considerations-for-hardening-your-gke-a-workload-perceptive-943be26949d2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pbijjala: Considerations for Hardening your GKE, a workload' perceptive in the Kubernetes Tools ecosystem.
+  - [medium.com/@jjlakis: GCP Secret Manager with self-hosted Kubernetes](https://medium.com/@jjlakis/gcp-secret-manager-with-self-hosted-kubernetes-db35d01d65f0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jjlakis: GCP Secret Manager with self-hosted Kubernetes in the Kubernetes Tools ecosystem.
+  - [tech.loveholidays.com: GKE Multi-Cluster Services β€” one bad probe away from' disaster](https://tech.loveholidays.com/gke-multi-cluster-services-one-bad-probe-away-from-disaster-62051fafe84e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.loveholidays.com: GKE Multi-Cluster Services β€” one bad probe away from' disaster in the Kubernetes Tools ecosystem.
+  - [Looking for GPU Capacity ? DWS got you covered !](https://medium.com/zencore/looking-for-gpu-capacity-dws-got-you-covered-d736b8c63ba6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Looking for GPU Capacity ? DWS got you covered ! in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Understanding health checks in GKE & Gateway API](https://medium.com/google-cloud/understanding-health-checks-in-gke-gateway-api-1c89f82bfba8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Understanding health checks in GKE & Gateway API in the Kubernetes Tools ecosystem.
+  - [medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform](https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9664b3c9ea5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform in the Kubernetes Tools ecosystem.
+  - [Linode Kubernetes Engine (LKE)](https://www.linode.com/products/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Linode Kubernetes Engine (LKE) in the Kubernetes Tools ecosystem.
+  - [medium: Create Kubernetes Cluster Using Linode LKE](https://medium.com/codex/create-kubernetes-cluster-using-linode-lke-4f9c71d03a8d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Create Kubernetes Cluster Using Linode LKE in the Kubernetes Tools ecosystem.
+  - [blog.ediri.io: DigitalOcean Kubernetes Challenge](https://blog.ediri.io/digitalocean-kubernetes-challenge)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.ediri.io: DigitalOcean Kubernetes Challenge in the Kubernetes Tools ecosystem.
+  - [Banzai Cloud 🌟](https://banzaicloud.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Banzai Cloud 🌟 in the Kubernetes Tools ecosystem.
 ## Architecture and Design
 
 ### Microservices Design
@@ -55,6 +170,11 @@
 
 ### AWS
 
+#### Container Orchestration
+
+  - **(2023)** [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A deep dive comparing AWS ECS, EKS, and serverless container execution via AWS Fargate. Synthesizing live cloud architectural trends, it presents insights into financial management, operational simplicity, and dynamic resource scaling, mapping out the trade-offs of using managed VM pools versus completely serverless options.
+  - **(2022)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This comprehensive comparison highlights the operational differences, cost implications, and architecture layouts of Amazon ECS versus Amazon EKS. EKS targets standard Kubernetes-based deployments requiring high portability, while ECS is a highly optimized, opinionated AWS native orchestrator designed for seamless integration.
+  - **(2021)** [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A detailed comparative analysis of scaling strategies between Amazon ECS and EKS clusters. The article walks through key operational considerations, including EC2 Auto Scaling Groups, Karpenter, cluster autoscalers, and resource utilization dynamics, highlighting how choice of orchestration influences microservices scale limits.
 #### EKS and Container Orchestration
 
   - **(2026)** [**github.com/aws-ia/terraform-aws-eks-blueprints (examples) 🌟🌟🌟**](https://github.com/aws-ia/terraform-aws-eks-blueprints) ⭐ 3024 [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A production-ready collection of Terraform modules designed to accelerate Amazon EKS cluster deployments. Live Grounding highlights its architecture for bootstrapping clusters with essential add-ons like Karpenter, AWS Load Balancer Controller, and Prometheus. It represents the industry standard for declarative EKS infrastructure provisioning.
@@ -110,6 +230,14 @@
 #### Automation
 
   - **(2026)** [==github.com/awslabs: Kubernetes Migration Factory User Guide 🌟==](https://github.com/awslabs/aws-kubernetes-migration-factory) ⭐ 130 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” The AWS Kubernetes Migration Factory provides an automated, programmatic framework for migrating legacy VM-based or on-premises workloads into Amazon EKS. Curator Insight notes its structured pipelines that reduce migration errors, while Live Grounding confirms its utility in enterprise-scale rehosting plans. Key features include source-to-target automation, pre-migration validation, and automated target cluster provisioning.
+### Container Orchestration (1)
+
+#### AKS Integration
+
+  - **(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) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the automated provisioning of Azure Kubernetes Service (AKS) coupled with the native Istio service mesh add-on using Bicep. This blueprint demonstrates declarative service mesh lifecycle management, reducing manual Helm or post-deployment orchestration overhead.
+#### EKS Security
+
+  - **(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
@@ -240,6 +368,13 @@
 #### Platform Engineering
 
   - **(2021)** [thenewstack.io: Otomi Container Platform Offers an Integrated Kubernetes Bundle](https://thenewstack.io/otomi-container-platform-offers-an-integrated-kubernetes-bundle) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Product overview of Otomi, which bundles ingress, security benchmarks, network policies, monitoring tools, and service mesh components into a unified, installable suite for Kubernetes.
+## Cloud Native and Kubernetes
+
+### Monitoring and Observability
+
+#### Network Observability
+
+  - **(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) [KQL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Unveiling advanced network observability features for AKS clusters, utilizing eBPF to capture kernel-level network telemetry. It provides deep visibility into pod-to-pod and egress traffic flow, packet drops, DNS resolution latencies, and TCP connection stats. This low-overhead monitoring is essential for debugging transient network issues inside microservices environments.
 ## Cloud Providers
 
 ### AWS EKS (1)
@@ -306,7 +441,7 @@
 ##### Kubeflow Storage
 
   - **(2022)** [aws.amazon.com: Machine Learning with Kubeflow on Amazon EKS with Amazon EFS](https://aws.amazon.com/blogs/storage/machine-learning-with-kubeflow-on-amazon-eks-with-amazon-efs) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Illustrates the reference architecture for scaling distributed machine learning workloads using Kubeflow on Amazon EKS backed by AWS EFS. Addresses shared-storage patterns crucial for training datasets, model checkpoints, and collaborative Jupyter notebooks.
-#### Monitoring and Observability
+#### Monitoring and Observability (1)
 
 ##### API Server Diagnostics
 
@@ -355,11 +490,6 @@
 ##### Persistent Volumes
 
   - **(2021)** [aws.amazon.com: Persistent storage for Kubernetes](https://aws.amazon.com/blogs/storage/persistent-storage-for-kubernetes) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” A comprehensive architectural assessment of persistent storage paradigms in AWS-hosted Kubernetes. Contrasts EBS, EFS, and FSx for Lustre, outlining optimal use cases, performance characteristics, and mounting protocols across containerized applications.
-### Azure
-
-#### Networking (3)
-
-  - **(2024)** [docs.microsoft.com: Use dual-stack (IPv4 and IPv6) kubenet networking in Azure Kubernetes Service (AKS) (Preview)](https://learn.microsoft.com/en-us/azure/aks/configure-dual-stack) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Official guidelines detailing dual-stack (IPv4/IPv6) kubenet cluster creation on AKS. Outlines address planning, routing considerations, and target egress traffic controls. Essential pattern for bypassing IPv4 address exhaustion constraints in large enterprises.
 ### Azure Kubernetes Service AKS
 
 #### API Gateway
@@ -488,7 +618,7 @@
 ##### App Containerization
 
   - **(2021)** [techcommunity.microsoft.com: Containerize and migrate applications to AKS with the Azure Migrate’s new App Containerization tool](https://techcommunity.microsoft.com/blog/azuremigrationblog/containerize-and-migrate-applications-to-aks-with-the-azure-migrate%e2%80%99s-new-app-co/2178551) [N/A CONTENT]  [LEGACY] β€” Introduces Microsoft's built-in App Containerization tool to streamline migrating legacy ASP.NET and Java web servers into AKS-compatible containerized deployments.
-#### Networking (4)
+#### Networking (3)
 
 ##### Azure CNI
 
@@ -588,6 +718,18 @@
 #### 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 (5)
@@ -597,6 +739,11 @@
   - **(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.
 ## 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
 
 #### Azure Stack Hub
@@ -673,13 +820,6 @@
 ##### Jenkins
 
   - **(2022)** [youtube: Create a Jenkins Pipeline on Kubernetes with CI/CD Pipeline Template in KubeSphere](https://www.youtube.com/watch?v=MU5LdM83x9s&t=40s&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).
-## Kubernetes Networking
-
-### Multi-Cluster
-
-#### Load Balancing
-
-  - **(2021)** [**blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE**](https://www.doit.com/blog) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Curator Insight targets global high-availability traffic setups. Live Grounding explains GKE Multi-Cluster Ingress (MCI) and Multi-Cluster Gateway architectures. Extremely helpful for architects designing resilient global multi-region applications.
 ## Multi-Cloud Management
 
 ### Platform Engineering (1)
@@ -789,6 +929,20 @@
 #### 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.
+## Resilience
+
+### Chaos Engineering (1)
+
+#### Cloud Architecture
+
+  - **(2021)** [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A technical walkthrough demonstrating how to orchestrate chaos experiments on Amazon EKS using AWS Fault Injection Simulator (FIS). Highlights configuring managed cluster actions to trigger node terminations, API failures, and container termination within isolated namespaces.
+## Security (2)
+
+### Cloud Security
+
+#### EKS Hardening
+
+  - **(2024)** [Amazon EKS Best Practices Guide for Security 🌟](https://aws.github.io/aws-eks-best-practices) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The definitive enterprise guide for hardening EKS clusters against cloud-native threats. It covers network segregation, IAM roles for service accounts (IRSA), secrets encryption, and runtime defense. This is a foundational checklist for any platform engineering team running on AWS.
 ## Security and Governance
 
 ### Access and Identity
@@ -865,5 +1019,5 @@
   - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
 
diff --git a/v2-docs/matrix-table.md b/v2-docs/matrix-table.md
index ca2925af..c9cca184 100644
--- a/v2-docs/matrix-table.md
+++ b/v2-docs/matrix-table.md
@@ -40,7 +40,10 @@
 
 ### General Reference
 
-  - [**Rancher 2 RKE**](https://www.rancher.com/products/secure-kubernetes-distribution)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.rancher.com in the Kubernetes Tools ecosystem.
+  - [Linode Kubernetes Engine (LKE)](https://www.linode.com/products/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Linode Kubernetes Engine (LKE) in the Kubernetes Tools ecosystem.
+  - [napo.io: Kubernetes The (real) Hard Way on AWS](https://napo.io/posts/kubernetes-the-real-hard-way-on-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering napo.io: Kubernetes The (real) Hard Way on AWS in the Kubernetes Tools ecosystem.
+  - [**VMware Kubernetes Tanzu**](https://cloud.vmware.com/tanzu)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **VMware Kubernetes Tanzu** in the Kubernetes Tools ecosystem.
+  - [Pharos 🌟](https://k8spharos.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Pharos 🌟 in the Kubernetes Tools ecosystem.
 ## Local Development
 
 ### Kubernetes Environments
@@ -60,6 +63,13 @@
 #### 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#gid=907731238) [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
@@ -95,5 +105,5 @@
   - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/maven-gradle.md b/v2-docs/maven-gradle.md
index eaf81713..4e4495ac 100644
--- a/v2-docs/maven-gradle.md
+++ b/v2-docs/maven-gradle.md
@@ -9,18 +9,28 @@
 
 #### General Reference
 
+  - [Create the scaffolding for your microservice](http://fuse.labs.osecloud.com/fuse/creating-a-microservices-project-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fuse.labs.osecloud.com in the Kubernetes Tools ecosystem.
+  - [Wikipedia.org: Apache Maven](https://en.wikipedia.org/wiki/Apache_Maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: Apache Maven in the Kubernetes Tools ecosystem.
   - [Dzone.com: Creating a Maven Archetype](https://dzone.com/articles/create-maven-archetype-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Creating a Maven Archetype in the Kubernetes Tools ecosystem.
+  - [Dzone refcard: Apache Maven 2](https://dzone.com/asset/download/212)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Apache Maven 2 in the Kubernetes Tools ecosystem.
+  - [Dzone refcard: Getting Started with Maven Repository Management](https://dzone.com/asset/download/223)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Getting Started with Maven Repository Management in the Kubernetes Tools ecosystem.
   - [Dzone: Installing Maven With Your JDK](https://dzone.com/articles/installing-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Installing Maven With Your JDK in the Kubernetes Tools ecosystem.
   - [Dzone: 10 Effective Tips on Using Maven](https://dzone.com/articles/10-effective-tips-on-using-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 10 Effective Tips on Using Maven in the Kubernetes Tools ecosystem.
   - [Dzone: Building Java Applications With Maven](https://dzone.com/articles/building-java-applications-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Building Java Applications With Maven in the Kubernetes Tools ecosystem.
   - [Dzone: 7 Tips to Achieve High-Availability(HA) For Your Maven Repository](https://dzone.com/articles/7-tips-to-achieve-high-availabilityha-for-your-mav-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 7 Tips to Achieve High-Availability(HA) For Your Maven Repository in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Remove Duplicate Dependencies with Maven](https://www.baeldung.com/maven-duplicate-dependencies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Remove Duplicate Dependencies with Maven in the Kubernetes Tools ecosystem.
+  - [programmer.ink: Maven scaffolding best practices](https://programmer.ink/think/maven-scaffolding-best-practices.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering programmer.ink: Maven scaffolding best practices in the Kubernetes Tools ecosystem.
   - [Dzone: Maven Skipping Tests](https://dzone.com/articles/maven-skipping-tests)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Maven Skipping Tests in the Kubernetes Tools ecosystem.
   - [Dzone: Integration Tests with Maven](https://dzone.com/articles/integration-tests-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Integration Tests with Maven in the Kubernetes Tools ecosystem.
   - [Dzone.com: Running Cucumber with Maven](https://dzone.com/articles/running-cucumber-with-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Running Cucumber with Maven in the Kubernetes Tools ecosystem.
   - [Dzone.com: Solving Dependency conflicts in maven](https://dzone.com/articles/solving-dependency-conflicts-in-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Solving Dependency conflicts in maven in the Kubernetes Tools ecosystem.
   - [Dzone: Meet the Docker Maven Plugin!](https://dzone.com/articles/meet-the-docker-maven-plugin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Meet the Docker Maven Plugin! in the Kubernetes Tools ecosystem.
+  - [medium.com: InstalaciΓ³n de Java y Visual Studio Code en plataformas Windows](https://medium.com/habasconchocos/instalaci%C3%B3n-de-java-y-visual-studio-code-en-plataformas-windows-1fa47a69497f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: InstalaciΓ³n de Java y Visual Studio Code en plataformas Windows in the Kubernetes Tools ecosystem.
   - [Dzone: Maven IntelliJ Idea Project](https://dzone.com/articles/importing-a-maven-project-in-intellij-idea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Maven IntelliJ Idea Project in the Kubernetes Tools ecosystem.
+  - [javaspringvaadin.wordpress.com: Crea un Proyecto Maven desde el IDE IntelliJ' IDEA](https://javaspringvaadin.wordpress.com/2018/05/22/mavenintellijidea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javaspringvaadin.wordpress.com: Crea un Proyecto Maven desde el IDE IntelliJ' IDEA in the Kubernetes Tools ecosystem.
   - [Dzone: build a java app with gradle](https://dzone.com/articles/build-a-java-app-with-gradle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: build a java app with gradle in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Kotlin DSL for Gradle](https://www.baeldung.com/kotlin/gradle-dsl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Kotlin DSL for Gradle in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Convert a Maven Build to Gradle](https://www.baeldung.com/maven-convert-to-gradle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Convert a Maven Build to Gradle in the Kubernetes Tools ecosystem.
 ## Build Systems
 
 ### JVM Ecosystem
@@ -126,14 +136,7 @@
 #### VS Code Java
 
   - **(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.
-## Security
-
-### Confidential Computing
-
-#### Enclaves
-
-  - **(2022)** [programmer.ink: Maven scaffolding best practices](https://enclaver.io/docs/0.x/getting-started) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight points to Enclaver's getting started guides. Live Grounding explains how Enclaver packages OCI containers into highly secure, isolated enclave images (e.g., AWS Nitro Enclaves). It provides a concrete bridge between container delivery and confidential computing.
 
 ---
-πŸ’‘ **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/message-queue.md b/v2-docs/message-queue.md
index 1802bc35..0676ff12 100644
--- a/v2-docs/message-queue.md
+++ b/v2-docs/message-queue.md
@@ -3,39 +3,118 @@
 !!! info "Architectural Context"
     Detailed reference for Cloud Based Integration & Messaging. Data Processing & Streaming (aka Data Pipeline). Open Data Hub in the context of Data & Advanced Analytics.
 
-## Application Architecture
-
-### Enterprise Integration
-
-#### iPaaS
-
-  - **(2021)** [blog.axway.com: What is iPaaS?](https://blog.axway.com/learning-center/apis/api-management/whats-ipaas) 🌟🌟 [LEGACY] β€” Curator Insight defines Integration Platform as a Service (iPaaS). Live Grounding details how iPaaS orchestrates workflows across cloud and on-premises environments, acting as a high-density hub for enterprise integration. Crucial for understanding legacy modernization routes.
-### Microservices
-
-#### Event-Driven
-
-  - **(2018)** [developer.com: An Introduction to Event Driven Microservices](https://dzone.com/articles/event-driven-microservices-1) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight reviews async architectural decoupling. Live Grounding defines event state tracking, message brokers, and transactional outbox patterns. It acts as a clear reference guide for moving away from brittle synchronous HTTP calls.
 ## Architectural Foundations
 
 ### Kubernetes Tools
 
 #### General Reference
 
-  - [**Red Hat AMQ overview**](https://developers.redhat.com/products/streams-for-apache-kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
+  - [Redpanda is now Free & Source Available](https://www.redpanda.com/blog/open-source)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redpanda.com in the Kubernetes Tools ecosystem.
+  - [Orchestration Made Easy with Zeebe and Kafka](https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softobiz.com in the Kubernetes Tools ecosystem.
+  - [Banzai Cloud 🌟](https://banzaicloud.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Banzai Cloud 🌟 in the Kubernetes Tools ecosystem.
+  - [Wikipedia: Message Broker](https://en.wikipedia.org/wiki/Message_broker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Message Broker in the Kubernetes Tools ecosystem.
+  - [Wikipedia: Event-driven messaging](https://en.wikipedia.org/wiki/Event-driven_messaging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Event-driven messaging in the Kubernetes Tools ecosystem.
+  - [Wikipedia: Streaming Data](https://en.wikipedia.org/wiki/Streaming_data)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Streaming Data in the Kubernetes Tools ecosystem.
   - [dzone: Event-Driven Architecture as a Strategy](https://dzone.com/articles/event-driven-architecture-as-a-strategy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Event-Driven Architecture as a Strategy in the Kubernetes Tools ecosystem.
+  - [wikipedia: Enterprise service bus](https://en.wikipedia.org/wiki/Enterprise_service_bus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Enterprise service bus in the Kubernetes Tools ecosystem.
   - [cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud' Environment](https://www.cncf.io/blog/2020/11/03/the-need-for-kubernetes-native-messaging-platform-in-hybrid-cloud-environment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud' Environment in the Kubernetes Tools ecosystem.
+  - [wiprodigital.com: A Guide to Enterprise Event-Driven Architecture](https://wiprodigital.com/2020/11/10/a-guide-to-enterprise-event-driven-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wiprodigital.com: A Guide to Enterprise Event-Driven Architecture in the Kubernetes Tools ecosystem.
+  - [medium: Introduction to Event-Driven Architecture 🌟](https://medium.com/microservicegeeks/introduction-to-event-driven-architecture-e94ef442d824)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Introduction to Event-Driven Architecture 🌟 in the Kubernetes Tools ecosystem.
+  - [sebalopezz.medium.com: Monolith to Microservices + Event-Driven Architecture' 🌟](https://sebalopezz.medium.com/monolith-to-microservices-event-driven-architecture-ff4284bf4ecf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sebalopezz.medium.com: Monolith to Microservices + Event-Driven Architecture' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Introduction to Message Queues 🌟](https://medium.com/hookdeck/introduction-to-message-queues-20d00373cc1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Introduction to Message Queues 🌟 in the Kubernetes Tools ecosystem.
+  - [headspring.com: Is Kafka or RabbitMQ the right messaging tool for you?](https://headspring.com/2019/07/09/kafka-or-rabbitmq-messaging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering headspring.com: Is Kafka or RabbitMQ the right messaging tool for you? in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Pub-Sub vs. Message Queues 🌟](https://www.baeldung.com/pub-sub-vs-message-queues)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Pub-Sub vs. Message Queues 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Monolithic to Microservices Architecture with Patterns & Best' Practices 🌟](https://medium.com/design-microservices-architecture-with-patterns/monolithic-to-microservices-architecture-with-patterns-best-practices-a768272797b2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Monolithic to Microservices Architecture with Patterns & Best' Practices== 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: RESTful Applications in An Event-Driven Architecture](https://dzone.com/articles/restful-applications-in-an-event-driven-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: RESTful Applications in An Event-Driven Architecture in the Kubernetes Tools ecosystem.
+  - [jinwookim928.medium.com: Why Not Event Driven Architecture?](https://jinwookim928.medium.com/intro-to-event-driven-architecture-79914e5969d7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jinwookim928.medium.com: Why Not Event Driven Architecture? in the Kubernetes Tools ecosystem.
+  - [blog.direktiv.io: Event driven orchestration with Knative (part 1)](https://blog.direktiv.io/event-driven-orchestration-with-knative-part-1-fbdcc0e2ea03)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.direktiv.io: Event driven orchestration with Knative (part 1) in the Kubernetes Tools ecosystem.
+  - [blog.direktiv.io: Redefining event-driven orchestration for automation &' applications](https://blog.direktiv.io/redefining-event-driven-orchestration-for-automation-applications-ec07d79f21c0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.direktiv.io: Redefining event-driven orchestration for automation &' applications in the Kubernetes Tools ecosystem.
+  - [pub.towardsai.net: Deep Dive into Event-Driven architecture | Gul Ershad](https://pub.towardsai.net/software-engineering-baa4e7a8015c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Deep Dive into Event-Driven architecture | Gul Ershad in the Kubernetes Tools ecosystem.
+  - [developer.com: An Introduction to Event Driven Microservices](https://www.developer.com/design/event-driven-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developer.com: An Introduction to Event Driven Microservices in the Kubernetes Tools ecosystem.
   - [dzone.com: What Are Microservices and The Event Aggregator Pattern? 🌟](https://dzone.com/articles/microservices-and-the-event-aggregator-pattern)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: What Are Microservices and The Event Aggregator Pattern? 🌟 in the Kubernetes Tools ecosystem.
+  - [irfanyusanif.medium.com: Best practices to communicate between microservices](https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed68a99a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering irfanyusanif.medium.com: Best practices to communicate between microservices in the Kubernetes Tools ecosystem.
+  - [swapnil-chougule.medium.com: Rapid Feature Engineering through SQL](https://swapnil-chougule.medium.com/rapid-feature-engineering-through-sql-a92b0926683d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swapnil-chougule.medium.com: Rapid Feature Engineering through SQL in the Kubernetes Tools ecosystem.
+  - [blog.twitter.com: Processing billions of events in real time at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2021/processing-billions-of-events-in-real-time-at-twitter-)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.twitter.com: Processing billions of events in real time at Twitter== in the Kubernetes Tools ecosystem.
+  - [medium.com/tinyclues-vision: 4 Design Principles for Robust Data Pipelines](https://medium.com/tinyclues-vision/4-design-principles-for-robust-data-pipelines-5bbd40de4a43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/tinyclues-vision: 4 Design Principles for Robust Data Pipelines in the Kubernetes Tools ecosystem.
+  - [medium.com/fiverr-engineering: How to Share Data Between Microservices on' High Scale](https://medium.com/fiverr-engineering/how-to-share-data-between-microservices-on-high-scale-ab2bc663898d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/fiverr-engineering: How to Share Data Between Microservices on' High Scale in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: Microservices Communication β€” Queues Topics and Streams](https://medium.com/codex/microservices-communication-queues-topics-and-streams-597664d4b786)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: Microservices Communication β€” Queues Topics and Streams in the Kubernetes Tools ecosystem.
+  - [emirayhan.medium.com: What is the difference Message Queue and Message' Bus? 🌟](https://emirayhan.medium.com/what-is-the-difference-message-queue-and-message-bus-7f2e2867eff6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==emirayhan.medium.com: What is the difference Message Queue and Message' Bus?== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/event-driven-utopia: Comparing Stateful Stream Processing and' Streaming Databases](https://medium.com/event-driven-utopia/comparing-stateful-stream-processing-and-streaming-databases-c8c670f3f4bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/event-driven-utopia: Comparing Stateful Stream Processing and' Streaming Databases in the Kubernetes Tools ecosystem.
   - [dzone: Resilient MultiCloud Messaging](https://dzone.com/articles/messaging-for-multicloud-resilience)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Resilient MultiCloud Messaging in the Kubernetes Tools ecosystem.
+  - [juhache.substack.com: From Data Engineer to YAML Engineer](https://juhache.substack.com/p/from-data-engineer-to-yaml-engineer-ed2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering juhache.substack.com: From Data Engineer to YAML Engineer in the Kubernetes Tools ecosystem.
+  - [medium.com/dev-jam: TIBCO Business Works vs. Apache Camel β€” A short Comparison' 🌟](https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dev-jam: TIBCO Business Works vs. Apache Camel β€” A short Comparison' 🌟 in the Kubernetes Tools ecosystem.
   - [Dzone: Introduction to Message Brokers. Part 1: Apache Kafka vs. RabbitMQ](https://dzone.com/articles/introduction-to-message-brokers-part-1-apache-kafk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Introduction to Message Brokers. Part 1: Apache Kafka vs. RabbitMQ in the Kubernetes Tools ecosystem.
   - [Dzone: Introduction to Message Brokers. Part 2: ActiveMQ vs. Redis Pub/Sub](https://dzone.com/articles/introduction-to-message-brokers-part-2-activemq-vs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Introduction to Message Brokers. Part 2: ActiveMQ vs. Redis Pub/Sub in the Kubernetes Tools ecosystem.
+  - [medium.com: **RabbitMQ vs. Kafka**](https://medium.com/better-programming/rabbitmq-vs-kafka-1ef22a041793)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: **RabbitMQ vs. Kafka** in the Kubernetes Tools ecosystem.
+  - [medium.com/@paolo.gazzola: How to deploy a high available and fault tolerant' RabbitMQ service in an on-premise Kubernetes multi-node cluster environment](https://medium.com/@paolo.gazzola/deploy-a-rabbitmq-cluster-in-an-on-premise-kubernetes-multi-node-cluster-enviroment-5dd71d84dafc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@paolo.gazzola: How to deploy a high available and fault tolerant' RabbitMQ service in an on-premise Kubernetes multi-node cluster environment in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: The Perfect Message Queue Solution Based on the Redis' Stream Type](https://betterprogramming.pub/the-perfect-message-queue-solution-based-on-the-redis-stream-type-ccf273554178)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Perfect Message Queue Solution Based on the Redis' Stream Type in the Kubernetes Tools ecosystem.
+  - [Quora.com: What's the difference between Apache Camel and Kafka?](https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Quora.com: What's the difference between Apache Camel and Kafka? in the Kubernetes Tools ecosystem.
   - [dzone: Hybrid multi-cloud event mesh architectural design](https://dzone.com/articles/building-a-hybrid-multi-cloud-event-mesh-demo-with)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Hybrid multi-cloud event mesh architectural design in the Kubernetes Tools ecosystem.
   - [dzone: KubeMQ: A Modern Alternative to Kafka](https://dzone.com/articles/seamless-migration-from-kafka-to-kubemq)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: KubeMQ: A Modern Alternative to Kafka in the Kubernetes Tools ecosystem.
+  - [Wikipedia: Cloud Based Integration (iPaaS)](https://en.wikipedia.org/wiki/Cloud-based_integration)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Cloud Based Integration (iPaaS) in the Kubernetes Tools ecosystem.
+  - [blog.axway.com: What is iPaaS?](https://blog.axway.com/hybrid-integration/whats-ipaas)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.axway.com: What is iPaaS? in the Kubernetes Tools ecosystem.
+  - [A good explanation of how to avoid distributed transactions using outbox' pattern: Transaction Log Tailing With Debezium](https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-aeb968d72220)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering A good explanation of how to avoid distributed transactions using outbox' pattern: Transaction Log Tailing With Debezium in the Kubernetes Tools ecosystem.
+  - [medium.com: Stream Your Database into Kafka with Debezium](https://medium.com/comsystoreply/stream-your-database-into-kafka-with-debezium-a94b2f649664)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Stream Your Database into Kafka with Debezium in the Kubernetes Tools ecosystem.
+  - [medium: Change Data Capture β€” Using Debezium](https://medium.com/geekculture/change-data-capture-using-debezium-ec48631d643a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Change Data Capture β€” Using Debezium in the Kubernetes Tools ecosystem.
+  - [pradeepdaniel.medium.com: Creating an ETL data pipeline to sync data to' Snowflake using Kafka and Debezium](https://pradeepdaniel.medium.com/real-time-change-data-replication-to-snowflake-using-kafka-and-debezium-d6ebb0d4eb29)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pradeepdaniel.medium.com: Creating an ETL data pipeline to sync data to' Snowflake using Kafka and Debezium in the Kubernetes Tools ecosystem.
+  - [medium: A Visual Introduction to Debezium 🌟](https://medium.com/event-driven-utopia/a-visual-introduction-to-debezium-32563e23c6b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Visual Introduction to Debezium 🌟 in the Kubernetes Tools ecosystem.
   - [satishchandragupta.com: Scalable Efficient Big Data Pipeline Architecture](https://www.satishchandragupta.com/tech/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering satishchandragupta.com: Scalable Efficient Big Data Pipeline Architecture in the Kubernetes Tools ecosystem.
+  - [medium: Logs & Offsets: (Near) Real Time ELT with Apache Kafka + Snowflake](https://medium.com/convoy-tech/logs-offsets-near-real-time-elt-with-apache-kafka-snowflake-473da1e4d776)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Logs & Offsets: (Near) Real Time ELT with Apache Kafka + Snowflake in the Kubernetes Tools ecosystem.
+  - [medium: Apache Kafka Startup Guide: System Design Architectures: Notification' System, Web Activity Tracker, ELT Pipeline, Storage System 🌟](https://medium.com/swlh/apache-kafka-startup-guide-system-design-architectures-notification-system-web-activity-tracker-6dcaf0cf8a7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Apache Kafka Startup Guide: System Design Architectures: Notification' System, Web Activity Tracker, ELT Pipeline, Storage System 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Getting Started With Kafka on OpenShift](https://medium.com/swlh/getting-started-with-kafka-on-openshift-c44c0fdec384)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Getting Started With Kafka on OpenShift in the Kubernetes Tools ecosystem.
+  - [banzaicloud.com: Kafka Schema Registry on Kubernetes the declarative way](https://banzaicloud.com/blog/kafka-schemareg)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Kafka Schema Registry on Kubernetes the declarative way in the Kubernetes Tools ecosystem.
+  - [banzaicloud.com: Bulletproof Kafka, and the tale of an Amazon outage](https://banzaicloud.com/blog/supertubes-focal)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Bulletproof Kafka, and the tale of an Amazon outage in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Kafka for Engineers 🌟](https://levelup.gitconnected.com/kafka-for-engineers-975feaea6067)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Kafka for Engineers 🌟 in the Kubernetes Tools ecosystem.
+  - [banzaicloud.com: Kafka on Kubernetes - using etcd 🌟](https://banzaicloud.com/blog/kafka-on-etcd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Kafka on Kubernetes - using etcd 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Processing guarantees in Kafka](https://medium.com/@andy.bryant/processing-guarantees-in-kafka-12dd2e30be0e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Processing guarantees in Kafka in the Kubernetes Tools ecosystem.
+  - [medium: How Pinterest runs Kafka at scale](https://medium.com/pinterest-engineering/how-pinterest-runs-kafka-at-scale-ff9c6f735be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How Pinterest runs Kafka at scale in the Kubernetes Tools ecosystem.
+  - [medium: Google Pub/Sub Lite for Kafka Users](https://medium.com/google-cloud/google-pub-sub-lite-for-kafka-users-dec8a7cfc5e5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Google Pub/Sub Lite for Kafka Users in the Kubernetes Tools ecosystem.
+  - [medium: 4 Microservices Caching Patterns at Wix](https://medium.com/wix-engineering/4-microservices-caching-patterns-at-wix-b4dfee1ae22f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: 4 Microservices Caching Patterns at Wix in the Kubernetes Tools ecosystem.
+  - [medium: Microservices in Rust with Kafka](https://medium.com/digitalfrontiers/microservices-in-rust-with-kafka-2b671295b24e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Microservices in Rust with Kafka in the Kubernetes Tools ecosystem.
+  - [medium: Apache Kafka in a Nutshell 🌟](https://medium.com/swlh/apache-kafka-in-a-nutshell-5782b01d9ffb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Apache Kafka in a Nutshell 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Solutions to Communication Problems in Microservices using Apache' Kafka and Kafka Lens](https://medium.com/@harmonh/solutions-to-communication-problems-in-microservices-using-apache-kafka-and-kafka-lens-9b6d453de352)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Solutions to Communication Problems in Microservices using Apache' Kafka and Kafka Lens in the Kubernetes Tools ecosystem.
   - [dzone.com: Microservices, Event-Driven Architecture and Kafka 🌟](https://dzone.com/articles/microservices-event-driven-architecture-and-kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: Microservices, Event-Driven Architecture and Kafka 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Understanding Kafka Topic Partitions](https://medium.com/event-driven-utopia/understanding-kafka-topic-partitions-ae40f80552e8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Understanding Kafka Topic Partitions in the Kubernetes Tools ecosystem.
+  - [instaclustr.com: Apache Kafka Architecture: A Complete Guide 🌟](https://www.instaclustr.com/apache-kafka-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering instaclustr.com: Apache Kafka Architecture: A Complete Guide 🌟 in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: Getting started with Red Hat OpenShift Streams for' Apache Kafka](https://developers.redhat.com/articles/2021/07/07/getting-started-red-hat-openshift-streams-apache-kafka)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Getting started with Red Hat OpenShift Streams for' Apache Kafka in the Kubernetes Tools ecosystem.
+  - [baeldung.com: List Active Brokers in a Kafka Cluster Using Shell Commands' 🌟](https://www.baeldung.com/ops/kafka-list-active-brokers-in-cluster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: List Active Brokers in a Kafka Cluster Using Shell Commands' 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: Next-Gen Data Pipes With Spark, Kafka and k8s 🌟](https://dzone.com/articles/next-gen-data-pipes-with-spark-kafka-and-k8s)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Next-Gen Data Pipes With Spark, Kafka and k8s 🌟 in the Kubernetes Tools ecosystem.
+  - [cloudhut.dev: Running Apache Kafka on Kubernetes successfully](https://cloudhut.dev/blog/2021-06-24-running-kafka-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloudhut.dev: Running Apache Kafka on Kubernetes successfully in the Kubernetes Tools ecosystem.
+  - [medium: Running Kafka in Kubernetes, Part 1: Why we migrated our Kafka clusters' to Kubernetes](https://medium.com/transferwise-engineering/running-kafka-in-kubernetes-part-1-why-we-migrated-our-kafka-clusters-to-kubernetes-722101a2e751)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Running Kafka in Kubernetes, Part 1: Why we migrated our Kafka clusters' to Kubernetes in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Handle Duplicate Messages and Message Ordering' in Kafka](https://betterprogramming.pub/how-to-handle-duplicate-messages-and-message-ordering-in-kafka-82e2fef82025)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Handle Duplicate Messages and Message Ordering' in Kafka in the Kubernetes Tools ecosystem.
+  - [medium: Optimizing Kafka Streams Apps on Kubernetes by Splitting Topologies](https://medium.com/bakdata/optimizing-kafka-streams-apps-on-kubernetes-by-splitting-topologies-ac6b4c90516e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Optimizing Kafka Streams Apps on Kubernetes by Splitting Topologies in the Kubernetes Tools ecosystem.
+  - [inder-devops.medium.com: Kafka- Best practices & Lessons Learned | By Inder](https://inder-devops.medium.com/kafka-best-practices-lessons-learned-by-inder-431dc5fafd3b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inder-devops.medium.com: Kafka- Best practices & Lessons Learned | By Inder in the Kubernetes Tools ecosystem.
+  - [blog.workwell.io: How to manage your Kafka consumers from the producer](https://blog.workwell.io/how-to-manage-your-kafka-consumers-from-the-producer-9933b88085dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.workwell.io: How to manage your Kafka consumers from the producer in the Kubernetes Tools ecosystem.
+  - [adam-kotwasinski.medium.com: Kafka mesh filter in Envoy](https://adam-kotwasinski.medium.com/kafka-mesh-filter-in-envoy-a70b3aefcdef)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adam-kotwasinski.medium.com: Kafka mesh filter in Envoy in the Kubernetes Tools ecosystem.
+  - [medium.com/airwallex-engineering: Kafka Streams: Iterative Development and' Blue-Green Deployment](https://medium.com/airwallex-engineering/kafka-streams-iterative-development-and-blue-green-deployment-fae88b26e75e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/airwallex-engineering: Kafka Streams: Iterative Development and' Blue-Green Deployment in the Kubernetes Tools ecosystem.
+  - [medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache' Kafka](https://medium.com/udemy-engineering/introducing-hot-and-cold-retries-on-apache-kafka-f2f23595627b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache' Kafka in the Kubernetes Tools ecosystem.
+  - [medium.com/dna-technology: Why we dropped event sourcing with Kafka Streams' when given a second chance](https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-streams-when-given-a-second-chance-b904a80bc4be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dna-technology: Why we dropped event sourcing with Kafka Streams' when given a second chance in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Everything You Need To Know About Kafka 🌟](https://betterprogramming.pub/everything-you-need-to-know-about-kafka-a83e2456d14c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Everything You Need To Know About Kafka 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.developer.adobe.com: Exploring Kafka Producer’s Internals 🌟](https://blog.developer.adobe.com/exploring-kafka-producers-internals-37411b647d0f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.developer.adobe.com: Exploring Kafka Producer’s Internals 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/altitudehq: Kafka retries and maintaining the order of retry' events 🌟](https://medium.com/altitudehq/kafka-retries-and-maintain-order-of-retry-events-313482044351)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/altitudehq: Kafka retries and maintaining the order of retry' events 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/cloudnesil: Kafka Streams State Store at Scale](https://medium.com/cloudnesil/kafka-streams-state-store-at-scale-390d9717b42a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloudnesil: Kafka Streams State Store at Scale in the Kubernetes Tools ecosystem.
+  - [towardsdev.com: Performance Testing Your Kubernetes Kafka Cluster](https://towardsdev.com/performance-testing-your-kubernetes-kafka-cluster-95f6e7d8dfc5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsdev.com: Performance Testing Your Kubernetes Kafka Cluster in the Kubernetes Tools ecosystem.
+  - [medium.com/@hardiktaneja_99752: Lessons after running Kafka in production' 🌟](https://medium.com/@hardiktaneja_99752/lessons-after-running-kafka-in-production-626974ffd700)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@hardiktaneja_99752: Lessons after running Kafka in production==' 🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Monitoring Kafka Applications β€” Implementing Healthchecks' and Tracking Lag](https://betterprogramming.pub/monitoring-kafkaapplications-implementing-healthchecks-and-tracking-lag-3976cc6f00d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Monitoring Kafka Applications β€” Implementing Healthchecks' and Tracking Lag== in the Kubernetes Tools ecosystem.
+  - [blog.datumo.io: Setting up Kafka on Kubernetes - an easy way](https://blog.datumo.io/setting-up-kafka-on-kubernetes-an-easy-way-26ae150b9ca8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.datumo.io: Setting up Kafka on Kubernetes - an easy way in the Kubernetes Tools ecosystem.
+  - [medium.com/wix-engineering: Troubleshooting Kafka for 2000 Microservices' at Wix](https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-at-wix-986ee382fd1e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/wix-engineering: Troubleshooting Kafka for 2000 Microservices' at Wix in the Kubernetes Tools ecosystem.
+  - [medium.com/@rramiz.rraza: Kafka metrics monitoring with Prometheus and Grafana' 🌟](https://medium.com/@rramiz.rraza/kafka-metrics-integration-with-prometheus-and-grafana-14fe318fbb8b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rramiz.rraza: Kafka metrics monitoring with Prometheus and Grafana' 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: Visualize your Apache Kafka Streams using the Quarkus Dev UI](https://dzone.com/articles/visualize-your-apache-kafka-streams-using-the-quar)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Visualize your Apache Kafka Streams using the Quarkus Dev UI in the Kubernetes Tools ecosystem.
+  - [medium: Mastering Apache Kafka on Kubernetes β€” Strimzi K8s operator](https://medium.com/hacking-talent/mastering-apache-kafka-on-kubernetes-strimzi-k8s-operator-2c1d21d7b89a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Mastering Apache Kafka on Kubernetes β€” Strimzi K8s operator in the Kubernetes Tools ecosystem.
+  - [medium.com/@ahmed.farhan: Kafka Setup in Kubernetes Using Strimzi K8s operator' β€” Part 2](https://medium.com/@ahmed.farhan/kafka-setup-in-kubernetes-using-strimzi-k8s-operator-part-2-1f67dbe5f14d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ahmed.farhan: Kafka Setup in Kubernetes Using Strimzi K8s operator' β€” Part 2 in the Kubernetes Tools ecosystem.
+  - [medium.com/adaltas: Operating Kafka in Kubernetes with Strimzi](https://medium.com/adaltas/operating-kafka-in-kubernetes-with-strimzi-84a281c6d964)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adaltas: Operating Kafka in Kubernetes with Strimzi in the Kubernetes Tools ecosystem.
+  - [The benefits of integrating Apache Kafka with Istio](https://banzaicloud.com/blog/kafka-on-istio-benefits)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The benefits of integrating Apache Kafka with Istio in the Kubernetes Tools ecosystem.
+  - [Hazelcast JET](https://jet-start.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hazelcast JET in the Kubernetes Tools ecosystem.
+  - [wikipedia: Workflow Engine](https://en.wikipedia.org/wiki/Workflow_engine)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Workflow Engine in the Kubernetes Tools ecosystem.
   - [dzone: Apache Airflow Architecture on OpenShift](https://dzone.com/articles/apache-airflow-architecture-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Apache Airflow Architecture on OpenShift in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Running Airflow Using Kubernetes Executor and Kubernetes' Pod Operator with Istio](https://betterprogramming.pub/running-airflow-using-kubernetes-executor-and-kubernetes-pod-operator-with-istio-d5aa7af16ef5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Running Airflow Using Kubernetes Executor and Kubernetes' Pod Operator with Istio in the Kubernetes Tools ecosystem.
+  - [dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?' 🌟](https://dataengineeringcentral.substack.com/p/why-is-everyone-trying-to-kill-airflow?sd=pf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dataengineeringcentral.substack.com: Why is everyone trying to kill Airflow?' 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Send information from Databricks to Airflow](https://blog.devgenius.io/send-information-from-databricks-to-airflow-810a7d49ff81)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Send information from Databricks to Airflow in the Kubernetes Tools ecosystem.
+  - [medium.com/apache-airflow: Passing Data Between Tasks with the KubernetesPodOperator' in Apache Airflow 🌟](https://medium.com/apache-airflow/passing-data-between-tasks-with-the-kubernetespodoperator-in-apache-airflow-7ae9e3e6675c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/apache-airflow: Passing Data Between Tasks with the KubernetesPodOperator' in Apache Airflow== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@piyush_74867: Apache Airflow on Kubernetes at scale β€” a peak' under the hood](https://medium.com/@piyush_74867/apache-airflow-on-kubernetes-at-scale-a-peak-under-the-hood-1eebb9b4769b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@piyush_74867: Apache Airflow on Kubernetes at scale β€” a peak' under the hood in the Kubernetes Tools ecosystem.
+  - [medium.com/@alfahreiza: Building an ELT Pipeline: From CSV to BigQuery using' dbt](https://medium.com/@alfahreiza/building-an-elt-pipeline-from-csv-to-bigquery-using-dbt-f6e3f30bfc9c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@alfahreiza: Building an ELT Pipeline: From CSV to BigQuery using' dbt in the Kubernetes Tools ecosystem.
+  - [medium.com/apache-airflow: What we learned after running Airflow on Kubernetes' for 2 years](https://medium.com/apache-airflow/what-we-learned-after-running-airflow-on-kubernetes-for-2-years-0537b157acfd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/apache-airflow: What we learned after running Airflow on Kubernetes' for 2 years in the Kubernetes Tools ecosystem.
+  - [**Red Hat AMQ overview**](https://developers.redhat.com/products/amq/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **Red Hat AMQ overview** in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Data Mesh
@@ -65,7 +144,7 @@
   - **(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] [GUIDE]  [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
 
-#### Event-Driven (1)
+#### 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] [GUIDE]  [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
@@ -99,9 +178,6 @@
 #### 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.
-#### Workload Management
-
-  - **(2021)** [K8s prevent queue worker Pod from being killed during deployment](https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” This operations guide details how to prevent queue-consuming pods from being killed mid-job during rolling deployments on Kubernetes. It explains how to coordinate preStop hooks and terminationGracePeriodSeconds configurations.
 ### PaaS
 
 #### Google Cloud
@@ -260,15 +336,6 @@
 #### Quarkus
 
   - **(2020)** [Build a data streaming pipeline using Kafka Streams and Quarkus](https://developers.redhat.com/blog/2020/09/28/build-a-data-streaming-pipeline-using-kafka-streams-and-quarkus) [JAVA CONTENT] [ADVANCED LEVEL] [GUIDE]  [COMMUNITY-TOOL] [GUIDE] β€” A hands-on implementation guide for building stream-processing applications using Quarkus and the Kafka Streams API. By leveraging GraalVM native compilation, developers can achieve fast startup times and tiny footprints for event-driven microservices.
-## Data Infrastructure
-
-### Event Streaming (2)
-
-#### Modern Alternatives
-
-##### Licensing
-
-  - **(2021)** [Redpanda is now Free & Source Available](https://www.redpanda.com/blog/bsl-source-available-license) 🌟🌟🌟 [COMMUNITY-TOOL] β€” The official blog post detailing Redpanda's pivot to the Business Source License (BSL). It provides a high-level corporate and architectural perspective regarding license changes and global open-source resource sustainability.
 ## Data Platform
 
 ### Data Pipelines (1)
@@ -291,7 +358,7 @@
 ##### Roadmap
 
   - **(2020)** [A development roadmap for Open Data Hub](https://developers.redhat.com/blog/2020/06/22/a-development-roadmap-for-open-data-hub) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This roadmap article discusses the technical evolution of the Open Data Hub platform. It reviews integration strategies for OpenShift Serverless (Knative) for dynamic scaling, advanced Triton and Seldon Core model serving architectures, and metadata tracking systems, transforming monolithic pipelines into resilient microservices.
-## Enterprise Integration (1)
+## Enterprise Integration
 
 ### Data Pipelines (2)
 
@@ -300,7 +367,7 @@
 ##### 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 (1)
+### iPaaS
 
 #### Architecture Concepts
 
@@ -313,16 +380,9 @@
 ##### Enterprise Integration Platform
 
   - **(2022)** [Mulesoft](https://www.mulesoft.com) [JAVA CONTENT] [ADVANCED LEVEL]  [LEGACY] β€” MuleSoft Anypoint Platform remains an enterprise industry standard for API integration and microservice orchestration. By utilizing its DataWeave engine, hybrid deployment architectures (including Runtime Fabric on Kubernetes), and secure API gateway patterns, it connects legacy platforms with modern cloud-native systems.
-## Event Streaming (3)
-
-### Apache Kafka (1)
-
-#### 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
 
-### Apache Kafka (2)
+### Apache Kafka (1)
 
 #### Architecture and KRaft
 
@@ -356,7 +416,7 @@
 #### Kubernetes Operators (2)
 
   - **(2021)** [strimzi.io: Kafka upgrade improvements](https://strimzi.io/blog/2021/07/05/upgrade-improvements) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reviews design optimization improvements designed by the Strimzi community to orchestrate zero-downtime rolling upgrades of Kafka clusters inside Kubernetes. Discusses partition balance validations and automated protocol adjustments executed by the operator.
-#### Learning Resources (1)
+#### Learning Resources
 
   - **(2022)** [conduktor.io/kafka: Learn Apache Kafka like never before](https://docs.conduktor.io/learn)  [COMMUNITY-TOOL] β€” Conduktor's centralized, highly visual learning playground for mastering Apache Kafka. Covers core distributed architectural structures, partition routing, message durability guarantees, and schema setups through structured modules.
   - **(2022)** [freecodecamp.org: The Apache Kafka Handbook – How to Get Started Using Kafka 🌟](https://www.freecodecamp.org/news/apache-kafka-handbook) [GUIDE]  [COMMUNITY-TOOL] [GUIDE] β€” An extensive fundamental handbook detailing the core anatomy of Apache Kafka. Explains topics, partitions, replication models, offsets, producer/consumer client configurations, and cluster admin scripts with hands-on code examples.
@@ -542,7 +602,7 @@
 ##### 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 (2)
+### Enterprise Integration (1)
 
 #### Apache Camel
 
@@ -648,7 +708,7 @@
 #### Tutorials (1)
 
   - **(2020)** [developers.redhat.com: Low-code microservices orchestration with Syndesis](https://developers.redhat.com/blog/2020/03/25/low-code-microservices-orchestration-with-syndesis) [N/A CONTENT] [GUIDE]  [COMMUNITY-TOOL] [GUIDE] β€” This architectural guide demonstrates how to construct and orchestrate low-code microservices integrations using the Syndesis platform on OpenShift. It highlights developer productivity pathways, showcasing visual data mapping and cloud-native connector deployments that bypass traditional integration boilerplate.
-## Microservices (1)
+## Microservices
 
 ### Cloud Native
 
@@ -670,7 +730,7 @@
 #### 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 (3)
+### Enterprise Integration (2)
 
 #### Event-Driven Architecture (2)
 
@@ -759,6 +819,13 @@
 ##### Couler
 
   - **(2023)** [**Couler**](https://github.com/couler-proj/couler) ⭐ 944 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Couler is an open-source Python SDK built to simplify programming native Kubernetes workflow engines like Argo or Tekton. It allows machine learning and data engineering teams to construct complex workflows via intuitive Python code instead of hand-writing endless YAML sheets.
+## Security (4)
+
+### Compliance
+
+#### CIS Benchmarks
+
+  - **(2024)** [ibm.com: CIS Benchmarks](https://www.ibm.com/topics) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The Center for Internet Security (CIS) Benchmarks provide globally recognized consensus-based best practices for securing IT systems, clouds, and Kubernetes environments. Organizations use these structured guidelines to validate and harden infrastructure configurations, ensuring compliance with strict security mandates through automated configuration auditors.
 ## Software Engineering
 
 ### Backend Development
@@ -770,5 +837,5 @@
   - **(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:** [Crunchydata](./crunchydata.md) | [Databases](./databases.md) | [Yaml](./yaml.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Databases](./databases.md) | [Crunchydata](./crunchydata.md)
 
diff --git a/v2-docs/mkdocs.md b/v2-docs/mkdocs.md
index a7a7aec7..328d1d56 100644
--- a/v2-docs/mkdocs.md
+++ b/v2-docs/mkdocs.md
@@ -97,6 +97,7 @@
 #### Markdown
 
   - **(2026)** [==Markdown Cheat Sheet 4==](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) ⭐ 60214 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [LEGACY] β€” One of the most starred and utilized Markdown references on GitHub. Curator Insight emphasizes its extreme offline utility. Live Grounding validates its legacy status as the primary standard for formatting across modern source code platforms.
+  - **(2026)** [markdownguide.org](https://www.markdownguide.org) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” The definitive platform-neutral guide to standard and extended Markdown syntax. Curator Insight praises its simplicity. Live Grounding proves its continued necessity as the absolute standard for project readme documentation.
 ## Software Engineering
 
 ### Documentation
@@ -106,5 +107,5 @@
   - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) [N/A CONTENT] [GUIDE] 🌟🌟🌟🌟 [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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/mlops.md b/v2-docs/mlops.md
index 10c9369e..b4a905b7 100644
--- a/v2-docs/mlops.md
+++ b/v2-docs/mlops.md
@@ -30,7 +30,44 @@
 #### General Reference
 
   - [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.
+  - [ravirajag.dev: MLOps Basics - Week 10: Summary](https://www.ravirajag.dev/blog/mlops-summary)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ravirajag.dev: MLOps Basics - Week 10: Summary in the Kubernetes Tools ecosystem.
+  - [medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications](https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/workday-engineering: Implementing a Fully Automated Sharding' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications in the Kubernetes Tools ecosystem.
+  - [medium.com/globant: Advantages of Deploying Machine Learning models with' Kubernetes 🌟](https://medium.com/globant/advantages-of-deploying-machine-learning-models-with-kubernetes-8454cc7c565e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/globant: Advantages of Deploying Machine Learning models with' Kubernetes== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/pythoneers: MLOps: Tool Stack Requirement in Machine Learning' Pipeline](https://medium.com/pythoneers/mlops-tool-stack-requirement-in-machine-learning-pipeline-474b39f09dfc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/pythoneers: MLOps: Tool Stack Requirement in Machine Learning' Pipeline in the Kubernetes Tools ecosystem.
+  - [medium.com/formaloo: How no-code platforms are democratizing data science' and software development 🌟](https://medium.com/formaloo/making-databases-as-easy-as-playing-with-legos-no-code-no-problem-ed41d4fde269)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/formaloo: How no-code platforms are democratizing data science' and software development 🌟 in the Kubernetes Tools ecosystem.
+  - [datarevenue.com: Airflow vs. Luigi vs. Argo vs. MLFlow vs. KubeFlow](https://www.datarevenue.com/en-blog/airflow-vs-luigi-vs-argo-vs-mlflow-vs-kubeflow)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering datarevenue.com: Airflow vs. Luigi vs. Argo vs. MLFlow vs. KubeFlow in the Kubernetes Tools ecosystem.
+  - [swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟](https://swirlai.substack.com/p/sai-08-request-response-model-deployment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swirlai.substack.com: SAI #08: Request-Response Model Deployment - The MLOps' Way, Spark - Executor Memory Structure and more... 🌟 in the Kubernetes Tools ecosystem.
+  - [openai.com: Scaling Kubernetes to 7,500 nodes 🌟](https://openai.com/research/scaling-kubernetes-to-7500-nodes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 nodes 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@study.uttam: Main Challenges of Machine Learning](https://medium.com/@study.uttam/main-challenges-of-machine-learning-eb06dffac3da)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@study.uttam: Main Challenges of Machine Learning in the Kubernetes Tools ecosystem.
+  - [medium.com/ai-hero: Streamlining Machine Learning Operations (MLOps) with' Kubernetes and Terraform](https://medium.com/ai-hero/streamlining-machine-learning-operations-with-kubernetes-and-terraform-41baad37998e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/ai-hero: Streamlining Machine Learning Operations (MLOps) with' Kubernetes and Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide](https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensive-101-practical-guide-c7de0b5ad011)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@karanshingde: Machine Learning in Productionβ€”β€ŠYour Comprehensive' 101 Practical Guide in the Kubernetes Tools ecosystem.
+  - [marvelousmlops.substack.com: CI/CD for MLOps on GitLab (part 1)](https://marvelousmlops.substack.com/p/cicd-for-mlops-on-gitlab-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: CI/CD for MLOps on GitLab (part 1) in the Kubernetes Tools ecosystem.
+  - [medium.com/aiguys: MLOps: Serving AI apps to million users](https://medium.com/aiguys/mlops-serving-ai-to-million-users-c77ed718b7ed)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/aiguys: MLOps: Serving AI apps to million users in the Kubernetes Tools ecosystem.
+  - [marvelousmlops.substack.com: How to sell MLOps in large Organizations](https://marvelousmlops.substack.com/p/how-to-sell-mlops-in-large-organizations)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: How to sell MLOps in large Organizations in the Kubernetes Tools ecosystem.
+  - [marvelousmlops.substack.com: MLOps roadmap 2024](https://marvelousmlops.substack.com/p/mlops-roadmap-2024)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: MLOps roadmap 2024 in the Kubernetes Tools ecosystem.
+  - [marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what?](https://marvelousmlops.substack.com/p/technical-roles-in-data-science-who)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Technical roles in Data Science: Who is doing' what? in the Kubernetes Tools ecosystem.
+  - [marvelousmlops.substack.com: Traceability & Reproducibility](https://marvelousmlops.substack.com/p/traceability-and-reproducibility)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Traceability & Reproducibility in the Kubernetes Tools ecosystem.
+  - [seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines](https://seattledataguy.substack.com/p/data-engineering-vs-machine-learning)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines== in the Kubernetes Tools ecosystem.
+  - [medium.com/@samiullah6799: Different Roles in MLOps](https://medium.com/@samiullah6799/different-roles-in-mlops-0918de5321a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@samiullah6799: Different Roles in MLOps== in the Kubernetes Tools ecosystem.
+  - [marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows](https://marvelousmlops.substack.com/p/sharpen-your-cookiecutter-speed-up)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Sharpen your cookiecutter: speed up repo creation' with workflows in the Kubernetes Tools ecosystem.
+  - [decodingml.substack.com: How to ensure your models are fail-safe in production?](https://decodingml.substack.com/p/how-to-ensure-your-models-are-fail)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering decodingml.substack.com: How to ensure your models are fail-safe in production? in the Kubernetes Tools ecosystem.
+  - [medium.com/@kevin30101999: Machine Learning Pipeline using Argo workflow' 🌟](https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-be91feb07c41)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@kevin30101999: Machine Learning Pipeline using Argo workflow' 🌟 in the Kubernetes Tools ecosystem.
+  - [Marvelous MLOps Substack](https://marvelousmlops.substack.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Marvelous MLOps Substack in the Kubernetes Tools ecosystem.
+  - [decodingml.substack.com: Decoding ML Newsletter](https://decodingml.substack.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering decodingml.substack.com: Decoding ML Newsletter in the Kubernetes Tools ecosystem.
+  - [medium.com/mlearning-ai: The Best Object Detection Libraries That I Work' With](https://medium.com/mlearning-ai/the-best-object-detection-libraries-that-i-work-with-835428a1e01e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/mlearning-ai: The Best Object Detection Libraries That I Work' With in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Kubeflow Cloud Deployment (AWS)](https://blog.devgenius.io/kubeflow-cloud-deployment-aws-46f739ccbb32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubeflow Cloud Deployment (AWS) in the Kubernetes Tools ecosystem.
+  - [joseprsm.medium.com: How to build Machine Learning models that train themselves](https://joseprsm.medium.com/how-to-build-machine-learning-models-that-train-themselves-bbc87499ca5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering joseprsm.medium.com: How to build Machine Learning models that train themselves in the Kubernetes Tools ecosystem.
+  - [medium.com/dkatalis: Creating a Mutating Webhook for Great Good! Or: how' to automatically provision Pods on a specific node pool](https://medium.com/dkatalis/creating-a-mutating-webhook-for-great-good-b21acb941207)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dkatalis: Creating a Mutating Webhook for Great Good! Or: how' to automatically provision Pods on a specific node pool 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.
+  - [medium.com/@timleonardDS: Who Let the DAGs out? Register an External DAG' with Flyte (Chapter 3)](https://medium.com/@timleonardDS/who-lets-the-dags-out-register-an-external-dag-with-flyte-chapter-3-bad0ea781119)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@timleonardDS: Who Let the DAGs out? Register an External DAG' with Flyte (Chapter 3) in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Mastering Machine Learning at Scale with Azure Machine' Learning](https://blog.devops.dev/mastering-machine-learning-at-scale-with-azure-machine-learning-dfaa4bf4353c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Mastering Machine Learning at Scale with Azure Machine' Learning in the Kubernetes Tools ecosystem.
+  - [marvelousmlops.substack.com: Model serving architectures on Databricks](https://marvelousmlops.substack.com/p/model-serving-architectures-on-databricks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering marvelousmlops.substack.com: Model serving architectures on Databricks in the Kubernetes Tools ecosystem.
+  - [medium.com/sync-computing: Top 9 Lessons Learned about Databricks Jobs Serverless](https://medium.com/sync-computing/top-9-lessons-learned-about-databricks-jobs-serverless-41a43e99ded5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/sync-computing: Top 9 Lessons Learned about Databricks Jobs Serverless in the Kubernetes Tools ecosystem.
+  - [medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe](https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kserve-85308858d867)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bakdata: Scalable Machine Learning with Kafka Streams and KServe in the Kubernetes Tools ecosystem.
+  - [medium.com/@bchenjh: Distributed full fine-tuning of Llama2 on Kubernetes](https://medium.com/@bchenjh/full-fine-tuning-of-llama2-on-kubernetes-a983e1eb2259)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bchenjh: Distributed full fine-tuning of Llama2 on Kubernetes in the Kubernetes Tools ecosystem.
+  - [learn.iterative.ai: Iterative Tools for Data Scientists & Analysts](https://learn.iterative.ai)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.iterative.ai: Iterative Tools for Data Scientists & Analysts in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Training model with Jenkins using docker: MLOPS](https://blog.devgenius.io/training-model-with-jenkins-using-docker-mlops-b18579ddb677)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Training model with Jenkins using docker: MLOPS in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Attach a Visual Debugger to ML-training Jobs on Kubernetes](https://betterprogramming.pub/attach-a-visual-debugger-to-ml-training-jobs-on-kubernetes-eb9678389f1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Attach a Visual Debugger to ML-training Jobs on Kubernetes in the Kubernetes Tools ecosystem.
 ## AutoML
 
 ### Low-Code
@@ -367,5 +404,5 @@
   - **(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) | [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md)
+πŸ’‘ **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md)
 
diff --git a/v2-docs/monitoring.md b/v2-docs/monitoring.md
index 3e69502c..347520fb 100644
--- a/v2-docs/monitoring.md
+++ b/v2-docs/monitoring.md
@@ -212,14 +212,7 @@
 #### 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.
-### Management (1)
-
-#### Observability (5)
-
-##### Governance
-
-  - **(2021)** [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0)  [COMMUNITY-TOOL] β€” Explores organizational boundaries and team responsibilities, discussing whether application developers, SRE teams, or dedicated platform engineers should own observability setups. Curator Insight: Ownership discussion in tech governance. Live Grounding: Highlights that shared ownership templates yield the highest developer-experience improvements.
-### Observability (6)
+### Observability (5)
 
 #### APIs
 
@@ -252,7 +245,7 @@
 
 #### Infrastructure
 
-##### Observability (7)
+##### Observability (6)
 
 ###### Best Practices
 
@@ -278,7 +271,7 @@
 #### 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 (8)
+#### Observability (7)
 
   - **(2019)** [Building an observability stack for automated performance tests on Kubernetes and OpenShift (part 2) 🌟](https://developers.redhat.com/blog/2019/01/03/leveraging-openshift-or-kubernetes-for-automated-performance-tests-part-2) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the construction of an end-to-end monitoring pipeline using Prometheus and Grafana to capture system-level and application-level metrics during automated load tests. Enables developers to pinpoint resource bottlenecks, track container resource usage, and analyze performance regressions dynamically.
 ### Sysadmin
@@ -286,44 +279,84 @@
 #### 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 Tools
 
 ### General Reference
 
-  - [OCP 3.11 Metrics and Logging](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/release_notes/release-notes-ocp-3-11-release-notes#ocp-311-metrics-and-logging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Prometheus Cluster Monitoring 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/configuring_clusters/prometheus-cluster-monitoring)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
+  - [Transitive blocks](https://fastthread.io/ft-error.jsp&s=t)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fastthread.io in the Kubernetes Tools ecosystem.
+  - [medium.com/@magstherdev: OpenTelemetry Operator](https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@magstherdev: OpenTelemetry Operator in the Kubernetes Tools ecosystem.
+  - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟 in the Kubernetes Tools ecosystem.
+  - [en.wikipedia.org/wiki/List_of_performance_analysis_tools](https://en.wikipedia.org/wiki/List_of_performance_analysis_tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org/wiki/List_of_performance_analysis_tools in the Kubernetes Tools ecosystem.
+  - [InspectIT](https://en.wikipedia.org/wiki/InspectIT)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering InspectIT in the Kubernetes Tools ecosystem.
+  - [VisualVM](https://en.wikipedia.org/wiki/VisualVM)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering VisualVM in the Kubernetes Tools ecosystem.
+  - [OverOps](https://en.wikipedia.org/wiki/OverOps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OverOps 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.
+  - [Zebrium](https://www.zebrium.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Zebrium 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.
+  - [Wikipedia: Application Performance Index](https://en.wikipedia.org/wiki/Apdex)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Application Performance Index 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.
+  - [matiasmct.medium.com: Observability at Scale](https://matiasmct.medium.com/observability-at-scale-52d0d9a5fb9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering matiasmct.medium.com: Observability at Scale 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.
+  - [faun.pub: DevOps Meets Observability 🌟](https://faun.pub/devops-meets-observability-78775c021b0e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: DevOps Meets Observability 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.thundra.io: What CI Observability Means for DevOps 🌟](https://blog.thundra.io/what-ci-observability-means-for-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: What CI Observability Means for DevOps 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com: Monitoring Microservices - Part 1: Observability | Anderson' Carvalho](https://medium.com/geekculture/monitoring-microservices-part-1-observability-b2b44fa3e67e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Monitoring Microservices - Part 1: Observability | Anderson' Carvalho in the Kubernetes Tools ecosystem.
   - [cncf.io: How to add observability to your application pipeline](https://www.cncf.io/blog/2021/11/23/how-to-add-observability-to-your-application-pipeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cncf.io: How to add observability to your application pipeline== in the Kubernetes Tools ecosystem.
+  - [storiesfromtheherd.com: Unpacking Observability](https://storiesfromtheherd.com/unpacking-observability-a-beginners-guide-833258a0591f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering storiesfromtheherd.com: Unpacking Observability in the Kubernetes Tools ecosystem.
   - [logz.io: A Monitoring Reality Check: More of the Same Won’t Work](https://logz.io/blog/monitoring-reality-check)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: A Monitoring Reality Check: More of the Same Won’t Work in the Kubernetes Tools ecosystem.
+  - [medium.com/buildpiper: Observability for Monitoring Microservices β€” Top' 5 Ways!](https://medium.com/buildpiper/observability-for-monitoring-microservices-top-5-ways-587871e726d0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/buildpiper: Observability for Monitoring Microservices β€” Top' 5 Ways! in the Kubernetes Tools ecosystem.
+  - [medium.com/@cbkwgl: Continuous Monitoring in DevOps 🌟](https://medium.com/@cbkwgl/continuous-monitoring-in-devops-8d4db48a0e24)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@cbkwgl: Continuous Monitoring in DevOps 🌟 in the Kubernetes Tools ecosystem.
   - [logz.io: The Open Source Observability Adoption and Migration Curve](https://logz.io/blog/open-source-observability-adoption-migration-curve)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: The Open Source Observability Adoption and Migration Curve in the Kubernetes Tools ecosystem.
+  - [tiagodiasgeneroso.medium.com: Observability Concepts you should know](https://tiagodiasgeneroso.medium.com/observability-concepts-you-should-know-943fc057b208)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tiagodiasgeneroso.medium.com: Observability Concepts you should know in the Kubernetes Tools ecosystem.
+  - [faun.pub: Getting started with Observability](https://faun.pub/getting-started-with-observability-657d57aab1c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Getting started with Observability in the Kubernetes Tools ecosystem.
+  - [medium.com/@badawekoo: Monitoring in DevOps lifecycle](https://medium.com/@badawekoo/monitoring-in-devops-lifecycle-4d9a2f277eb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@badawekoo: Monitoring in DevOps lifecycle in the Kubernetes Tools ecosystem.
+  - [laduram.medium.com: The Future of Observability](https://laduram.medium.com/the-future-of-observability-c33cd7ff644a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering laduram.medium.com: The Future of Observability in the Kubernetes Tools ecosystem.
+  - [medium.com/kubeshop-i: Top 8 Open-Source Observability & Testing Tools](https://medium.com/kubeshop-i/top-8-open-source-observability-testing-tools-9341a361a634)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubeshop-i: Top 8 Open-Source Observability & Testing Tools in the Kubernetes Tools ecosystem.
   - [dzone: 11 Observability Tools You Should Know 🌟](https://dzone.com/articles/11-observability-tools-you-should-know-in-2023)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: 11 Observability Tools You Should Know== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/devops-techable: Setup monitoring with Prometheus and Grafana' in Kubernetes β€” Start monitoring your Kubernetes cluster resources](https://medium.com/devops-techable/setup-monitoring-with-prometheus-and-grafana-in-kubernetes-start-monitoring-your-kubernetes-a3071f083fa6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-techable: Setup monitoring with Prometheus and Grafana' in Kubernetes β€” Start monitoring your Kubernetes cluster resources in the Kubernetes Tools ecosystem.
+  - [medium.com/cloud-native-daily: Why You Shouldn’t Fear to Adopt OpenTelemetry' for Observability](https://medium.com/cloud-native-daily/why-you-shouldnt-fear-to-adopt-opentelemetry-for-observability-fcb6371ea8fe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloud-native-daily: Why You Shouldn’t Fear to Adopt OpenTelemetry' for Observability in the Kubernetes Tools ecosystem.
+  - [medium.com/@bijit211987: Observability Driven Development (ODD)-Enhancing' System Reliability](https://medium.com/@bijit211987/observability-driven-development-2bc2cdde8661)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: Observability Driven Development (ODD)-Enhancing' System Reliability in the Kubernetes Tools ecosystem.
+  - [OCP 3.11 Metrics and Logging](https://docs.openshift.com/container-platform/3.11/release_notes/ocp_3_11_release_notes.html#ocp-311-metrics-and-logging)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OCP 3.11 Metrics and Logging in the Kubernetes Tools ecosystem.
+  - [Prometheus Cluster Monitoring 🌟](https://docs.openshift.com/container-platform/3.11/install_config/prometheus_cluster_monitoring.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Prometheus Cluster Monitoring 🌟 in the Kubernetes Tools ecosystem.
   - [cncf.io: Monitoring micro-front ends on Kubernetes with NGINX 🌟](https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-with-nginx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: Getting Started With Kibana Advanced Searches](https://dzone.com/articles/getting-started-with-kibana-advanced-searches)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Getting Started With Kibana Advanced Searches in the Kubernetes Tools ecosystem.
   - [dzone: Kibana Hacks: 5 Tips and Tricks](https://dzone.com/articles/kibana-hacks-5-tips-and-tricks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Kibana Hacks: 5 Tips and Tricks in the Kubernetes Tools ecosystem.
+  - [juanonlab.com: Dashboards de Kibana](https://www.juanonlab.com/blog/es/dashboards-de-kibana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering juanonlab.com: Dashboards de Kibana in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: The Art of Logging](https://betterprogramming.pub/creating-a-human-and-machine-freindly-logging-format-bb6d4bb01dca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Art of Logging in the Kubernetes Tools ecosystem.
+  - [Store NGINX access logs in Elasticsearch with Logging operator 🌟](https://banzaicloud.com/docs/one-eye/logging-operator/quickstarts/es-nginx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Store NGINX access logs in Elasticsearch with Logging operator 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch' Documents](https://blog.streammonkey.com/how-we-serverlessly-migrated-1-58-billion-elasticsearch-documents-33ad3d0d7c4f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch' Documents in the Kubernetes Tools ecosystem.
   - [dzone: Running Elasticsearch on Kubernetes](https://dzone.com/articles/running-elasticsearch-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Running Elasticsearch on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Which Elasticsearch Provider is Right For You? 🌟](https://medium.com/gigasearch/which-elasticsearch-provider-is-right-for-you-3d596a65e704)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Which Elasticsearch Provider is Right For You?== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/hepsiburadatech: Hepsiburada Search Engine on Kubernetes](https://medium.com/hepsiburadatech/hepsiburada-search-engine-on-kubernetes-1fe03a3e71a3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/hepsiburadatech: Hepsiburada Search Engine on Kubernetes in the Kubernetes Tools ecosystem.
+  - [search-guard.com/sgctl-elasticsearch: SGCTL - TAKE BACK CONTROL](https://search-guard.com/sgctl-elasticsearch)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering search-guard.com/sgctl-elasticsearch: SGCTL - TAKE BACK CONTROL in the Kubernetes Tools ecosystem.
+  - [medium: A detailed guide to deploying Elasticsearch on Elastic Cloud on' Kubernetes (ECK)](https://medium.com/99dotco/a-detail-guide-to-deploying-elasticsearch-on-elastic-cloud-on-kubernetes-eck-31808ac60466)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A detailed guide to deploying Elasticsearch on Elastic Cloud on' Kubernetes (ECK) in the Kubernetes Tools ecosystem.
   - [opensearch.org 🌟](https://opensearch.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering opensearch.org 🌟 in the Kubernetes Tools ecosystem.
   - [logz.io: Logz.io Announces Support for OpenSearch; A Community-driven Open' Source Fork of Elasticsearch and Kibana](https://logz.io/news-posts/logz-io-announces-support-for-opensearch-a-community-driven-open-source-fork-of-elasticsearch-and-kibana)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: Logz.io Announces Support for OpenSearch; A Community-driven Open' Source Fork of Elasticsearch and Kibana in the Kubernetes Tools ecosystem.
+  - [techrepublic.com: OpenSearch: AWS rolls out its open source Elasticsearch' fork](https://www.techrepublic.com/article/opensearch-aws-rolls-out-its-open-source-elasticsearch-fork)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: OpenSearch: AWS rolls out its open source Elasticsearch' fork in the Kubernetes Tools ecosystem.
   - [logz.io: OpenSearch Is Now Generally Available!](https://logz.io/blog/opensearch-1-0-ga-generally-available-elasticsearch-kibana-fork)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering logz.io: OpenSearch Is Now Generally Available! in the Kubernetes Tools ecosystem.
+  - [medium: Logging with EFK - Pratyush Mathur](https://medium.com/@pratyush.mathur/logging-with-efk-1c2e131496d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Logging with EFK - Pratyush Mathur in the Kubernetes Tools ecosystem.
+  - [medium.com/@CuriousLearner: Deploying EFK stack on Kubernetes](https://medium.com/@CuriousLearner/deploying-efk-stack-on-kubernetes-c25ba2682c99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@CuriousLearner: Deploying EFK stack on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@tech_18484: Simplifying Kubernetes Logging with EFK Stack](https://medium.com/@tech_18484/simplifying-kubernetes-logging-with-efk-stack-158da47ce982)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tech_18484: Simplifying Kubernetes Logging with EFK Stack in the Kubernetes Tools ecosystem.
   - [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.
+  - [awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with' OpenTracing, Jaeger, and Ingress-NGINX](https://awkwardferny.medium.com/setting-up-distributed-tracing-with-opentelemetry-jaeger-in-kubernetes-ingress-nginx-cfdda7d9441d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with' OpenTracing, Jaeger, and Ingress-NGINX in the Kubernetes Tools ecosystem.
+  - [ploffay.medium.com: Five years evolution of open-source distributed tracing' 🌟](https://ploffay.medium.com/five-years-evolution-of-open-source-distributed-tracing-ec1c5a5dd1ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ploffay.medium.com: Five years evolution of open-source distributed tracing' 🌟 in the Kubernetes Tools ecosystem.
+  - [Medium: Distributed Tracing and Monitoring using OpenCensus](https://medium.com/@rghetia/distributed-tracing-and-monitoring-using-opencensus-fe5f6e9479fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Medium: Distributed Tracing and Monitoring using OpenCensus 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.
+  - [medium.com/@bijit211987: Grafana with OpenTelemetry, Vendor-neutral and' open-source approach](https://medium.com/@bijit211987/grafana-with-opentelemetry-vendor-neutral-and-open-source-approach-ab4bc08f67e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: Grafana with OpenTelemetry, Vendor-neutral and' open-source approach in the Kubernetes Tools ecosystem.
+  - [medium: Jaeger VS OpenTracing VS OpenTelemetry](https://medium.com/jaegertracing/jaeger-and-opentelemetry-1846f701d9f2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jaeger VS OpenTracing VS OpenTelemetry in the Kubernetes Tools ecosystem.
+  - [medium: Using Jaeger and OpenTelemetry SDKs in a mixed environment with' W3C Trace-Context](https://medium.com/jaegertracing/jaeger-clients-and-w3c-trace-context-c2ce1b9dc390)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Jaeger and OpenTelemetry SDKs in a mixed environment with' W3C Trace-Context in the Kubernetes Tools ecosystem.
+  - [APM in wikipedia](https://en.wikipedia.org/wiki/Application_performance_management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering APM in wikipedia 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 (9)
+  - [Krossboard: A centralized usage analytics approach for multiple Kubernetes](https://itnext.io/in-search-of-converged-usage-analytics-for-multiple-managed-kubernetes-c5108cb7f0e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Krossboard: A centralized usage analytics approach for multiple Kubernetes in the Kubernetes Tools ecosystem.
+  - [stackpulse.com: Automated Kubernetes Pod Restarting Analysis with StackPulse](https://stackpulse.com/blog/automated-kubernetes-pod-restarting-analysis-with-stackpulse)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Automated Kubernetes Pod Restarting Analysis with StackPulse in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly](https://www.hashicorp.com/blog/monitoring-as-code-with-terraform-cloud-and-checkly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly in the Kubernetes Tools ecosystem.
+  - [OpenTelemetry (OTel) vs Application Performance Monitoring (APM)](https://medium.com/@rahul.fiem/opentelemetry-otel-vs-application-performance-monitoring-apm-86ae829877cf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenTelemetry (OTel) vs Application Performance Monitoring (APM) in the Kubernetes Tools ecosystem.
+## Observability (8)
 
 ### APM (1)
 
@@ -366,9 +399,6 @@
   - **(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)** [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 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.
@@ -379,7 +409,7 @@
 ##### 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 (1)
+#### Governance
 
 ##### Metrics (1)
 
@@ -475,11 +505,6 @@
 #### Prometheus Scale
 
   - **(2020)** [Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration](http://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.
-### Monitoring
-
-#### 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
@@ -543,23 +568,16 @@
 ##### 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 (1)
+### Monitoring
 
 #### Host Security
 
   - **(2026)** [==OS Query==](https://github.com/osquery/osquery) ⭐ 23311 [C++ CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Exposes an operating system as a relational database, enabling SQL-based queries to audit process runtime, file integrity, and network connections. osquery is universally recognized as a core utility for security telemetry and host-level compliance in 2026.
 ## Site Reliability Engineering (1)
 
-### Observability (10)
+### Observability (9)
 
 #### Guides (1)
 
@@ -600,18 +618,13 @@
   - **(2018)** [devops.com: The Fallacy of Continuous Integration, Delivery and Testing](https://devops.com/the-fallacy-of-continuous-integration-delivery-and-testing) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Explores common anti-patterns in DevOps pipelines where fast builds mask poor test coverage and integration siloes. Offers recommendations on balancing CI/CD speed with architectural quality gates and production-like validation.
 ## Systems Design
 
-### Observability (11)
+### Observability (10)
 
 #### Data Pipelines (1)
 
 ##### 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)
@@ -619,5 +632,5 @@
   - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/networking.md b/v2-docs/networking.md
index 5aad445e..e09197e7 100644
--- a/v2-docs/networking.md
+++ b/v2-docs/networking.md
@@ -9,7 +9,17 @@
 
 #### General Reference
 
+  - [awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟](https://awesomeopensource.com/projects/cidr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟 in the Kubernetes Tools ecosystem.
+  - [Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code in the Kubernetes Tools ecosystem.
+  - [medium.com/javarevisited: 5 Best HTTPS, SSL and TLS Courses for Beginners' in 2022](https://medium.com/javarevisited/best-https-ssl-and-tls-courses-for-beginners-4437661250b3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/javarevisited: 5 Best HTTPS, SSL and TLS Courses for Beginners' in 2022 in the Kubernetes Tools ecosystem.
+  - [wisc.edu: CIDR Conversion Table](https://kb.wisc.edu/ns/page.php?id=3493)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wisc.edu: CIDR Conversion Table in the Kubernetes Tools ecosystem.
   - [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.
+  - [cyberciti.biz: Linux: IP Subnet (CIDR) Calculator That Will Help You With' Network Settings](https://www.cyberciti.biz/faq/linux-subnet-calculator-cidr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux: IP Subnet (CIDR) Calculator That Will Help You With' Network Settings in the Kubernetes Tools ecosystem.
+  - [cyberciti.biz: Linux Calculating Subnets with ipcalc and sipcalc Utilities](https://www.cyberciti.biz/tips/perform-simple-manipulation-of-ip-addresse.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cyberciti.biz: Linux Calculating Subnets with ipcalc and sipcalc Utilities in the Kubernetes Tools ecosystem.
+  - [wikipedia: List of HTTP status codes](https://en.wikipedia.org/wiki/List_of_HTTP_status_codes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: List of HTTP status codes in the Kubernetes Tools ecosystem.
+  - [Wikipedia: HTTP/2](https://en.wikipedia.org/wiki/HTTP/2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: HTTP/2 in the Kubernetes Tools ecosystem.
+  - [Wikipedia: HTTP/3](https://en.wikipedia.org/wiki/HTTP/3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: HTTP/3 in the Kubernetes Tools ecosystem.
+  - [harshityadav95.medium.com: Load Balancing Layer 4 vs Layer 7](https://harshityadav95.medium.com/load-balancing-layer-4-vs-layer-7-f37a839afd9c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering harshityadav95.medium.com: Load Balancing Layer 4 vs Layer 7 in the Kubernetes Tools ecosystem.
 ## Computer Networking and IPAM
 
 ### Infrastructure Management
@@ -99,5 +109,5 @@
   - **(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:** [Caching](./caching.md) | [Cloudflare](./cloudflare.md) | [Istio](./istio.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
 
diff --git a/v2-docs/newsfeeds.md b/v2-docs/newsfeeds.md
index e5cec7a2..399ffc91 100644
--- a/v2-docs/newsfeeds.md
+++ b/v2-docs/newsfeeds.md
@@ -9,13 +9,13 @@
 
 #### General Reference
 
-  - [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/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/devops](https://www.reddit.com/r/devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/devops 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/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.
+  - [nativecloud.dev 🌟](https://nativecloud.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==nativecloud.dev== 🌟 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/devops](https://www.reddit.com/r/devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/devops in the Kubernetes Tools ecosystem.
   - [reddit.com/r/maven](https://www.reddit.com/r/maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/maven 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/azuredevops](https://www.reddit.com/r/azuredevops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/azuredevops in the Kubernetes Tools ecosystem.
@@ -34,8 +34,10 @@
   - [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.
+  - [crunchbase.com](https://www.crunchbase.com/organization/openshift/timeline/timeline)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering crunchbase.com 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
@@ -48,7 +50,10 @@
 #### 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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md)
+πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Workfromhome](./workfromhome.md)
 
diff --git a/v2-docs/newsql.md b/v2-docs/newsql.md
index 793eb4ad..590ae16f 100644
--- a/v2-docs/newsql.md
+++ b/v2-docs/newsql.md
@@ -3,6 +3,13 @@
 !!! info "Architectural Context"
     Detailed reference for NewSQL in the context of Data & Advanced Analytics.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [medium.com: A chance for NewSQL databases](https://medium.com/packlinkeng/a-chance-for-newsql-databases-3bba18fea6a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: A chance for NewSQL databases in the Kubernetes Tools ecosystem.
 ## Storage
 
 ### Databases
@@ -12,5 +19,5 @@
   - [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:** [Crunchydata](./crunchydata.md) | [Databases](./databases.md) | [Yaml](./yaml.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md)
 
diff --git a/v2-docs/noops.md b/v2-docs/noops.md
index 87792a4f..04bcb77f 100644
--- a/v2-docs/noops.md
+++ b/v2-docs/noops.md
@@ -10,6 +10,7 @@
 #### General Reference
 
   - [Dzone: What Is NoOps?](https://dzone.com/articles/what-is-noops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: What Is NoOps? in the Kubernetes Tools ecosystem.
+  - [DevOps Is Dead, Long Live NoOps](https://medium.com/better-programming/devop-noops-difference-504dfc4e9faa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DevOps Is Dead, Long Live NoOps in the Kubernetes Tools ecosystem.
 ## DevOps
 
 ### Operations Paradigms
@@ -30,5 +31,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/nosql.md b/v2-docs/nosql.md
index d1d12484..906048a3 100644
--- a/v2-docs/nosql.md
+++ b/v2-docs/nosql.md
@@ -9,11 +9,26 @@
 
 #### General Reference
 
-  - [NoSQL vs. SQL: Choosing a Data Management Solution](https://www.javacodegeeks.com/2015/10/nosql-vs-sql.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem.
-  - [Diferencias entre SQL y NoSQL ΒΏSabes cuΓ‘l usar?](https://www.blog.facilcloud.com/noticias/sql-vs-nosql-which-one-should-i-use/?lang=es_ES)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.blog.facilcloud.com in the Kubernetes Tools ecosystem.
-  - [NoSQL Databases: 4 Game-Changing Use Cases](https://www.smartdatacollective.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.smartdatacollective.com in the Kubernetes Tools ecosystem.
-  - [MongoDB Tutorial – A Scalable NoSQL DB](https://www.javacodegeeks.com/2015/09/mongodb-a-scalable-nosql-db.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem.
+  - [NoSQL vs. SQL: Choosing a Data Management Solution](http://www.javacodegeeks.com/2015/10/nosql-vs-sql.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem.
+  - [Diferencias entre SQL y NoSQL ΒΏSabes cuΓ‘l usar?](http://www.facilcloud.com/noticias/?p=1294&lang=es_ES)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.facilcloud.com in the Kubernetes Tools ecosystem.
+  - [NoSQL Databases: 4 Game-Changing Use Cases](http://www.smartdatacollective.com/kingmesal/373466/nosql-databases-4-game-changing-use-cases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.smartdatacollective.com in the Kubernetes Tools ecosystem.
+  - [blog.couchbase.com podcast: NoSQL in the Perspective of Industry Leaders](http://blog.couchbase.com/2016/january/nosql-in-the-perspective-of-industry-leaders)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem.
+  - [blog.mongodirector.com: Which is the best MongoDB GUI?](http://blog.mongodirector.com/which-is-the-best-mongodb-gui)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mongodirector.com in the Kubernetes Tools ecosystem.
+  - [mongodirector: MongoDB Hosting](http://mongodirector.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering mongodirector.com in the Kubernetes Tools ecosystem.
+  - [MongoDB Tutorial – A Scalable NoSQL DB](http://www.javacodegeeks.com/2015/09/mongodb-a-scalable-nosql-db.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem.
+  - [NoSQL - Wikipedia](https://en.wikipedia.org/wiki/NoSQL)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering NoSQL - Wikipedia in the Kubernetes Tools ecosystem.
+  - [vishnu.hashnode.dev: 4 Types Of NoSQL Databases](https://vishnu.hashnode.dev/4-types-of-nosql-databases)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vishnu.hashnode.dev: 4 Types Of NoSQL Databases in the Kubernetes Tools ecosystem.
+  - [medium: When to Use MongoDB Rather than MySQL](https://medium.com/@rsk.saikrishna/when-to-use-mongodb-rather-than-mysql-d03ceff2e922)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: When to Use MongoDB Rather than MySQL in the Kubernetes Tools ecosystem.
+  - [medium.com/@suvankar.dey80: Time Series SQL vs No SQL](https://medium.com/@suvankar.dey80/time-series-sql-vs-no-sql-a8c7f40d80a8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@suvankar.dey80: Time Series SQL vs No SQL in the Kubernetes Tools ecosystem.
+  - [wikipedia: Couchbase Server](https://en.wikipedia.org/wiki/Couchbase_Server)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Couchbase Server in the Kubernetes Tools ecosystem.
+  - [blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase](https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-grafana-couchbase)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase in the Kubernetes Tools ecosystem.
   - [Query JSON Using SQL With Couchbase Query Workbench](https://dzone.com/articles/query-json-using-sql-with-couchbase-query-workbenc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Query JSON Using SQL With Couchbase Query Workbench in the Kubernetes Tools ecosystem.
+  - [MongoLab: Fully managed MongoDB-as-a-Service](https://mongolab.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering MongoLab: Fully managed MongoDB-as-a-Service in the Kubernetes Tools ecosystem.
+  - [Orchestrate: DBaaS|NoSQL with One REST API](https://orchestrate.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Orchestrate: DBaaS|NoSQL with One REST API in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: MongoDB Schema Validation Rules](https://betterprogramming.pub/mongodb-schema-validation-rules-8a1afc6ea67b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: MongoDB Schema Validation Rules in the Kubernetes Tools ecosystem.
+  - [code.likeagirl.io: Docker: Setup Simple Application with MongoDB for Data' Storage](https://code.likeagirl.io/docker-setup-simple-application-with-mongodb-for-data-storage-272bdb3036ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering code.likeagirl.io: Docker: Setup Simple Application with MongoDB for Data' Storage in the Kubernetes Tools ecosystem.
+  - [dzone: SQL Syntax for Apache Drill](https://dzone.com/refcardz/sql-syntax-for-apache-drill)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: SQL Syntax for Apache Drill in the Kubernetes Tools ecosystem.
+  - [medium.com: A chance for NewSQL databases](https://medium.com/packlinkeng/a-chance-for-newsql-databases-3bba18fea6a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: A chance for NewSQL databases in the Kubernetes Tools ecosystem.
 ## Data Architecture
 
 ### Big Data
@@ -117,5 +132,5 @@
   - **(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:** [Crunchydata](./crunchydata.md) | [Databases](./databases.md) | [Yaml](./yaml.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md)
 
diff --git a/v2-docs/oauth.md b/v2-docs/oauth.md
index edc442be..6eb881a0 100644
--- a/v2-docs/oauth.md
+++ b/v2-docs/oauth.md
@@ -5,6 +5,12 @@
 
 ## Security
 
+### 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 (1)
@@ -15,5 +21,5 @@
   - **(2022)** [freecodecamp.org: How to Implement an OAuth2 Resource Server with Spring Security](https://www.freecodecamp.org/news/oauth2-resourceserver-with-spring-security) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A hands-on implementation tutorial detailing the deployment of an OAuth2-compliant resource server using Spring Security. It guides through configuring middleware to parse and authenticate incoming JWT requests.
 
 ---
-πŸ’‘ **Explore Related:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)
 
diff --git a/v2-docs/ocp3.md b/v2-docs/ocp3.md
index e0b5f297..e7a3559a 100644
--- a/v2-docs/ocp3.md
+++ b/v2-docs/ocp3.md
@@ -17,49 +17,27 @@
 
 #### General Reference
 
-  - [Container-native virtualization allows to run and manage virtual machine workloads alongside container workloads](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/container-native_virtualization/container-native-virtualization-2-1-release-notes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [learn.openshift.com: GitOps introduction](https://developers.redhat.com/learn/openshift/foundations-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
-  - [blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard](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.
-  - [Quotas setting per project](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/applications/quotas#quotas-setting-per-project)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Source-to-Image (S2I) Build](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/architecture/core-concepts#architecture-core-concepts-builds-and-image-streams)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: **Debugging applications** within Red Hat OpenShift containers](https://developers.redhat.com/blog/2020/01/09debugging-applications-within-red-hat-openshift-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
+  - [blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard](https://blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-dashboard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com in the Kubernetes Tools ecosystem.
+  - [**Uncontained.io**](http://uncontained.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering uncontained.io in the Kubernetes Tools ecosystem.
+  - [blog.openshift.com: Introduction to GitOps with OpenShift](https://blog.openshift.comintroduction-to-gitops-with-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Introduction to GitOps with OpenShift in the Kubernetes Tools ecosystem.
+  - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com: GitOps introduction in the Kubernetes Tools ecosystem.
+  - [blog.openshift.com: is it too late to integrate GitOps?](https://blog.openshift.comis-it-too-late-to-integrate-gitops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: is it too late to integrate GitOps? in the Kubernetes Tools ecosystem.
+  - [blog.openshift.com: OpenShift Authentication Integration with ArgoCD](https://blogopenshift.com/openshift-authentication-integration-with-argocd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: OpenShift Authentication Integration with ArgoCD in the Kubernetes Tools ecosystem.
+  - [Container-native virtualization allows to run and manage virtual machine workloads alongside container workloads](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/html/container-native_virtualization/container-native-virtualization-2-1-release-notes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Container-native virtualization allows to run and manage virtual machine workloads alongside container workloads in the Kubernetes Tools ecosystem.
+  - [How to Run HA Elasticsearch (ELK) on Red Hat OpenShift](https://portworx.com/run-ha-elasticsearch-elk-red-hat-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Run HA Elasticsearch (ELK) on Red Hat OpenShift in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: Installing debugging tools into a Red Hat OpenShift' container with **oc-inject**](https://developers.redhat.com/blog/2020/01/15installing-debugging-tools-into-a-red-hat-openshift-container-with-oc-inject)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Installing debugging tools into a Red Hat OpenShift' container with **oc-inject** 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
+  - [Quotas setting per project](https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-setting-per-project.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Quotas setting per project in the Kubernetes Tools ecosystem.
+  - [Quotas setting across multiple projects](https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-setting-across-multiple-projects.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Quotas setting across multiple projects in the Kubernetes Tools ecosystem.
+  - [Source-to-Image (S2I) Build](https://docs.openshift.com/container-platform/3.11/architecture/core_concepts/builds_and_image_streams.html#source-build)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Source-to-Image (S2I) Build in the Kubernetes Tools ecosystem.
+## Observability
 
-### GitOps
+### Application Monitoring
 
-#### Migration Strategies
+#### Java JMX
 
-  - **(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
-
-  - **(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
-
-### Autoscaling
-
-#### 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
-
-#### Legacy Federation
-
-  - **(2019)** [Multi-cluster Federation in OpenShift 4 is called **KubeFed**](https://www.redhat.com/en/blog/federation-v2-is-now-kubefed) [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight introduces the KubeFed system in OpenShift 4. Live Grounding highlights its mechanism for template distribution and configuration sync across multiple clusters. Valuable for understanding historical cross-cluster patterns before modern gateway patterns.
-  - **(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)
-
-  - **(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.
-## Kubernetes Storage
-
-### Database Operations
-
-#### OpenShift (2)
-
-  - **(2021)** [How to Run HA Elasticsearch (ELK) on Red Hat OpenShift](https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Curator Insight targets high-availability ELK stack patterns. Live Grounding outlines storage volume pairing, stateful replication rules, and failover topologies specific to OpenShift. A crucial reference for running enterprise log stacks safely.
+  - **(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
@@ -80,11 +58,6 @@
 #### Kubernetes Pods
 
   - **(2018)** [blog.openshift.com/ - Kubernetes: A Pod’s Life 🌟](https://www.redhat.com/en/blog/kubernetes-pods-life) [NONE CONTENT]  [DE FACTO STANDARD] [GUIDE] β€” A fundamental exploration of the life cycle of a Kubernetes Pod. Outlines start sequences, init container routines, readiness/liveness checks, and termination processes, establishing a baseline for container orchestration troubleshooting.
-### GitOps (1)
-
-#### 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.
 ### High Availability
 
 #### Disaster Recovery
@@ -111,9 +84,9 @@
 #### Kubernetes Federation
 
   - **(2021)** [**KubeFed Operator**](https://operatorhub.io/operator/kubefed-operator) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [LEGACY] β€” The Kubernetes Federation (KubeFed) Operator designed to coordinate configurations across multiple distinct clusters. In 2026, KubeFed has been largely archived, superseded by Red Hat Advanced Cluster Management (RHACM) and Open Cluster Management (OCM).
-### Resource Management (1)
+### Resource Management
 
-#### Autoscaling (1)
+#### Autoscaling
 
   - **(2020)** [developers.redhat.com: Testing memory-based horizontal pod autoscaling on OpenShift 🌟](https://developers.redhat.com/blog/2020/03/19/testing-memory-based-horizontal-pod-autoscaling-on-openshift) [YAML CONTENT] [ADVANCED LEVEL]  [ENTERPRISE-STABLE] [GUIDE] β€” A diagnostic tutorial explaining how to design, execute, and inspect Horizontal Pod Autoscaler scaling metrics based on container RAM thresholds. Includes guidelines for generating stable test scenarios.
 #### Governance
@@ -134,5 +107,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/ocp4.md b/v2-docs/ocp4.md
index b3f6c1a3..547cf521 100644
--- a/v2-docs/ocp4.md
+++ b/v2-docs/ocp4.md
@@ -27,20 +27,44 @@
 
 #### General Reference
 
-  - [developers.redhat.com: Get started with OpenShift Service Registry](https://developers.redhat.com/articles/2021/10/04/get-started-openshift-service-registry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: Improving CI/CD in Red Hat OpenShift 🌟](https://developers.redhat.com/articles/2021/07/30/customer-suggestions-improved-cicd-red-hat-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
-  - [Release Notes](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/release_notes/ocp-4-4-release-notes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [RHEL CoreOS](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/architecture/architecture-rhcos)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Adding Operators to a Cluster](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/operators/olm-adding-operators-to-a-cluster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Router plug-ins in OCP3:](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/configuring_clusters/setting-up-a-router#install-config-router-overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [ServiceMesh](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html-single/service_mesh/index)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/logging/cluster-logging-deploying)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Networking in OCP4](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/networking/understanding-networking)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Understanding multiple networks](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/networking/multiple-networks#understanding-multiple-networks)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Istio CNI plug-in 🌟](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/service_mesh/service-mesh-1-x#ossm-vs-community-v1x)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [Similarities and differences between OpenShift Kubernetes Engine and OpenShift Container Platform](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: **Serverless Architecture**](https://developers.redhat.com/topics)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
-  - [Red Hat Application Migration Toolkit](https://developers.redhat.com/products/mta)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
+  - [openshift.com: Nested OpenShift using OpenShift Virtualization](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/nested-openshift-using-openshift-virtualization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [openshift.com: How to Configure LDAP Sync With CronJobs in OpenShift 🌟](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/how-to-configure-ldap-sync-with-cronjobs-in-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [openshift.com: A Brief Introduction to Red Hat Advanced Cluster Security for Kubernetes](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/a-brief-introduction-to-red-hat-advanced-cluster-security-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [openshift.com: Workload Support for Red Hat OpenShift Matures Across the Industry](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/workload-support-for-red-hat-openshift-matures-across-the-industry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [openshift.com: Control Regional Access to Your Service on OpenShift Running on AWS](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/control-regional-access-to-your-service-on-openshift-running-on-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [Operator-based Calico CNI Plug-In is Supported on OpenShift 4 🌟](https://www.redhat.com/en/technologies/cloud-computing/openshift/blog/operator-based-calico-cni-plug-in-is-supported-on-openshift-4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [youtube: how to deliver OpenShift as a service (just like Red Hat)](https://www.youtube.comwatch?v=b_NOrGxfH5Y)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.youtube.comwatch?v=b_norgxfh5y in the Kubernetes Tools ecosystem.
+  - [OpenShift 4 documentation 🌟](https://access.redhat.com/documentation/en-us/openshift_container_platform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4 documentation 🌟 in the Kubernetes Tools ecosystem.
+  - [OpenShift 4 β€œunder-the-hood” 🌟](https://medium.com/faun/openshift-4-under-the-hood-ab854c3439dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4 β€œunder-the-hood” 🌟 in the Kubernetes Tools ecosystem.
+  - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone refcard: Getting Started With OpenShift 🌟 in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: Get started with OpenShift Service Registry](https://developers.redhat.com/articles/2021/10/11/get-started-openshift-service-registry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Get started with OpenShift Service Registry in the Kubernetes Tools ecosystem.
+  - [michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi' Cluster OpenShift Environments with OpenShift Platform Plus](https://michaelkotelnikov.medium.com/maintaining-network-traffic-compliance-in-multi-cluster-openshift-environments-with-openshift-54fe369aa346)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi' Cluster OpenShift Environments with OpenShift Platform Plus in the Kubernetes Tools ecosystem.
+  - [medium.com/@shrishs: Application Backup and Restore using Openshift API' for Data Protection(OADP)](https://medium.com/@shrishs/application-backup-and-restore-using-openshift-api-for-data-protection-oadp-790d39ad96d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@shrishs: Application Backup and Restore using Openshift API' for Data Protection(OADP) in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: Improving CI/CD in Red Hat OpenShift 🌟](https://developers.redhat.com/articles/2021/09/06/improving-cicd-red-hat-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Improving CI/CD in Red Hat OpenShift 🌟 in the Kubernetes Tools ecosystem.
+  - [Release Notes](https://docs.openshift.com/container-platform/4.4/release_notes/ocp-4-4-release-notes.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Release Notes in the Kubernetes Tools ecosystem.
+  - [RHEL CoreOS](https://docs.openshift.com/container-platform/4.4/architecture/architecture-rhcos.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering RHEL CoreOS in the Kubernetes Tools ecosystem.
+  - [Adding Operators to a Cluster](https://docs.openshift.com/container-platform/4.4/operators/olm-adding-operators-to-cluster.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Adding Operators to a Cluster in the Kubernetes Tools ecosystem.
+  - [Router plug-ins in OCP3:](https://docs.openshift.com/container-platform/3.11/install_config/router/index.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Router plug-ins in OCP3: in the Kubernetes Tools ecosystem.
+  - [ServiceMesh](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.4/html-single/service_mesh/index)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ServiceMesh in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html](https://docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploying.html in the Kubernetes Tools ecosystem.
+  - [Custom image builds with Buildah](https://docs.openshift.com/container-platform/4.4/builds/custom-builds-buildah.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Custom image builds with Buildah in the Kubernetes Tools ecosystem.
+  - [learn.openshift.com](https://learn.openshift.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com in the Kubernetes Tools ecosystem.
+  - [medium.com/adessoturkey: Create a Windows VM in Kubernetes using KubeVirt](https://medium.com/adessoturkey/create-a-windows-vm-in-kubernetes-using-kubevirt-b5f54fb10ffd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adessoturkey: Create a Windows VM in Kubernetes using KubeVirt in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: Understanding networking](https://docs.openshift.com/container-platform/4.4/networking/understanding-networking.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Understanding networking in the Kubernetes Tools ecosystem.
+  - [Understanding multiple networks](https://docs.openshift.com/container-platform/4.4/networking/multiple_networks/understanding-multiple-networks.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Understanding multiple networks in the Kubernetes Tools ecosystem.
+  - [Istio CNI plug-in 🌟](https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_arch/ossm-vs-community.html#ossm-cni_ossm-vs-istio)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Istio CNI plug-in 🌟 in the Kubernetes Tools ecosystem.
+  - [Similarities and differences between OpenShift Kubernetes Engine and OpenShift Container Platform](https://docs.openshift.com/container-platform/4.4/welcome/oke_about.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Similarities and differences between OpenShift Kubernetes Engine and OpenShift Container Platform in the Kubernetes Tools ecosystem.
+  - [blog.openshift.com: openshift hive cluster as a service](https://blog.openshift.comopenshift-hive-cluster-as-a-service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: openshift hive cluster as a service in the Kubernetes Tools ecosystem.
+  - [Create an OpenShift 4.2 Private Cluster in AWS 🌟](https://access.redhat.com/solutions/4363731)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Create an OpenShift 4.2 Private Cluster in AWS 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Guide OKD 4.5 Single Node Cluster](https://medium.com/swlh/guide-okd-4-5-single-node-cluster-832693cb752b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Guide OKD 4.5 Single Node Cluster in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: Serverless Architecture](https://developers.redhat.com/topics/serverless-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Serverless Architecture in the Kubernetes Tools ecosystem.
+  - [The supported method of using Helm charts with Openshift4 is via the Helm Operator](https://blog.openshift.combuild-kubernetes-operators-from-helm-charts-in-5-steps)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The supported method of using Helm charts with Openshift4 is via the Helm Operator in the Kubernetes Tools ecosystem.
+  - [blog.openshift.com: Helm and Operators on OpenShift, Part 1](https://blog.openshift.comhelm-and-operators-on-openshift-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Helm and Operators on OpenShift, Part 1 in the Kubernetes Tools ecosystem.
+  - [blog.openshift.com: Helm and Operators on OpenShift, Part 2](https://blog.openshift.comhelm-and-operators-on-openshift-part-2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.openshift.com: Helm and Operators on OpenShift, Part 2 in the Kubernetes Tools ecosystem.
+  - [medium: Using Kubernetes Operators to Manage the Lifecycle of AI Applications](https://medium.com/@bherta/using-kubernetes-operators-to-manage-the-lifecycle-of-ai-applications-5682c3b372b3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Kubernetes Operators to Manage the Lifecycle of AI Applications in the Kubernetes Tools ecosystem.
+  - [medium: Securing Containers with Red Hat Quay and Clair β€” Part I](https://medium.com/opstalk/securing-containers-with-red-hat-quay-and-clair-part-i-bcec8d170536)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Securing Containers with Red Hat Quay and Clair β€” Part I in the Kubernetes Tools ecosystem.
+  - [Red Hat Application Migration Toolkit](https://developers.redhat.com/products/mta/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Red Hat Application Migration Toolkit in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: **Red Hat Container Development Kit**](https://developers.redhat.com/products/cdk/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: **Red Hat Container Development Kit** 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.
 ## Artifact Management
 
@@ -157,6 +181,18 @@
 #### Infrastructure Provisioning
 
   - **(2021)** [Fully Automated OpenShift Deployments With VMware vSphere](https://www.redhat.com/en/blog/fully-automated-openshift-deployments-with-vmware-vsphere) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Detailed documentation on Installer-Provisioned Infrastructure (IPI) for Red Hat OpenShift on VMware vSphere environments. The automation workflow covers DNS registration, load balancing, virtual machine provisioning, and cluster bootstrapping directly from the installer. This integration streamlines on-premise private cloud delivery, reducing manual operational overhead to nearly zero.
+## Containerization
+
+### Container Engines
+
+#### Daemonless Execution
+
+  - **(2019)** [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users) [NONE CONTENT]  [LEGACY] β€” A practical handbook for developers transitionining from legacy Docker tooling to the modern Podman/Buildah stack. It walks through command mapping, registry authentications, building minimal rootless images, and deploying local Kubernetes-style multi-container YAML manifests.
+### Runtimes
+
+#### Kubernetes Integration
+
+  - **(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)
@@ -170,6 +206,13 @@
 #### 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
@@ -392,6 +435,13 @@
 #### 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
@@ -407,6 +457,11 @@
 #### 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
@@ -425,6 +480,14 @@
 #### 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
@@ -466,6 +529,13 @@
 #### 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 and Operations
+
+### Enterprise Cluster Management
+
+#### Ansible and ACM
+
+  - **(2021)** [redhat.com: ACM Ansible Integration Overview](https://www.redhat.com/en/blog) [YAML CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores integrations bridging Red Hat Advanced Cluster Management (ACM) with Ansible Automation Platform. Automates physical or non-Kubernetes resource tasks at critical points in cluster lifecycles.
 ## Infrastructure Security
 
 ### Container Registries (1)
@@ -572,19 +642,24 @@
   - **(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
 
-### Container Orchestration
+### Developer Experience (2)
 
-#### Enterprise OpenShift
+#### Red Hat Ecosystem (1)
 
-  - **(2026)** [==OpenShift 4 documentation 🌟==](https://docs.redhat.com/en/documentation/openshift_container_platform/4.22) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle management instructions. It serves as the authoritative source of truth for platform engineers implementing production-ready Kubernetes distributions.
-### Kubernetes Distributions
+  - **(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)
 
 #### 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 (2)
+### Cluster Management (3)
 
 #### Cluster Provisioning (1)
 
@@ -695,6 +770,13 @@
 #### 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
@@ -702,6 +784,21 @@
 #### 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
@@ -709,7 +806,7 @@
 #### 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
+### Enterprise Storage (1)
 
 #### Robin Storage
 
@@ -721,5 +818,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [Openshift](./openshift.md) | [Serverless](./serverless.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
diff --git a/v2-docs/openshift-pipelines.md b/v2-docs/openshift-pipelines.md
index 82037a56..0daae2bf 100644
--- a/v2-docs/openshift-pipelines.md
+++ b/v2-docs/openshift-pipelines.md
@@ -19,10 +19,17 @@
 
 #### General Reference
 
-  - [OCP 4.2 - Jenkins image](https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/images/using-images#images-other-jenkins-agent)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: OpenShift 3.11 Pipeline Builds with OpenShift Jenkins Image and OpenShift DSL](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/developer_guide/tutorials#dev-guide-openshift-pipeline-builds)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
+  - [**uncontained.io**: External Jenkins Integration 🌟](http://v1.uncontained.io/playbooks/continuous_delivery/external-jenkins-integration.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering v1.uncontained.io in the Kubernetes Tools ecosystem.
+  - [medium: jenkins cicd getting started with groovy and docker](https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: jenkins cicd getting started with groovy and docker in the Kubernetes Tools ecosystem.
+  - [OCP 4.2 - Jenkins image](https://docs.openshift.com/container-platform/4.2/openshift_images/using_images/images-other-jenkins-agent.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OCP 4.2 - Jenkins image in the Kubernetes Tools ecosystem.
   - [Dzone: 4 ways to build applications in openshift](https://dzone.com/articles/4-ways-to-build-applications-in-openshift-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 4 ways to build applications in openshift in the Kubernetes Tools ecosystem.
   - [Dzone: a quick guide to deploying java apps on openshift](https://dzone.com/articles/a-quick-guide-to-deploying-java-apps-on-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: a quick guide to deploying java apps on openshift in the Kubernetes Tools ecosystem.
+  - [Using **KubeFed** to deploy applications](https://blog.openshift.comusing-kubefed-to-deploy-applications-to-ocp3-and-ocp4-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Using **KubeFed** to deploy applications in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: odo Cheat Sheet](https://developers.redhat.com/cheat-sheets/odo-cheat-sheet)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: odo Cheat Sheet in the Kubernetes Tools ecosystem.
+  - [medium: Jenkins CICD Getting started with Groovy and Docker Containers β€”' Part 1](https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Jenkins CICD Getting started with Groovy and Docker Containers β€”' Part 1 in the Kubernetes Tools ecosystem.
+  - [medium - fabric8, please check out jenkins X instead](https://medium.com/@jstrachan/fabric8-please-check-out-jenkins-x-instead-8295a025173a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium - fabric8, please check out jenkins X instead in the Kubernetes Tools ecosystem.
+  - [Dzone - Continuous Delivery with OpenShift and Jenkins: A/B Testing 🌟](https://dzone.com/articles/continuous-delivery-with-openshift-and-jenkins-ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone - Continuous Delivery with OpenShift and Jenkins: A/B Testing 🌟 in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: OpenShift 3.11 Pipeline Builds with OpenShift Jenkins' Image and OpenShift DSL](https://docs.openshift.com/container-platform/3.11/dev_guide/dev_tutorials/openshift_pipeline.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift 3.11 Pipeline Builds with OpenShift Jenkins' Image and OpenShift DSL in the Kubernetes Tools ecosystem.
 ## CICD and DevOps
 
 ### Enterprise Jenkins
@@ -30,8 +37,8 @@
 #### 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)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced engineering blog detailing customized, cloud-native deployments of Jenkins on OpenShift. Explains how to leverage dynamic provisioning, custom configurations, and cluster-wide persistent volumes to stabilize Jenkins infrastructure.
   - **(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.
+  - **(2020)** [cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟](https://cloudowski.com/articles/jenkins-on-openshift) [GROOVY CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advanced engineering blog detailing customized, cloud-native deployments of Jenkins on OpenShift. Explains how to leverage dynamic provisioning, custom configurations, and cluster-wide persistent volumes to stabilize Jenkins infrastructure.
   - **(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.
@@ -92,7 +99,6 @@
   - **(2026)** [github.com/openshift/pipelines-tutorial](https://github.com/openshift/pipelines-tutorial) ⭐ 322 [YAML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive learning path and hands-on laboratory environment focused on Tekton. Provides configurations for Tasks, Pipelines, PipelineRuns, and Trigger EventListeners on OpenShift clusters, validating cloud-native automation patterns.
   - **(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.
   - **(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)** [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.
   - **(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
 
@@ -108,5 +114,5 @@
   - **(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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Flux](./flux.md) | [Argo](./argo.md)
 
diff --git a/v2-docs/openshift.md b/v2-docs/openshift.md
index b18a0321..9f26b803 100644
--- a/v2-docs/openshift.md
+++ b/v2-docs/openshift.md
@@ -9,20 +9,40 @@
 
 #### General Reference
 
-  - [docs.openshift.com 🌟](https://docs.redhat.com/en)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Enabling tab completion](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/cli_tools/openshift-cli-oc#cli-configuring-cli)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [developers.redhat.com: **Red Hat Container Development Kit**](https://developers.redhat.com/products/rhel)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: OpenShift 3 Overview](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/architecture/architecture-index)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: OpenShift 3 Securing the Container Platform](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/container_security_guide/security-platform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [ocs.openshift.com: OpenShift 4 Understanding Authentication](https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/authentication_and_authorization/understanding-authentication)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Managing Security Context Constraints](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/cluster_administration/admin-guide-manage-scc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [docs.openshift.com: Managing Security Context Constraints. Security Context Constraints](https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/architecture/additional-concepts#architecture-additional-concepts-authorization)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com 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.
+  - [uncontained.io/articles/openshift-ha-installation](http://uncontained.io/articles/openshift-ha-installation/)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering uncontained.io in the Kubernetes Tools ecosystem.
+  - [aroworkshop.io 🌟](http://aroworkshop.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aroworkshop.io in the Kubernetes Tools ecosystem.
+  - [O'Reilly Free Book: **Openshift for developers**](https://www.redhat.com/en/technologies/cloud-computing/openshift/for-developers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [NetworkPolicies and Microsegmentation](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/networkpolicies-and-microsegmentation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.
+  - [learn.openshift.com](https://learn.openshift.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: Understanding networking](https://docs.openshift.com/container-platform/4.4/networking/understanding-networking.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Understanding networking in the Kubernetes Tools ecosystem.
+  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem.
+  - [OpenShift 3.11: Configuring the cluster auto-scaler in AWS](https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscaler.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 3.11: Configuring the cluster auto-scaler in AWS in the Kubernetes Tools ecosystem.
+  - [OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](https://docs.openshift.com/container-platform/4.4/machine_management/applying-autoscaling.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster in the Kubernetes Tools ecosystem.
+  - [Wikipedia.org: OpenShift](https://en.wikipedia.org/wiki/OpenShift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia.org: OpenShift in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com 🌟](https://docs.openshift.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com 🌟 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.
+  - [OpenShift.io](https://openshift.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering OpenShift.io in the Kubernetes Tools ecosystem.
+  - [openshift-ireland.com](https://openshift-ireland.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering openshift-ireland.com in the Kubernetes Tools ecosystem.
+  - [I’m So Sorry OpenShift, I’ve Taken You for Granted 🌟](https://medium.com/swlh/im-so-sorry-openshift-i-ve-taken-you-for-granted-f36fb47ea4d9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering I’m So Sorry OpenShift, I’ve Taken You for Granted 🌟 in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: Enabling tab completion](https://docs.openshift.com/container-platform/4.4/cli_reference/openshift_cli/configuring-cli.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Enabling tab completion in the Kubernetes Tools ecosystem.
+  - [medium: How to enable OpenShift oc bash auto completion](https://medium.com/@ismailyenigul/how-to-enable-openshift-oc-bash-auto-completion-958b80e56e17)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to enable OpenShift oc bash auto completion in the Kubernetes Tools ecosystem.
+  - [udemy.com: Red Hat OpenShift With Jenkins: DevOps For Beginners](https://www.udemy.com/red-hat-openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Red Hat OpenShift With Jenkins: DevOps For Beginners in the Kubernetes Tools ecosystem.
+  - [udemy.com: OpenShift Enterprise v3.2 Installation and Configuration](https://www.udemy.com/openshift-enterprise-installation-and-configuration/learn/v4/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: OpenShift Enterprise v3.2 Installation and Configuration in the Kubernetes Tools ecosystem.
+  - [udemy.com: Ultimate Openshift (2018) Bootcamp by School of Devops 🌟](https://www.udemy.com/ultimate-openshift-bootcamp-by-school-of-devops)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Ultimate Openshift (2018) Bootcamp by School of Devops 🌟 in the Kubernetes Tools ecosystem.
+  - [Udemy: OpenShift 4 desde cero 🌟](https://www.udemy.com/course/openshift-4-desde-cero)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Udemy: OpenShift 4 desde cero 🌟 in the Kubernetes Tools ecosystem.
+  - [developers.redhat.com: **Red Hat Container Development Kit**](https://developers.redhat.com/products/cdk/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: **Red Hat Container Development Kit** 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.
+  - [docs.openshift.com: OpenShift 3 Overview](https://docs.openshift.com/container-platform/3.11/architecture/index.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift 3 Overview in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: OpenShift 3 Securing the Container Platform](https://docs.openshift.com/container-platform/3.11/security/securing_container_platform.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: OpenShift 3 Securing the Container Platform in the Kubernetes Tools ecosystem.
+  - [ocs.openshift.com: OpenShift 4 Understanding Authentication](https://docs.openshift.com/container-platform/4.4/authentication/understanding-authentication.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ocs.openshift.com: OpenShift 4 Understanding Authentication in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: Managing Security Context Constraints](https://docs.openshift.com/container-platform/3.11/admin_guide/manage_scc.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Managing Security Context Constraints in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: Managing Security Context Constraints. Security Context' Constraints](https://docs.openshift.com/container-platform/3.11/architecture/additional_concepts/authorization.html#security-context-constraints)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Managing Security Context Constraints. Security Context' Constraints in the Kubernetes Tools ecosystem.
   - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ref3 in the Kubernetes Tools ecosystem.
   - [stackoverflow.com: Is that possible to deploy an openshift or kubernetes' in DMZ zone? 🌟](https://stackoverflow.com/questions/59518363/is-that-possible-to-deploy-an-openshift-or-kubernetes-in-dmz-zone)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com: Is that possible to deploy an openshift or kubernetes' in DMZ zone? 🌟 in the Kubernetes Tools ecosystem.
+  - [cloud.ibm.com: OpenShift Ingress](https://cloud.ibm.com/docs/openshift?topic=openshift-ingress)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.ibm.com: OpenShift Ingress 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.
+  - [IBM Cloud Pak Playbook: cloudpak8s.io](https://cloudpak8s.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Cloud Pak Playbook: cloudpak8s.io in the Kubernetes Tools ecosystem.
 ## CI-CD
 
 ### GitLab
@@ -115,6 +135,13 @@
 #### 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#what_is_kruize_autotune_) [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
@@ -209,5 +236,5 @@
   - **(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:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
diff --git a/v2-docs/oraclecloud.md b/v2-docs/oraclecloud.md
index 4ea62cac..21860d77 100644
--- a/v2-docs/oraclecloud.md
+++ b/v2-docs/oraclecloud.md
@@ -3,6 +3,15 @@
 !!! info "Architectural Context"
     Detailed reference for Oracle Cloud Infrastructure (OCI) in the context of Cloud Providers (Hyperscalers).
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure' with ease](https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure' with ease in the Kubernetes Tools ecosystem.
+  - [blogs.oracle.com: Oracle RAC on Docker - Now with Full Production Support](https://blogs.oracle.com/maa/post/oracle-rac-on-docker-now-with-full-production-support)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.oracle.com: Oracle RAC on Docker - Now with Full Production Support in the Kubernetes Tools ecosystem.
+  - [blogs.oracle.com: Announcing private Kubernetes clusters](https://blogs.oracle.com/cloud-infrastructure/announcing-private-kubernetes-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.oracle.com: Announcing private Kubernetes clusters in the Kubernetes Tools ecosystem.
 ## Cloud Integrations
 
 ### Oracle Cloud
@@ -32,5 +41,5 @@
   - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
 
diff --git a/v2-docs/other-awesome-lists.md b/v2-docs/other-awesome-lists.md
index f5fbbcdf..1291dcdc 100644
--- a/v2-docs/other-awesome-lists.md
+++ b/v2-docs/other-awesome-lists.md
@@ -10,6 +10,11 @@
 #### Resources
 
   - **(2026)** [visenger/awesome-mlops: Awesome MLOps](https://github.com/visenger/awesome-mlops) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A structured directory detailing operational machine learning (MLOps) packages, pipeline orchestrators (Kubeflow, MLflow), and feature store architectures. Essential for platform teams bridging data science workflows with production-grade Kubernetes automation frameworks.
+### Training
+
+#### Fundamentals
+
+  - **(2026)** [==ekramasif/Basic-Machine-Learning==](https://github.com/ekramasif/Basic-Machine-Learning) ⭐ 80 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A fundamental training repository compiling essential algorithms, scientific computing models, and conceptual guides for starting in Machine Learning. Focuses on classical statistical methods, regression math, and basic Python integrations. Provides a valuable baseline for engineering squads learning ML concepts.
 ## AI Engineering
 
 ### Model Context Protocol
@@ -29,6 +34,13 @@
 #### Resources (2)
 
   - **(2026)** [==Awesome API Management Tools==](https://github.com/mailtoharshit/Awesome-Api-Management-Tools) ⭐ 86 [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A directory focused on API design portals, lifecycle management tools, and specification utilities (like OpenAPI/Swagger). This list aids enterprise architects in establishing API-first development strategies and internal developer platform registries. It supports transition pathways from monolithic configurations to service meshes.
+## Application Integration
+
+### API Design
+
+#### Documentation
+
+  - **(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
@@ -64,7 +76,7 @@
 
   - **(2026)** [github.com/kristofferandreasen/awesome-azure: Awesome Azure](https://github.com/kristofferandreasen/awesome-azure) [N/A CONTENT]  [LEGACY] β€” A structured directory detailing Azure-focused scripts, arm templates, and services. It provides functional entry points for systems engineers navigating Microsoft's cloud ecosystem. While some elements lean towards legacy ARM configurations, it provides solid structural patterns for hybrid-cloud architects.
   - **(2026)** [github.com/simhol/awesome-azure: Awesome Azure](https://github.com/simhol/awesome-azure) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A community-maintained resource collection for Azure deployments, automation scripts, and management frameworks. This index aggregates specialized tools and networking resources that complement official Microsoft documentation. It functions as a valuable secondary reference for enterprise cloud-migration pipelines.
-#### Training
+#### 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
@@ -198,8 +210,8 @@
 
   - **(2023)** [==@ramitsurana' Awesome Kubernetes==](https://ramitsurana.github.io/awesome-kubernetes) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A thoroughly organized directory of tools, books, tutorials, and libraries designed for Kubernetes users. Serves as an invaluable learning roadmap for operations engineers and developers to discover and adopt production-grade tooling in their DevOps lifecycles.
   - **(2023)** [==tomhuang12: Awesome Kubernetes Resources==](https://github.com/tomhuang12/awesome-k8s-resources) ⭐ 4161 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional index featuring top-tier educational materials, reference setups, architectural slides, and video tutorials on Kubernetes operations. Designed to help SREs and cloud architects gain advanced master-level understanding of orchestration internals.
-  - **(2023)** [==run-x/awesome-kubernetes==](https://github.com/run-x/awesome-kubernetes) ⭐ 379 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized directory compiling infrastructure automation, IAC templates, and deployment scripts for Kubernetes clusters. Highlights tools designed to expedite cloud environment setups and secure CI/CD orchestration paths.
   - **(2023)** [==@jk8s' Awesome Kubernetes==](https://github.com/jk8s/awesome-kubernetes) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to optimize day-to-day cluster administration workflows.
+  - **(2023)** [==run-x/awesome-kubernetes==](https://github.com/run-x/awesome-kubernetes) ⭐ 379 [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized directory compiling infrastructure automation, IAC templates, and deployment scripts for Kubernetes clusters. Highlights tools designed to expedite cloud environment setups and secure CI/CD orchestration paths.
 #### Kubernetes Tools
 
   - **(2023)** [Awesome kubetools](http://dockerlabs.collabnix.com/kubernetes/kubetools) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] β€” A curated handbook cataloging CLI-level tools, visual interfaces, and monitoring integrations for Kubernetes clusters. This repository serves as a catalog of terminal enhancements like k9s and kubectx to streamline manual control of multiple namespaces.
@@ -222,7 +234,7 @@
 
   - **(2023)** [==magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟==](https://github.com/magnologan/awesome-k8s-security) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. It collects key scanning tools such as Falco, Trivy, and Polaris, helping cloud compliance officers map cluster defense strategies against known attack matrices.
   - **(2023)** [==ksoclabs/awesome-kubernetes-security 🌟==](https://github.com/ksoclabs/awesome-kubernetes-security) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers auditing the security posture of enterprise orchestrators.
-#### Training (1)
+#### Training (2)
 
   - **(2023)** [==github.com/joseadanof: Awesome Cloud Native Trainings==](https://github.com/joseadanof/awesome-cloudnative-trainings) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A thoroughly organized directory cataloging cloud-native certifications (CKA, CKAD, CKS), training centers, and open labs. Extremely useful for platform engineering managers designing structured learning and technical progression tracks for their teams.
 ### Cheat Sheets
@@ -324,7 +336,7 @@
 
   - **(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.
   - **(2026)** [awesomerank.github.io: janikvonrotz/awesome-powershell](https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html) [N/A CONTENT]  [LEGACY] β€” An automatically ranked rendering of the Awesome PowerShell directory, categorizing contributions by community engagement and updates. It provides engineers with instant visibility into which PowerShell modules are actively maintained versus those that have lapsed into legacy status.
-## Documentation
+## Documentation (1)
 
 ### Alternative Docs
 
@@ -449,6 +461,16 @@
 #### Search Engine
 
   - **(2023)** [==clusterpedia-io/clusterpedia 🌟==](https://github.com/clusterpedia-io/clusterpedia) ⭐ 873 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Clusterpedia is a high-performance open-source search engine for multi-cluster Kubernetes resources. It periodically synchronizes objects from countless distinct environments into a centralized database, exposing a standard Kubernetes API endpoint to enable low-latency, cross-cluster resource discovery and management.
+## Kubernetes Tools (1)
+
+### General Reference
+
+  - [kubezilla.com: Kubetools – Curated List of Kubernetes Tools](https://kubezilla.com/tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubezilla.com: Kubetools – Curated List of Kubernetes Tools in the Kubernetes Tools ecosystem.
+  - [divya-mohan0209.medium.com: Mo’ tenancy, Mo’ problems.](https://divya-mohan0209.medium.com/mo-tenancy-mo-problems-f031f75374f7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering divya-mohan0209.medium.com: Mo’ tenancy, Mo’ problems. in the Kubernetes Tools ecosystem.
+  - [Awesome WSL](https://awesomeopensource.com/project/sirredbeard/Awesome-WSL)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Awesome WSL in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟 in the Kubernetes Tools ecosystem.
+  - [awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟](https://awesomeopensource.com/projects/cidr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟 in the Kubernetes Tools ecosystem.
+  - [wiki.bash-hackers.org](https://wiki.bash-hackers.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wiki.bash-hackers.org in the Kubernetes Tools ecosystem.
 ## Observability and Monitoring
 
 ### Application Performance Monitoring
@@ -588,5 +610,5 @@
   - **(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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/performance-testing-with-jenkins-and-jmeter.md b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
index 7126be48..3ffc0dbe 100644
--- a/v2-docs/performance-testing-with-jenkins-and-jmeter.md
+++ b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
@@ -10,28 +10,39 @@
 #### General Reference
 
   - [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.
+  - [blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?](https://www.blazemeter.com/blog/open-source-load-testing-tools-which-one-should-you-use)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com: Open Source Load Testing Tools: Which One Should You Use? in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Gatling vs JMeter vs The Grinder: Comparing Load Test Tools](https://www.baeldung.com/gatling-jmeter-grinder-comparison)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Gatling vs JMeter vs The Grinder: Comparing Load Test Tools in the Kubernetes Tools ecosystem.
   - [Gatling vs JMeter](https://dzone.com/articles/gatling-vs-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Gatling vs JMeter in the Kubernetes Tools ecosystem.
   - [Dzone: JMeter tutorial](https://dzone.com/articles/jmeter-tutorial-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: JMeter tutorial in the Kubernetes Tools ecosystem.
   - [Dzone: JMeter tutorial for beginners](https://dzone.com/articles/jmeter-tutorial-for-beginners-jmeter-load-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: JMeter tutorial for beginners in the Kubernetes Tools ecosystem.
   - [Dzone: Apache JMeter Keyboards shortcuts](https://dzone.com/articles/apache-jmeter-keyboard-shortcuts)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Apache JMeter Keyboards shortcuts in the Kubernetes Tools ecosystem.
+  - [testinglpoint.com: Timer in JMeter](https://www.testinglpoint.com/timer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testinglpoint.com: Timer in JMeter in the Kubernetes Tools ecosystem.
+  - [testinglpoint.com: Features of JMeter](https://www.testinglpoint.com/features-of-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testinglpoint.com: Features of JMeter in the Kubernetes Tools ecosystem.
+  - [gslab.com: How to Optimize Performance Testing with Apache JMeter and Resources' Monitoring Using DStat](https://www.gslab.com/blogs/performance-testing-with-Apache-JMeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gslab.com: How to Optimize Performance Testing with Apache JMeter and Resources' Monitoring Using DStat in the Kubernetes Tools ecosystem.
+  - [rollno748.medium.com: Load testing GCP Pub/Sub using JMeter](https://rollno748.medium.com/load-testing-gcp-pub-sub-using-jmeter-9eff79440beb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rollno748.medium.com: Load testing GCP Pub/Sub using JMeter in the Kubernetes Tools ecosystem.
   - [blazemeter.com](https://www.blazemeter.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blazemeter.com in the Kubernetes Tools ecosystem.
+  - [Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins' 🌟](https://www.blazemeter.com/blog/continuous-integration-101-how-run-jmeter-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins' 🌟 in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Configure Jenkins to Run and Show JMeter Tests](https://www.baeldung.com/jenkins-and-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Configure Jenkins to Run and Show JMeter Tests in the Kubernetes Tools ecosystem.
   - [DZone.com: 2 ways to integrate jmeter tests into jenkins](https://dzone.com/articles/2-ways-to-integrate-jmeter-tests-into-jenkins)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DZone.com: 2 ways to integrate jmeter tests into jenkins in the Kubernetes Tools ecosystem.
+  - [Guru99.com: Jmeter and BlazeMeter Integration with Jenkins](https://www.guru99.com/jenkins-jmeter-blazemeter.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Guru99.com: Jmeter and BlazeMeter Integration with Jenkins in the Kubernetes Tools ecosystem.
   - [Perfomance Testing with Gatling](https://dzone.com/articles/perfomance-testing-with-gatling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Perfomance Testing with Gatling in the Kubernetes Tools ecosystem.
   - [Gatling: A Lightweight Load Testing Tool](https://dzone.com/articles/gatling-light-weight-load-testing-tool)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Gatling: A Lightweight Load Testing Tool in the Kubernetes Tools ecosystem.
   - [An Introduction to Load Testing With Gatling](https://dzone.com/articles/gatling-gun-is-now-a-prospecting-tool-for-testers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering An Introduction to Load Testing With Gatling in the Kubernetes Tools ecosystem.
   - [Gatling Performance Testing Pros and Cons](https://dzone.com/articles/gatling-performance-testing-pros-and-cons)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Gatling Performance Testing Pros and Cons in the Kubernetes Tools ecosystem.
   - [How to Set up a Gatling Test's Implementation Environment 🌟](https://dzone.com/articles/how-to-set-up-a-gatling-tests-implementation-envir)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Set up a Gatling Test's Implementation Environment 🌟 in the Kubernetes Tools ecosystem.
   - [How to Use RegEx Extractor in Gatling Projects](https://dzone.com/articles/how-to-use-regex-extractor-in-gatling-projects)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How to Use RegEx Extractor in Gatling Projects in the Kubernetes Tools ecosystem.
+  - [qautomation.blog: Power Full Load Testing Tool : Gatling](https://qautomation.blog/2019/05/03/power-full-load-testing-tool-gatling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qautomation.blog: Power Full Load Testing Tool : Gatling in the Kubernetes Tools ecosystem.
   - [API Load Testing With Gatling](https://dzone.com/articles/api-load-testing-with-gatling)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering API Load Testing With Gatling in the Kubernetes Tools ecosystem.
   - [Load Testing Your DataBase-Connected APIs With Gatling](https://dzone.com/articles/load-testing-your-database-connected-apis-with-gat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Load Testing Your DataBase-Connected APIs With Gatling in the Kubernetes Tools ecosystem.
   - [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.
-## CI-CD Platforms
-
-### Jenkins
-
-#### Performance Integration
-
-  - **(2022)** [**Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins 🌟**](https://www.blazemeter.com/blog/continuous-integration-jenkins) [GUIDE] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Step-by-step technical guide for integrating Apache JMeter load tests within Jenkins CI/CD pipelines. Explains performance threshold configuration, dynamic build promotion, and reporting plugins. Highly valuable for establishing automated performance regression gates in automated delivery cycles.
+  - [gatling.io: Jenkins plugin](https://gatling.io/docs/current/extensions/jenkins_plugin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gatling.io: Jenkins plugin in the Kubernetes Tools ecosystem.
+  - [baeldung.com: Run Gatling Tests From Jenkins](https://www.baeldung.com/jenkins-run-gatling-tests)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Run Gatling Tests From Jenkins in the Kubernetes Tools ecosystem.
+  - [medium.com: Pipeline Performance Testing with Jenkins and Gatling](https://medium.com/thepeg/pipeline-performance-testing-with-jenkins-and-gatling-b7b762274680)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Pipeline Performance Testing with Jenkins and Gatling in the Kubernetes Tools ecosystem.
+  - [venturebeat.com: Microsoft launches fully managed Azure Load Testing service](https://venturebeat.com/2021/11/30/microsoft-launches-fully-managed-azure-load-testing-service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Microsoft launches fully managed Azure Load Testing service in the Kubernetes Tools ecosystem.
+  - [webpagetest.org](https://webpagetest.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering webpagetest.org in the Kubernetes Tools ecosystem.
+  - [blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance' Testing with Torque](https://blog.dream11engineering.com/finding-order-in-chaos-how-we-automated-performance-testing-with-torque-6eb63706fcea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance' Testing with Torque in the Kubernetes Tools ecosystem.
+  - [tech.loveholidays.com: Load testing in production with Grafana Loki, Kubernetes' and Golang](https://tech.loveholidays.com/load-testing-in-production-with-grafana-loki-kubernetes-and-golang-1699554d2aa3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.loveholidays.com: Load testing in production with Grafana Loki, Kubernetes' and Golang in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: The 5-Step Checklist for Serverless Load Testing](https://betterprogramming.pub/the-5-step-checklist-for-serverless-load-testing-346f4a60841d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The 5-Step Checklist for Serverless Load Testing in the Kubernetes Tools ecosystem.
 ## CICD
 
 ### GitHub Actions
@@ -39,7 +50,7 @@
 #### Performance Automation
 
   - **(2022)** [thenewstack.io: Simple Load Testing with GitHub Actions](https://thenewstack.io/simple-load-testing-with-github-actions) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Practical engineering guide detailing how to build an automated, zero-infrastructure load testing flow using GitHub Actions. It highlights how integrating lightweight load generators (like k6 or Vegeta) into standard YAML workflows establishes early performance baselines and guards against performance regressions.
-### Jenkins (1)
+### Jenkins
 
 #### Reporting Plugins
 
@@ -54,13 +65,6 @@
   - **(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
@@ -89,13 +93,13 @@
 
   - **(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] [GUIDE] 🌟🌟🌟 [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.
-## Quality Engineering
+### Testing (1)
 
-### Performance Testing
+#### Benchmarking
 
-#### Open Source Tools
+##### HTTP Tools
 
-  - **(2023)** [blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?](https://www.blazemeter.com/blog/open-source-load-testing-tools) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A comprehensive comparison of open-source load testing utilities including JMeter, Locust, and k6. The guide evaluates key selection criteria such as protocol support, scripting language, and distributed execution capabilities. It assists infrastructure and quality engineers in selecting the optimal performance verification framework.
+  - **(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
@@ -103,9 +107,9 @@
 #### 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 (1)
+## Testing (2)
 
-### Performance Testing (1)
+### Performance Testing
 
 #### Gatling
 
@@ -133,5 +137,5 @@
   - **(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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [QA](./qa.md) | [Test Automation Frameworks](./test-automation-frameworks.md)
 
diff --git a/v2-docs/postman.md b/v2-docs/postman.md
index 3ad5d165..b821af6e 100644
--- a/v2-docs/postman.md
+++ b/v2-docs/postman.md
@@ -13,20 +13,17 @@
 #### Postman Proxy
 
   - **(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
-
-#### Engineering Blogs
-
-  - **(2026)** [**blog.getpostman.com**](https://blog.postman.com) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official Postman engineering blog highlighting modern practices in API design, automated testing, mocking, and API-first architectures. Contains high-depth articles on security, governance, and integrating API testing into global pipelines. Offers valuable insights into cross-team API collaboration.
 ## Architectural Foundations
 
 ### Kubernetes Tools
 
 #### General Reference
 
+  - [blog.getpostman.com](https://blog.getpostman.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.getpostman.com in the Kubernetes Tools ecosystem.
   - [Dzone: how to use postman to manage and execute your APIs](https://dzone.com/articles/how-to-use-postman-to-manage-and-execute-your-apis)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: how to use postman to manage and execute your APIs in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Tutorial: Your Complete Guide to Deploying an App on' AWS with Postman 🌟](https://medium.com/better-practices/kubernetes-tutorial-b6f302a67426)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Tutorial: Your Complete Guide to Deploying an App on' AWS with Postman 🌟 in the Kubernetes Tools ecosystem.
+  - [vaishnavidontha.hashnode.dev: API Testing using Postman - Part 1](https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vaishnavidontha.hashnode.dev: API Testing using Postman - Part 1 in the Kubernetes Tools ecosystem.
+  - [blog.balasundar.com: Run Postman collections using Newman and Python](https://blog.balasundar.com/run-postman-collections-using-newman-and-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.balasundar.com: Run Postman collections using Newman and Python in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Microservices
@@ -34,9 +31,18 @@
 #### Internal Developer Platforms
 
   - **(2021)** [blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with' Microservices](https://blog.postman.com/matrix-postman-internal-tool-microservices) [ADVANCED LEVEL] [CASE STUDY]  [CASE STUDY] [COMMUNITY-TOOL] β€” Matrix is Postman's internal developer tool designed to orchestrate local microservices development, simplifying the execution and coordination of dependent services. It acts as a lightweight developer portal, bridging the gap between local compose files and remote staging environments. Live engineering truth reveals it as a custom service runner that enhances developer workflow automation and mitigates configuration drift.
+## Quality Assurance
+
+### API Testing Automation
+
+#### Postman Guides
+
+##### Testing Frameworks
+
+  - **(2021)** [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curator Insight presents this masterclass from FreeCodeCamp for comprehensive API testing utilizing Postman. Live Grounding notes that while GUI based testing is powerful for debugging, exporting these suites for CLI integration via Newman remains the gold standard for automated pipelines. It serves as an essential foundational guide for quality engineering.
 ## Security and Governance
 
-### API Lifecycle (1)
+### API Lifecycle
 
 #### Secrets Management
 
@@ -53,6 +59,11 @@
   - **(2026)** [Drools](https://kie.apache.org) [JAVA CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Drools is a powerful, production-ready Business Rules Management System (BRMS) featuring a forward and backward-chaining inference engine (RETE OO-algorithm) for decoupling enterprise logic from complex microservice structures.
 ## Software Testing
 
+### API Automation
+
+#### KIE Server
+
+  - **(2020)** [developers.redhat.com: Automated API testing for the KIE Server](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” Focuses on setting up automated REST API test runners for KIE decision services. Demonstrates performance execution metrics, payload validation models, and CI integration pipelines using Postman and Newman test wrappers.
 ### API Security
 
 #### Postman Integrations
@@ -86,5 +97,5 @@
   - **(2026)** [learning.postman.com: Simulate user traffic to test your API performance](https://learning.postman.com/docs/collections/performance-testing/testing-api-performance) [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Comprehensive architectural documentation detailing Postman's built-in performance testing runner. This system enables localized load simulation, virtual user profiling, and API concurrency metrics analysis.
 
 ---
-πŸ’‘ **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) | [Java_Frameworks](./java_frameworks.md)
 
diff --git a/v2-docs/private-cloud-solutions.md b/v2-docs/private-cloud-solutions.md
index de5c9645..967bdf91 100644
--- a/v2-docs/private-cloud-solutions.md
+++ b/v2-docs/private-cloud-solutions.md
@@ -12,5 +12,5 @@
   - **(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.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
 
diff --git a/v2-docs/project-management-methodology.md b/v2-docs/project-management-methodology.md
index 0d1665ba..d683e8f7 100644
--- a/v2-docs/project-management-methodology.md
+++ b/v2-docs/project-management-methodology.md
@@ -12,9 +12,53 @@
   - [dzone: Project Management Methodology: A Beginner's Guide](https://dzone.com/articles/best-emerging-project-management-methodologies-in)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Project Management Methodology: A Beginner's Guide in the Kubernetes Tools ecosystem.
   - [dzone: A Complete Guide to the Project Management Lifecycle](https://dzone.com/articles/a-complete-guide-to-project-management-life-cycle)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: A Complete Guide to the Project Management Lifecycle in the Kubernetes Tools ecosystem.
   - [dzone: Top 40 Project Management Terms and Concepts of 2019](https://dzone.com/articles/top-40-project-management-terms-and-concepts-of-20)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top 40 Project Management Terms and Concepts of 2019 in the Kubernetes Tools ecosystem.
+  - [agilecheetah.com: Why So Many Developers are Fed Up with Agile](https://agilecheetah.com/why-so-many-developers-are-fed-up-with-agile-pt-3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering agilecheetah.com: Why So Many Developers are Fed Up with Agile in the Kubernetes Tools ecosystem.
+  - [medium: Scrum Teams That Don’t Verify Their Outcomes Are Basically Waterfall' Teams](https://medium.com/serious-scrum/scrum-teams-that-dont-verify-their-outcomes-are-basically-waterfall-teams-cb208acdcc61)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Scrum Teams That Don’t Verify Their Outcomes Are Basically Waterfall' Teams in the Kubernetes Tools ecosystem.
+  - [medium: Nine Steps to Successfully Start Your New Product Owner Job](https://medium.com/serious-scrum/nine-steps-to-successfully-start-your-new-product-owner-job-b276c85e3dde)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Nine Steps to Successfully Start Your New Product Owner Job in the Kubernetes Tools ecosystem.
+  - [carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog](https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e979)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog in the Kubernetes Tools ecosystem.
+  - [skamille.medium.com: How New Managers Fail Individual Contributors](https://skamille.medium.com/how-new-managers-fail-individual-contributors-839a13bda1c5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skamille.medium.com: How New Managers Fail Individual Contributors in the Kubernetes Tools ecosystem.
+  - [acumen.io: Can Kanban scale for teams of over 50 developers? When should' you consider moving to Scrum?](https://www.acumen.io/blog/can-kanban-scale-for-teams-of-over-50-developers-when-should-you-consider-moving-to-scrum)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering acumen.io: Can Kanban scale for teams of over 50 developers? When should' you consider moving to Scrum? in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Speed Up Your Progress With Feedback](https://betterprogramming.pub/how-to-speed-up-your-progress-with-feedback-1f41872b290a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Speed Up Your Progress With Feedback in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Sprint Planning: Best Practices](https://betterprogramming.pub/sprint-planning-best-practices-1aad4103f6cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Sprint Planning: Best Practices in the Kubernetes Tools ecosystem.
+  - [medium.com/@victor.ronin: The dark side of a cross-functional team](https://medium.com/@victor.ronin/the-dark-side-of-a-cross-functional-team-e0d379e37c70)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@victor.ronin: The dark side of a cross-functional team in the Kubernetes Tools ecosystem.
+  - [alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟](https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-engineering-teams-323d1f78ef68)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@TonyBologni: 4 reasons why 4 is the perfect team size for (agile)' software development 🌟](https://medium.com/@TonyBologni/4-reasons-why-4-is-the-perfect-team-size-for-agile-software-development-8597d33f3cfe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@TonyBologni: 4 reasons why 4 is the perfect team size for (agile)' software development 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/dkatalis: Component Team vs Feature Team in a Nutshell 🌟](https://medium.com/dkatalis/component-team-vs-feature-team-in-a-nutshell-60c58671496f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/dkatalis: Component Team vs Feature Team in a Nutshell 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/the-ascent: Quiet People in Meetings Are Incredible](https://medium.com/the-ascent/quiet-people-in-meetings-are-incredible-7bb05ef9acd1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/the-ascent: Quiet People in Meetings Are Incredible in the Kubernetes Tools ecosystem.
+  - [autoblog.com: VW CEO lost his job over buggy software that delayed new models](https://www.autoblog.com/2022/07/25/vw-ceo-herbert-diess-fired-over-cariad-buggy-software)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering autoblog.com: VW CEO lost his job over buggy software that delayed new models in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Techniques for Managing Your Time and Cognitive Load' as a Senior Leader](https://betterprogramming.pub/techniques-for-managing-your-time-and-cognitive-load-as-a-senior-leader-2b9eadb0daa4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Techniques for Managing Your Time and Cognitive Load' as a Senior Leader in the Kubernetes Tools ecosystem.
+  - [medium.com/awesome-agile: 10 Ways Managers are Wasting Their Developers' Potential](https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-potential-5c0d78d8f8ba)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/awesome-agile: 10 Ways Managers are Wasting Their Developers' Potential in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Stop Hiring Software Engineers](https://betterprogramming.pub/stop-hiring-software-engineers-8545520437ac)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Stop Hiring Software Engineers in the Kubernetes Tools ecosystem.
+  - [medium.com/developer-purpose: Think before you code. Engineering’s most' underrated advice](https://medium.com/developer-purpose/think-before-you-code-engineerings-most-underrated-advice-40b47e08a3fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/developer-purpose: Think before you code. Engineering’s most' underrated advice in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Grow as a (Software) Engineering Manager](https://betterprogramming.pub/how-do-you-grow-as-a-software-engineering-manager-33a05873693)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Grow as a (Software) Engineering Manager in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Good Leadership Is About Growth, Not Brilliance](https://betterprogramming.pub/good-leadership-is-about-growth-not-brilliance-af8ca30f1a3a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Good Leadership Is About Growth, Not Brilliance in the Kubernetes Tools ecosystem.
+  - [betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a' Young Employee](https://betterhumans.pub/8-communication-hacks-i-use-to-appear-more-senior-as-a-young-employee-9106468bf5aa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a' Young Employee in the Kubernetes Tools ecosystem.
+  - [jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity](https://jproco.medium.com/deliver-a-product-roadmap-that-survives-startup-velocity-f9be4fb9893e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity in the Kubernetes Tools ecosystem.
+  - [medium.com/career-of-you: A Ten-Step Process for Team Leaders to Reduce' Meeting Overload and Take Back Their Time](https://medium.com/career-of-you/a-ten-step-process-for-team-leaders-to-reduce-meeting-overload-and-take-back-their-time-407cf1f8f09b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/career-of-you: A Ten-Step Process for Team Leaders to Reduce' Meeting Overload and Take Back Their Time in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: The Importance of Code Ownership 🌟](https://betterprogramming.pub/the-underestimated-importance-of-clear-code-ownership-baed758e47b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Importance of Code Ownership 🌟 in the Kubernetes Tools ecosystem.
+  - [bootcamp.uxdesign.cc: A quick win to prepare for every meeting using templates](https://bootcamp.uxdesign.cc/a-quick-win-to-prepare-for-every-meeting-using-templates-d2359c849433)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bootcamp.uxdesign.cc: A quick win to prepare for every meeting using templates in the Kubernetes Tools ecosystem.
+  - [huryn.substack.com: 3 Ways to Create 10X Better Product Roadmaps](https://huryn.substack.com/p/3-ways-to-create-10x-better-product)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering huryn.substack.com: 3 Ways to Create 10X Better Product Roadmaps in the Kubernetes Tools ecosystem.
+  - [jchyip.medium.com: My critique of β€œthe Spotify Model”: Part 1](https://jchyip.medium.com/my-critique-of-the-spotify-model-part-1-197d335ef7af)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jchyip.medium.com: My critique of β€œthe Spotify Model”: Part 1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@tom-neal: CTO Checklist](https://medium.com/@tom-neal/cto-checklist-1a2ef3d6502)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tom-neal: CTO Checklist in the Kubernetes Tools ecosystem.
   - [dzone.com: Productivity: Noise Is the Problem 🌟🌟](https://dzone.com/articles/effectiveness-noise-is-the-problem)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone.com: Productivity: Noise Is the Problem== 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: How to manage your technical backlog](https://levelup.gitconnected.com/how-to-manage-your-technical-backlog-868415f8eea9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: How to manage your technical backlog in the Kubernetes Tools ecosystem.
+  - [techrepublic.com: What is Lean Software Development?](https://www.techrepublic.com/article/lean-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: What is Lean Software Development? in the Kubernetes Tools ecosystem.
+  - [medium.com/@ElizAyer: Meetings *are* the work](https://medium.com/@ElizAyer/meetings-are-the-work-9e429dde6aa3)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ElizAyer: Meetings *are* the work in the Kubernetes Tools ecosystem.
+  - [inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,' Not Process. Research Shows He Was Right](https://www.inc.com/jeff-haden/27-years-ago-steve-jobs-said-best-employees-focus-on-content-not-process-workplace-research-shows-he-was-right.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,' Not Process. Research Shows He Was Right in the Kubernetes Tools ecosystem.
+  - [Bus factor](https://en.wikipedia.org/wiki/Bus_factor)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Bus factor in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: The Only True Agency A Software Engineer Requires](https://medium.com/codex/the-only-true-agency-a-software-engineer-requires-2c0816b263bc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: The Only True Agency A Software Engineer Requires in the Kubernetes Tools ecosystem.
+  - [eleconomista.es: CΓ³mo es un mal jefe y quΓ© debe aprender para liderar mejor' su empresa (y ser feliz)](https://www.eleconomista.es/status/noticias/10679296/07/20/Como-es-un-mal-jefe-y-que-debe-aprender-para-liderar-mejor-su-empresa-y-ser-feliz.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering eleconomista.es: CΓ³mo es un mal jefe y quΓ© debe aprender para liderar mejor' su empresa (y ser feliz) in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Team Topologies β€” A New Way of Thinking About Teams](https://betterprogramming.pub/team-topologies-a-new-way-of-thinking-about-teams-8f4853038509)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Team Topologies β€” A New Way of Thinking About Teams in the Kubernetes Tools ecosystem.
+  - [rethinkagile.org: 5 reasons why Agile is better than Waterfall](https://www.rethinkagile.org/post/5-reasons-why-agile-is-better-than-waterfall)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rethinkagile.org: 5 reasons why Agile is better than Waterfall in the Kubernetes Tools ecosystem.
+  - [thedigitalprojectmanager.com: Waterfall Vs Agile: ΒΏCuΓ‘l MetodologΓ­a Debes' Utilizar Para Tu Proyecto?](https://thedigitalprojectmanager.com/es/agile-frente-a-waterfall)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Waterfall Vs Agile: ΒΏCuΓ‘l MetodologΓ­a Debes' Utilizar Para Tu Proyecto? in the Kubernetes Tools ecosystem.
   - [guru99.com: Agile Vs Scrum: Know the Difference](https://www.guru99.com/agile-vs-scrum.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: Agile Vs Scrum: Know the Difference in the Kubernetes Tools ecosystem.
+  - [medium: Are Scrum and Kanban Allies Or Enemies?](https://medium.com/serious-scrum/are-scrum-and-kanban-allies-or-enemies-9d1d27353cd7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Are Scrum and Kanban Allies Or Enemies? in the Kubernetes Tools ecosystem.
+  - [wikipedia: Responsibility assignment matrix](https://en.wikipedia.org/wiki/Responsibility_assignment_matrix)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Responsibility assignment matrix in the Kubernetes Tools ecosystem.
+  - [thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix' (RACI Chart) That Works](https://thedigitalprojectmanager.com/raci-chart-made-simple)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix' (RACI Chart) That Works in the Kubernetes Tools ecosystem.
+  - [Minimum Viable Product](https://en.wikipedia.org/wiki/Minimum_viable_product)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Minimum Viable Product in the Kubernetes Tools ecosystem.
+  - [medium: MVP vs MDP = Viability vs Delight. What You Really Need?](https://medium.com/swlh/mvp-vs-mdp-viability-vs-delight-what-you-really-need-296b42df005d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: MVP vs MDP = Viability vs Delight. What You Really Need? in the Kubernetes Tools ecosystem.
   - [reddit.com: Promotion Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Promotion Driven Development in the Kubernetes Tools ecosystem.
+  - [en.wikipedia.org: Kiss up kick down](https://en.wikipedia.org/wiki/Kiss_up_kick_down)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Prototyping
@@ -209,7 +253,7 @@
 
 #### Career Development (3)
 
-  - **(2023)** [**Promotion-Based Development: A Fast Track to Mediocrity**](https://vadimkravcenko.com/shorts/promotion-based-development) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stability. Warns against standard architectural anti-patterns created by misaligned individual KPIs. Highly valuable reading for engineering leadership.
+  - **(2023)** [**Promotion-Based Development: A Fast Track to Mediocrity**](https://vadimkravcenko.com/shorts/promotion-based-development/) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stability. Warns against standard architectural anti-patterns created by misaligned individual KPIs. Highly valuable reading for engineering leadership.
 ## Organizational Design (1)
 
 ### Team Topologies
@@ -335,5 +379,5 @@
   - **(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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
 
diff --git a/v2-docs/project-management-tools.md b/v2-docs/project-management-tools.md
index 4419caa2..04c055b8 100644
--- a/v2-docs/project-management-tools.md
+++ b/v2-docs/project-management-tools.md
@@ -3,6 +3,15 @@
 !!! info "Architectural Context"
     Detailed reference for Project Management Tools in the context of Platform & Site Reliability.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [Servicenow](https://www.servicenow.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Servicenow in the Kubernetes Tools ecosystem.
+  - [Best Project Management Software of 2020](https://neilpatel.com/blog/best-project-management-software)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Best Project Management Software of 2020 in the Kubernetes Tools ecosystem.
+  - [techrepublic.com: Kanboard: A simple to deploy, easy to use Kanban board' for project management](https://www.techrepublic.com/article/kanboard-a-simple-to-deploy-easy-to-use-kanban-board-for-project-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: Kanboard: A simple to deploy, easy to use Kanban board' for project management in the Kubernetes Tools ecosystem.
 ## Collaboration Tools
 
 ### SaaS Utilities
@@ -80,5 +89,5 @@
   - **(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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
 
diff --git a/v2-docs/prometheus.md b/v2-docs/prometheus.md
index 2ebf0a52..97257394 100644
--- a/v2-docs/prometheus.md
+++ b/v2-docs/prometheus.md
@@ -103,13 +103,6 @@
 #### 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.
-## Data Management
-
-### Kubernetes Storage
-
-#### Backup Monitoring
-
-  - **(2023)** [portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana](https://portworx.com/blog/kubernetes-backup-monitoring) [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Technical overview of configuring Prometheus and Grafana to monitor stateful backup operations within Kubernetes. Evaluates critical operational metrics such as recovery point objective (RPO) compliance, storage utilization, and backup job failures. Crucial for operations teams managing enterprise-grade database persistence on Kubernetes.
 ## Infrastructure
 
 ### Message Brokers
@@ -148,15 +141,64 @@
 ### General Reference
 
   - [cncf.io: From distributed tracing to APM: Taking OpenTelemetry and Jaeger up a level](https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opentelemetry-and-jaeger-up-a-level/?utm_source=thenewstack&utm_medium=twitter&utm_campaign=platform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cncf.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.
   - [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.
+  - [learndevops.substack.com: Hitting prometheus API with curl and jq 🌟](https://learndevops.substack.com/p/hitting-prometheus-api-with-curl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learndevops.substack.com: Hitting prometheus API with curl and jq 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase](https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-grafana-couchbase)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.couchbase.com: How to Build Observability Dashboards with Prometheus,' Grafana & Couchbase 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.
+  - [**Red Hat AMQ overview**](https://developers.redhat.com/products/amq/overview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering **Red Hat AMQ overview** in the Kubernetes Tools ecosystem.
+  - [Dzone Refcard: Scaling and Augmenting Prometheus](https://dzone.com/refcardz/scaling-and-augmenting-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone Refcard: Scaling and Augmenting Prometheus 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.
+  - [PromQL Tutorial](https://medium.com/@valyala/promql-tutorial-for-beginners-9ab455142085)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PromQL Tutorial in the Kubernetes Tools ecosystem.
+  - [Initial experiences with the Prometheus monitoring system](https://medium.com/@griggheo/initial-experiences-with-the-prometheus-monitoring-system-167054ac439c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Initial experiences with the Prometheus monitoring system in the Kubernetes Tools ecosystem.
+  - [devconnected.com/complete-node-exporter-mastery-with-prometheus/](https://devconnected.com/complete-node-exporter-mastery-with-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devconnected.com/complete-node-exporter-mastery-with-prometheus/ in the Kubernetes Tools ecosystem.
+  - [magalix.com: Monitoring of Kubernetes Clusters To Manage Large Scale Projects](https://www.magalix.com/blog/monitor-kuberentes-cluster-to-manage-large-scale-projects)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Monitoring of Kubernetes Clusters To Manage Large Scale Projects in the Kubernetes Tools ecosystem.
+  - [medium.com: Prometheus-Grafana : Node Monitoring on Kubernetes](https://medium.com/@akshitverma8191/prometheus-grafana-node-monitoring-on-kubernetes-79fd8311b56d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Prometheus-Grafana : Node Monitoring on Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: Prometheus monitoring with Elastic Stack in Kubernetes 🌟](https://medium.com/avmconsulting-blog/prometheus-monitoring-with-elastic-stack-in-kubernetes-5cf0aaa7ce04)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Prometheus monitoring with Elastic Stack in Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana](https://portworx.com/kubernetes-backup-monitoring)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana in the Kubernetes Tools ecosystem.
+  - [jonbc.medium.com: Hacking your way to Observability β€” Part 1 : Metrics](https://jonbc.medium.com/hacking-your-way-to-observability-part-1-cf4cd42fb4dc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jonbc.medium.com: Hacking your way to Observability β€” Part 1 : Metrics in the Kubernetes Tools ecosystem.
+  - [faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟](https://faun.pub/production-grade-kubernetes-monitoring-using-prometheus-78144b835b60)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Production grade Kubernetes Monitoring using Prometheus 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com: Prometheus HA with Thanos Sidecar Or Receiver?](https://medium.com/infracloud-technologies/prometheus-ha-with-thanos-sidecar-or-receiver-2c8d0e585ff1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Prometheus HA with Thanos Sidecar Or Receiver? in the Kubernetes Tools ecosystem.
+  - [cloudsavvyit.com: What is Prometheus and Why Is It So Popular](https://www.cloudsavvyit.com/15124/what-is-prometheus-and-why-is-it-so-popular)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cloudsavvyit.com: What is Prometheus and Why Is It So Popular== in the Kubernetes Tools ecosystem.
+  - [jonbc.medium.com: Hacking your way to Observability β€” Part 2 : Alerts](https://jonbc.medium.com/hacking-your-way-to-observability-part-2-c38baaee6b92)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jonbc.medium.com: Hacking your way to Observability β€” Part 2 : Alerts in the Kubernetes Tools ecosystem.
+  - [medium.com/gumgum-tech: How to reduce your Prometheus cost | Daniel Fernandez](https://medium.com/gumgum-tech/how-to-reduce-your-prometheus-cost-6c7cc685e347)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/gumgum-tech: How to reduce your Prometheus cost | Daniel Fernandez== in the Kubernetes Tools ecosystem.
+  - [medium.com/kubecost: Prometheus Grafana: configuration & query examples' 🌟](https://medium.com/kubecost/prometheus-grafana-configuration-query-examples-885b91b6ca6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/kubecost: Prometheus Grafana: configuration & query examples' 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Deploying Prometheus and Grafana in a Multi-Node Kubernetes' Cluster and Auto-Scaling with KEDA](https://blog.devops.dev/deploying-prometheus-and-grafana-in-a-multi-node-kubernetes-cluster-and-auto-scaling-with-keda-eccecfbd8950)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Deploying Prometheus and Grafana in a Multi-Node Kubernetes' Cluster and Auto-Scaling with KEDA in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Observability: Better CI for your prometheus alerts with' pint instead of promtool 🌟](https://blog.devops.dev/observability-better-ci-for-your-prometheus-alerts-32aaea3b3d77)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Observability: Better CI for your prometheus alerts with' pint instead of promtool 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.zelarsoft.com: Website Monitoring By Using Prometheus Blackbox Exporter' with Grafana](https://blog.zelarsoft.com/website-monitoring-by-using-prometheus-blackbox-exporter-with-grafana-c4004bb03131)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.zelarsoft.com: Website Monitoring By Using Prometheus Blackbox Exporter' with Grafana in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Monitoring a Spring Boot application in Kubernetes with' Prometheus 🌟](https://blog.devops.dev/monitoring-a-spring-boot-application-in-kubernetes-with-prometheus-a2d4ec7f9922)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: Monitoring a Spring Boot application in Kubernetes with' Prometheus== 🌟 in the Kubernetes Tools ecosystem.
+  - [devopstalks.in: Everything about Prometheus](https://devopstalks.in/everything-about-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devopstalks.in: Everything about Prometheus in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: How to Monitor your Application using Prometheus 🌟](https://blog.devops.dev/deploying-and-monitoring-an-application-using-prometheus-on-kubernetes-cluster-483773f789f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devops.dev: How to Monitor your Application using Prometheus== 🌟 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.
+  - [medium.com: How to find unused Prometheus metrics using mimirtool 🌟](https://medium.com/@dotdc/how-to-find-unused-prometheus-metrics-using-mimirtool-a44560173543)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: How to find unused Prometheus metrics using mimirtool 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/criteo-engineering: How we reduced our Prometheus infrastructure' footprint by a third](https://medium.com/criteo-engineering/how-we-reduced-our-prometheus-infrastructure-footprint-by-a-third-8bf8171e46b1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/criteo-engineering: How we reduced our Prometheus infrastructure' footprint by a third in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Observability Concept in Prometheus](https://blog.devops.dev/observability-concept-in-prometheus-9f0093fa7495)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Observability Concept in Prometheus in the Kubernetes Tools ecosystem.
+  - [horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics](https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f85878e46a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics== in the Kubernetes Tools ecosystem.
+  - [devxblog.hashnode.dev: Prometheus: Elevate Your Monitoring Game](https://devxblog.hashnode.dev/prometheus-elevate-your-monitoring-game)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devxblog.hashnode.dev: Prometheus: Elevate Your Monitoring Game in the Kubernetes Tools ecosystem.
+  - [devxblog.hashnode.dev: Simplified Setup: Prometheus, cAdvisor, redis and' Node Exporter](https://devxblog.hashnode.dev/simplified-setup-prometheus-cadvisor-redis-and-node-exporter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devxblog.hashnode.dev: Simplified Setup: Prometheus, cAdvisor, redis and' Node Exporter in the Kubernetes Tools ecosystem.
+  - [medium: Kubernetes Lessons in Alerting](https://medium.com/better-programming/kubernetes-lessons-in-alerting-a0b7a455e89d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Kubernetes Lessons in Alerting in the Kubernetes Tools ecosystem.
+  - [tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager](https://tech.loveholidays.com/dynamic-alert-routing-with-prometheus-and-alertmanager-f6a919edb5f8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager 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.
+  - [medium.com/@ehsan-khodadadi: Prometheus Multi-Cluster monitoring using Prometheus' Agent Mode](https://medium.com/@ehsan-khodadadi/prometheus-multi-cluster-monitoring-using-prometheus-agent-mode-cab2cdb20c11)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ehsan-khodadadi: Prometheus Multi-Cluster monitoring using Prometheus' Agent Mode in the Kubernetes Tools ecosystem.
+  - [medium.com/techspiration: Deploying Prometheus Multi-Cluster monitoring' using Prometheus Agent Mode](https://medium.com/techspiration/deploying-prometheus-multi-cluster-monitoring-using-prometheus-agent-mode-a04d89afeed7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/techspiration: Deploying Prometheus Multi-Cluster monitoring' using Prometheus Agent Mode in the Kubernetes Tools ecosystem.
+  - [Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟](https://promcat.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟 in the Kubernetes Tools ecosystem.
+  - [Prometheus Demo: prometheus.demo.do.prometheus.io 🌟](https://prometheus.demo.do.prometheus.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Prometheus Demo: prometheus.demo.do.prometheus.io 🌟 in the Kubernetes Tools ecosystem.
+  - [PromTools: SLOs with Prometheus 🌟](https://promtools.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering PromTools: SLOs with Prometheus 🌟 in the Kubernetes Tools ecosystem.
+  - [monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics' at scale 🌟](https://monitoring2.substack.com/p/big-prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics' at scale 🌟 in the Kubernetes Tools ecosystem.
+  - [en.wikipedia.org/wiki/InfluxDB](https://en.wikipedia.org/wiki/MIT_License)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikipedia.org/wiki/InfluxDB 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.
+  - [Maven Prometheus instrumentation library for JVM applications (client library)](https://mvnrepository.com/artifact/io.prometheus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Maven Prometheus instrumentation library for JVM applications (client library) in the Kubernetes Tools ecosystem.
+  - [medium.com/@akashjoffical08: Monitor Uptime of Endpoints in K8s using Blackbox' Exporter 🌟](https://medium.com/@akashjoffical08/monitor-uptime-of-endpoints-in-k8s-using-blackbox-exporter-f80166a328e9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@akashjoffical08: Monitor Uptime of Endpoints in K8s using Blackbox' Exporter 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Monitoring MySQL using Prometheus, Grafana and mysqld_exporter' in Kubernetes](https://blog.devops.dev/monitoring-mysql-using-prometheus-and-grafana-in-kubernetes-16e7ae3de5dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Monitoring MySQL using Prometheus, Grafana and mysqld_exporter' in Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@dast04: Writing Custom Prometheus Exporters (in Python) β€” Kubernetes](https://medium.com/@dast04/writing-custom-prometheus-exporters-in-python-kubernetes-73626b66d78c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dast04: Writing Custom Prometheus Exporters (in Python) β€” Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium: OpenTelemetry Specification v1.0.0, Tracing Edition](https://medium.com/opentelemetry/opentelemetry-specification-v1-0-0-tracing-edition-72dd08936978)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: OpenTelemetry Specification v1.0.0, Tracing Edition in the Kubernetes Tools ecosystem.
+  - [medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana' Tempo](https://medium.com/edreams-odigeo-tech/tracing-in-edreams-odigeo-lodging-with-open-telemetry-and-grafana-tempo-bd1f20ddf49d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Tracing in eDreams ODIGEO Lodging with Open Telemetry and Grafana' Tempo in the Kubernetes Tools ecosystem.
+  - [medium.com/@tathagatapaul7: OpenTelemetry in Kubernetes: Deploying your' Collector and Metrics Backend](https://medium.com/@tathagatapaul7/opentelemetry-in-kubernetes-deploying-your-collector-and-metrics-backend-b8ec86ac4a43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tathagatapaul7: OpenTelemetry in Kubernetes: Deploying your' Collector and Metrics Backend in the Kubernetes Tools ecosystem.
+  - [arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus](https://arthursens.medium.com/risk-analysis-and-security-compliance-in-kube-prometheus-10c8cfb180b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus in the Kubernetes Tools ecosystem.
+  - [devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟](https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private-registry)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/israeli-tech-radar: How to create a Monitoring Stack using Kube-Prometheus-stack' (Part 1)](https://medium.com/israeli-tech-radar/how-to-create-a-monitoring-stack-using-kube-prometheus-stack-part-1-eff8bf7ba9a9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/israeli-tech-radar: How to create a Monitoring Stack using Kube-Prometheus-stack' (Part 1) 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.
 ## Middleware
 
@@ -226,6 +268,9 @@
 #### IoT Observability
 
   - **(2023)** [grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service](https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates pipeline setups connecting InfluxData's Telegraf collectors to Grafana Cloud. Explains parsing MQTT or Modbus industrial machinery telemetry feeds and transforming them into Prometheus-compliant timeseries data.
+#### 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 Agent
 
   - **(2022)** [grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent](https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Explores the technical reasoning for deploying Prometheus in Agent Mode instead of as a full collector database. Explains memory savings, localized caching patterns, and metrics forwarding via standard Remote Write protocols.
@@ -380,7 +425,16 @@
 #### 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:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [About](./about.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md)
 
diff --git a/v2-docs/public-cloud-solutions.md b/v2-docs/public-cloud-solutions.md
index a71cf638..484f3005 100644
--- a/v2-docs/public-cloud-solutions.md
+++ b/v2-docs/public-cloud-solutions.md
@@ -9,8 +9,20 @@
 
 #### General Reference
 
+  - [medium: Cloud Agnostic Design 🌟](https://medium.com/path-to-software-architect/cloud-agnostic-design-925c08e1d610)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Cloud Agnostic Design== 🌟 in the Kubernetes Tools ecosystem.
+  - [cybernews.com: Trouble in paradise: IT professionals unhappy with cloud' services](https://cybernews.com/cloud/trouble-in-paradise-it-professionals-unhappy-with-cloud-services)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cybernews.com: Trouble in paradise: IT professionals unhappy with cloud' services in the Kubernetes Tools ecosystem.
+  - [medium.com/adeo-tech: Multi-Cloud Kubernetes Survival Guide 🌟](https://medium.com/adeo-tech/multi-cloud-kubernetes-survival-guide-49eee9aa58e2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/adeo-tech: Multi-Cloud Kubernetes Survival Guide 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: AWS vs Azure β€” Battle Of The Best Cloud Computing Platforms](https://medium.com/edureka/aws-vs-azure-1a882339f127)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS vs Azure β€” Battle Of The Best Cloud Computing Platforms in the Kubernetes Tools ecosystem.
   - [Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud 🌟🌟](https://dzone.com/articles/devops-services-pricing-aws-vs-azure-vs-google-clo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Dzone: DevOps Services Pricing: AWS vs Azure vs Google Cloud== 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: AWS vs. Digital Ocean vs. Hetzner Cloud β€” Which Has' the Best Value for Money?](https://betterprogramming.pub/aws-vs-digital-ocean-vs-hetzner-cloud-which-has-the-best-value-for-money-bd9cb3c06dee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: AWS vs. Digital Ocean vs. Hetzner Cloud β€” Which Has' the Best Value for Money? in the Kubernetes Tools ecosystem.
   - [Dzone: 5 Hosted Kubernetes Platforms](https://dzone.com/articles/5-hosted-kubernetes-platforms)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 5 Hosted Kubernetes Platforms in the Kubernetes Tools ecosystem.
+  - [investopedia.com: Amazon Web Services (AWS) Outage Causes Chaos (Dec 2021)](https://www.investopedia.com/amazon-web-services-outage-causes-chaos-5212233)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering investopedia.com: Amazon Web Services (AWS) Outage Causes Chaos (Dec 2021) in the Kubernetes Tools ecosystem.
+  - [techrepublic.com: AWS outage: Your response to AWS going down shouldn't' be multicloud](https://www.techrepublic.com/article/aws-outage-your-response-to-aws-going-down-shouldnt-be-multicloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==techrepublic.com: AWS outage: Your response to AWS going down shouldn't' be multicloud== in the Kubernetes Tools ecosystem.
+  - [techrepublic.com: AWS has gone down before, as have other providers; Fastly' has lessons to share from its own outage](https://www.techrepublic.com/article/aws-has-gone-down-before-as-have-other-providers-fastly-has-lessons-to-share-from-its-own-outage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering techrepublic.com: AWS has gone down before, as have other providers; Fastly' has lessons to share from its own outage in the Kubernetes Tools ecosystem.
+  - [Downdetector](https://downdetector.co.uk)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==Downdetector== in the Kubernetes Tools ecosystem.
+  - [sdxcentral.com: AWS Outage Stresses Telco Cloud Challenges](https://www.sdxcentral.com/articles/news/aws-outage-stresses-telco-cloud-challenges/2021/12)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sdxcentral.com: AWS Outage Stresses Telco Cloud Challenges in the Kubernetes Tools ecosystem.
+  - [faun.pub: Multi-Cloud is NOT the solution to the next AWS outage](https://faun.pub/multi-cloud-is-not-the-solution-to-the-next-aws-outage-bb41c0b14573)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Multi-Cloud is NOT the solution to the next AWS outage in the Kubernetes Tools ecosystem.
+  - [hablemosdenube.com](https://www.hablemosdenube.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hablemosdenube.com in the Kubernetes Tools ecosystem.
 ## Cloud Benchmarks
 
 ### Pricing Analysis
@@ -57,6 +69,13 @@
 #### Provider Comparisons
 
   - **(2026)** [youtube: A Cloud Guru - Cloud Provider Comparisons 🌟](https://www.youtube.com/playlist?app=desktop&list=PLI1_CQcV71RnBebKm_tH1uKYI3WxkM2TT)  [COMMUNITY-TOOL] [GUIDE] β€” A curated Pluralsight/A Cloud Guru video playlist featuring structural and strategic comparisons of hyperscalers. It covers pricing structures, operational overhead, and developer experience metrics. Live grounding confirms its baseline instructional value for junior cloud engineers.
+## Cloud Providers
+
+### Alternative Clouds
+
+#### Kubernetes DOKS
+
+  - **(2025)** [Digital Ocean Kubernetes (DOKS)](https://www.digitalocean.com/products/kubernetes) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Fully managed Kubernetes distribution that abstracts master node architecture, allowing users to rapidly deploy clusters. Features simplified persistent block storage volumes, automated node auto-scaling, and painless ingress configurations.
 ## Cloud Strategy
 
 ### Architecture
@@ -172,5 +191,5 @@
   - **(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) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
 
diff --git a/v2-docs/pulumi.md b/v2-docs/pulumi.md
index 4a2b0083..f7b23fa8 100644
--- a/v2-docs/pulumi.md
+++ b/v2-docs/pulumi.md
@@ -3,6 +3,13 @@
 !!! info "Architectural Context"
     Detailed reference for Pulumi - Modern Infrastructure as Code in the context of Hardened Infrastructure.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [DRY (Don’t Repeat Yourself) on the cloud with Pulumi](https://blog.thundra.io/dry-dont-repeat-yourself-on-the-cloud-with-pulumi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering DRY (Don’t Repeat Yourself) on the cloud with Pulumi in the Kubernetes Tools ecosystem.
 ## Cloud-Native Provisioning
 
 ### Serverless Containers
@@ -75,7 +82,14 @@
 #### 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:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Terraform](./terraform.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
 
diff --git a/v2-docs/python.md b/v2-docs/python.md
index 55a09f59..60531158 100644
--- a/v2-docs/python.md
+++ b/v2-docs/python.md
@@ -9,20 +9,75 @@
 
 #### General Reference
 
-  - [stackoverflow: Create dictionary from splitted strings from list of strings](https://stackoverflow.com/questions/34319156/create-dictionary-from-splitted-strings-from-list-of-strings)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
-  - [Complexity of Python Operations](https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ics.uci.edu in the Kubernetes Tools ecosystem.
-  - [Jython is a language that makes it easy to create projects with libraries from Python and Java.](https://www.techzine.eu#pg43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.techzine.eu in the Kubernetes Tools ecosystem.
+  - [nixCraft: Python Execute Unix/Linux Command Examples 🌟](http://www.cyberciti.biz/faq/python-execute-unix-linux-command-examples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.cyberciti.biz in the Kubernetes Tools ecosystem.
+  - [stackoverflow: Create dictionary from splitted strings from list of strings](http://stackoverflow.com/questions/34319156/create-dictionary-from-splitted-strings-from-list-of-strings)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
+  - [devbattles.com: Python list. Functions and Methods lists](http://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.
+  - [devbattles.com: Python: sorting lists by .sort () with - in simple words](http://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.
+  - [stackoverflow: Problems installing python3 on RHEL 🌟](http://stackoverflow.com/questions/8087184/problems-installing-python3-on-rhel)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.
+  - [Getting Started with Django REST Framework (DRF) and AngularJS (Part 1)](http://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering engineroom.trackmaven.com in the Kubernetes Tools ecosystem.
+  - [devbattles.com: Python Flask, Part 1: Hello World!](http://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.
+  - [Dead simple {for devs} python crawler (script) for extracting structured data from any website into CSV](http://blog.webhose.io/2015/08/16/dead-simple-for-devs-python-crawler-script-for-extracting-structured-data-from-any-almost-website-into-csv)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.webhose.io in the Kubernetes Tools ecosystem.
+  - [Jython is a language that makes it easy to create projects with libraries from Python and Java.](http://www.oraclejavamagazine-digital.com/javamagazine_twitter/20151112?pg=43#pg43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.oraclejavamagazine-digital.com in the Kubernetes Tools ecosystem.
   - [Learn Python 'subreddit'](https://www.reddit.com/r/learnpython)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Learn Python 'subreddit' in the Kubernetes Tools ecosystem.
   - [Python progression path - From apprentice to guru](https://stackoverflow.com/questions/2573135/python-progression-path-from-apprentice-to-guru)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Python progression path - From apprentice to guru in the Kubernetes Tools ecosystem.
   - [reddit: Why Python](https://www.reddit.com/r/Python/comments/3ylxmk/why_python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Why Python in the Kubernetes Tools ecosystem.
   - [reddit.com: Modules every python developer should know](https://www.reddit.com/r/Python/comments/3yg2u4/modules_every_python_developer_should_know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Modules every python developer should know in the Kubernetes Tools ecosystem.
   - [reddit.com: My thoughts about moving from Python 2.7 to Python 3.x](https://www.reddit.com/r/Python/comments/3yjlim/my_thoughts_about_moving_from_python_27_to_python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: My thoughts about moving from Python 2.7 to Python 3.x in the Kubernetes Tools ecosystem.
+  - [en.wikibooks.org: Python Programming](https://upload.wikimedia.org/wikipedia/commons/9/91/Python_Programming.pdf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.wikibooks.org: Python Programming in the Kubernetes Tools ecosystem.
   - [reddit.com: Functions vs. Classes](https://www.reddit.com/r/learnpython/comments/40rieo/functions_vs_classes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Functions vs. Classes in the Kubernetes Tools ecosystem.
+  - [Complexity of Python Operations](https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Complexity of Python Operations in the Kubernetes Tools ecosystem.
   - [reddit.com: Multiprocessing vs Threading?](https://www.reddit.com/r/learnpython/comments/418z8b/multiprocessing_vs_threading)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com: Multiprocessing vs Threading? in the Kubernetes Tools ecosystem.
+  - [linuxconfig.org: python tuples 🌟](https://linuxconfig.org/python-tuples)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linuxconfig.org: python tuples 🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: 3 Seemingly Simple Python Features That Confuse Beginners](https://betterprogramming.pub/3-seemingly-simple-python-features-that-confuse-beginners-313575312dcf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 3 Seemingly Simple Python Features That Confuse Beginners in the Kubernetes Tools ecosystem.
+  - [pub.towardsai.net: OPs Concept in Python](https://pub.towardsai.net/oops-concept-in-python-b5f5833d57db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: OPs Concept in Python in the Kubernetes Tools ecosystem.
+  - [pub.towardsai.net: Class and Objects in Python with Examples](https://pub.towardsai.net/class-and-objects-in-python-with-examples-591c6ca95ee6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Class and Objects in Python with Examples in the Kubernetes Tools ecosystem.
+  - [dineshkumarkb.com: How to specify non PYPI requirements in your requirements.txt' file](https://dineshkumarkb.com/tech/how-to-specify-non-pypi-requirements-in-your-requirements-txt-file)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dineshkumarkb.com: How to specify non PYPI requirements in your requirements.txt' file in the Kubernetes Tools ecosystem.
+  - [jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python](https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-python-f65e4b6814fd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python in the Kubernetes Tools ecosystem.
+  - [jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists](https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-81c4f9d5f25e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists in the Kubernetes Tools ecosystem.
+  - [dineshkumarkb.com: Reverse a linked list without additional datastructures' using python](https://dineshkumarkb.com/tech/reverse-a-linked-list-without-additional-datastructures-using-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dineshkumarkb.com: Reverse a linked list without additional datastructures' using python in the Kubernetes Tools ecosystem.
+  - [tecadmin.net: How To Read, Write & Parse CSV in Python](https://tecadmin.net/read-write-csv-in-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tecadmin.net: How To Read, Write & Parse CSV in Python in the Kubernetes Tools ecosystem.
+  - [writersbyte.com: 4 key Python Data Structures every beginner must know](https://writersbyte.com/4-key-python-data-structures-e-very-beginner-must-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering writersbyte.com: 4 key Python Data Structures every beginner must know in the Kubernetes Tools ecosystem.
+  - [python.plainenglish.io: Special Methods Will Change How You Write Classes' in Python](https://python.plainenglish.io/special-methods-that-will-change-how-you-build-classes-in-python-cd0226b52eb6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: Special Methods Will Change How You Write Classes' in Python in the Kubernetes Tools ecosystem.
+  - [medium.com: Learn about Exceptions in Python](https://medium.com/@andreas.soularidis/learn-about-exceptions-in-python-fef309f66a78)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Learn about Exceptions in Python in the Kubernetes Tools ecosystem.
+  - [tusharsrivastava.hashnode.dev: Handling text files in python - an easy guide' for beginners](https://tusharsrivastava.hashnode.dev/handling-text-files-in-python-an-easy-guide-for-beginners)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tusharsrivastava.hashnode.dev: Handling text files in python - an easy guide' for beginners in the Kubernetes Tools ecosystem.
+  - [medium: A Simple Guide to Handle Text Files in Python | Andreas Soularidis](https://medium.com/@andreas.soularidis/a-simple-guide-to-handle-text-files-in-python-cd8a1a33ecaf)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Simple Guide to Handle Text Files in Python | Andreas Soularidis in the Kubernetes Tools ecosystem.
+  - [blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer](https://blog.varunsingh.in/5-python-tricks-that-made-me-a-good-python-developer)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer in the Kubernetes Tools ecosystem.
+  - [python.plainenglish.io: How to Perform Read and Write Operations on JSON' Files in Python](https://python.plainenglish.io/how-to-perform-read-and-write-operations-on-json-files-in-python-a5bac724320d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==python.plainenglish.io: How to Perform Read and Write Operations on JSON' Files in Python== in the Kubernetes Tools ecosystem.
+  - [blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador' Python](https://blog.alluxi.com/8-habilidades-que-necesitas-para-ser-un-gran-programador-python)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador' Python in the Kubernetes Tools ecosystem.
+  - [medium.com/@florian.rieger: If you havenβ€˜t heard of descriptors, you donβ€˜t' know Python](https://medium.com/@florian.rieger/if-you-haven-t-heard-of-descriptors-you-don-t-know-python-1ea4fd1614c2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@florian.rieger: If you havenβ€˜t heard of descriptors, you donβ€˜t' know Python in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Logging in Python](https://blog.devgenius.io/logging-in-python-adec94519755)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Logging in Python in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Introduction to python dictionaries](https://blog.devgenius.io/introduction-to-python-dictionaries-89045c9bf315)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Introduction to python dictionaries in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Fully Explained Array Data Structure in Python](https://levelup.gitconnected.com/fully-explained-array-data-structure-in-python-67dd9a12b695)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Fully Explained Array Data Structure in Python in the Kubernetes Tools ecosystem.
+  - [pub.towardsai.net: Python: Zero to Hero with Examples](https://pub.towardsai.net/python-zero-to-hero-with-examples-c7a5dedb968b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Python: Zero to Hero with Examples in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Getting Started With Pyvcloud β€” A Python Library](https://betterprogramming.pub/getting-started-with-pyvcloud-a-python-library-2e77092ed3ea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Getting Started With Pyvcloud β€” A Python Library in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: This Is Why You Should Use Tortoise-ORM in Your Python' Projects](https://betterprogramming.pub/this-is-why-you-should-use-tortoise-orm-in-your-python-projects-a3897dc5309e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: This Is Why You Should Use Tortoise-ORM in Your Python' Projects in the Kubernetes Tools ecosystem.
   - [docker.com: How to Train and Deploy a Linear Regression Model Using PyTorch' – Part 1 (Machine Learning)](https://www.docker.com/blog/how-to-train-and-deploy-a-linear-regression-model-using-pytorch-part-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: How to Train and Deploy a Linear Regression Model Using PyTorch' – Part 1 (Machine Learning) in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Learning Python With Program Templates: The Input' One, Process One Template](https://betterprogramming.pub/learning-python-with-program-templates-the-input-one-process-one-template-d7ed5156d3fc)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Learning Python With Program Templates: The Input' One, Process One Template in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Automate Filling Templates With Python 🌟](https://betterprogramming.pub/automate-filling-templates-with-python-1ff6c6fd595e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Automate Filling Templates With Python 🌟 in the Kubernetes Tools ecosystem.
+  - [pub.towardsai.net: Why Map(), Filter() And Reduce() Functions are so Famous?](https://pub.towardsai.net/why-map-filter-and-reduce-functions-are-so-famous-4c8e42fd0755)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering pub.towardsai.net: Why Map(), Filter() And Reduce() Functions are so Famous? in the Kubernetes Tools ecosystem.
+  - [amitprius.medium.com: Python Dictionary: Zero to Hero with Examples](https://amitprius.medium.com/python-dictionary-zero-to-hero-with-examples-a7497a672dd4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amitprius.medium.com: Python Dictionary: Zero to Hero with Examples in the Kubernetes Tools ecosystem.
+  - [python.plainenglish.io: It’s Time to Say Goodbye to These Obsolete Python' Libraries 🌟](https://python.plainenglish.io/its-time-to-say-goodbye-to-these-obsolete-python-libraries-7c02aa77d84a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: It’s Time to Say Goodbye to These Obsolete Python' Libraries 🌟 in the Kubernetes Tools ecosystem.
   - [guru99.com: Mutable & Immutable Objects in Python {EXAMPLES} 🌟](https://www.guru99.com/mutable-and-immutable-in-python.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering guru99.com: Mutable & Immutable Objects in Python {EXAMPLES} 🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Python List Comprehensions Are More Powerful Than' You Might Think](https://betterprogramming.pub/python-list-comprehensions-are-more-powerful-than-you-might-think-3363a90e5bb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Python List Comprehensions Are More Powerful Than' You Might Think in the Kubernetes Tools ecosystem.
+  - [medium.com/@yonatanzunger: Advanced Python: Achieving High Performance with' Code Generation 🌟🌟](https://medium.com/@yonatanzunger/advanced-python-achieving-high-performance-with-code-generation-796b177ec79)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@yonatanzunger: Advanced Python: Achieving High Performance with' Code Generation 🌟🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@connect.hashblock: Learn how you can create a chatbot in Python](https://medium.com/@connect.hashblock/learn-how-you-can-create-a-chatbot-in-python-da136467309b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@connect.hashblock: Learn how you can create a chatbot in Python in the Kubernetes Tools ecosystem.
+  - [adicode.ml: Take your web development to next level with these python libraries](https://adicode.ml/python-libraries-for-webdevelopment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adicode.ml: Take your web development to next level with these python libraries in the Kubernetes Tools ecosystem.
+  - [medium.com/@terminalsandcoffee: Mastering Python: How to Generate a List' of Dictionaries for Files in Your Working Directory with One Script](https://medium.com/@terminalsandcoffee/mastering-python-how-to-generate-a-list-of-dictionaries-for-files-in-your-working-directory-with-7cab8b485e69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@terminalsandcoffee: Mastering Python: How to Generate a List' of Dictionaries for Files in Your Working Directory with One Script in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Generating A List of Dictionaries With Python](https://blog.devops.dev/generating-a-list-of-dictionaries-with-python-77fca1854911)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Generating A List of Dictionaries With Python in the Kubernetes Tools ecosystem.
+  - [python.plainenglish.io: REST: A Quick Guide to Building Scalable and Flexible' Systems Using HTTP](https://python.plainenglish.io/rest-a-quick-guide-to-building-scalable-and-flexible-systems-using-http-62154841eefd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: REST: A Quick Guide to Building Scalable and Flexible' Systems Using HTTP in the Kubernetes Tools ecosystem.
+  - [hub.tinztwins.de: 7 Hidden Python Tips for 2024](https://hub.tinztwins.de/7-hidden-python-tips-for-2024)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hub.tinztwins.de: 7 Hidden Python Tips for 2024 in the Kubernetes Tools ecosystem.
+  - [medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with' Python](https://medium.com/bitgrit-data-science-publication/latexify-writing-latex-with-python-6c0fa4b2e9d5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with' Python in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Dockerize Your Django Apps](https://betterprogramming.pub/dockerize-your-django-apps-428189407c69)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Dockerize Your Django Apps== in the Kubernetes Tools ecosystem.
+  - [rajansahu713.medium.com: Hands-On Guide to Restful API using Flask Python](https://rajansahu713.medium.com/hands-on-guide-to-restful-api-using-flask-python-16270f866ffe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering rajansahu713.medium.com: Hands-On Guide to Restful API using Flask Python in the Kubernetes Tools ecosystem.
   - [reddit: Ship Better Python Using Feature Flags](https://www.reddit.com/r/Python/comments/3zl3g4/ship_better_python_using_feature_flags)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Ship Better Python Using Feature Flags in the Kubernetes Tools ecosystem.
   - [reddit: Real examples of unit testing](https://www.reddit.com/r/learnpython/comments/3zl0p6/real_examples_of_unit_testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit: Real examples of unit testing in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Use Pandas to Consume Data and Perform Data' Analysis](https://betterprogramming.pub/how-to-use-pandas-to-consume-data-and-perform-data-analysis-76e000ad5480)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: How to Use Pandas to Consume Data and Perform Data' Analysis== in the Kubernetes Tools ecosystem.
+  - [iaviral.medium.com: Most used functions in Pandas](https://iaviral.medium.com/most-used-functions-in-pandas-7c12ae238185)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iaviral.medium.com: Most used functions in Pandas in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Pandas Illustrated: The Definitive Visual Guide to' Pandas](https://betterprogramming.pub/pandas-illustrated-the-definitive-visual-guide-to-pandas-c31fa921a43)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Pandas Illustrated: The Definitive Visual Guide to' Pandas in the Kubernetes Tools ecosystem.
+  - [hands-on.cloud: Quick Intro To Python 3 for AWS Automation Engineers 🌟](https://hands-on.cloud/quick-introduction-to-python-for-aws-automation-engineers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hands-on.cloud: Quick Intro To Python 3 for AWS Automation Engineers 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@d.deloatch: How to Stop all Instances Using AWS SDK for Python' (Boto3)](https://medium.com/@d.deloatch/how-to-stop-all-instances-using-aws-sdk-for-python-boto3-2e02af03177)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@d.deloatch: How to Stop all Instances Using AWS SDK for Python' (Boto3) in the Kubernetes Tools ecosystem.
+  - [medium: Build Interactive CLI Tools in Python](https://medium.com/codestory/build-interactive-cli-tools-in-python-47303c50d75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Build Interactive CLI Tools in Python in the Kubernetes Tools ecosystem.
+  - [python.plainenglish.io: 12 Python Snippets That Will Boost Your Productivity](https://python.plainenglish.io/python-snippets-7e8dcbeae26e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering python.plainenglish.io: 12 Python Snippets That Will Boost Your Productivity in the Kubernetes Tools ecosystem.
 ## Artificial Intelligence
 
 ### Deep Learning
@@ -386,11 +441,6 @@ Live Grounding: Prevents host dependency mutation, explains lock file scopes, an
 
   - **(2021)** [towardsdatascience.com: Fall in Love with Your Environment Setup](https://towardsdatascience.com/fall-in-love-with-your-environment-setup-779dfbf047ba) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: Promotes a highly optimized local workspace utilizing modern terminal packages and code style automation.
 Live Grounding: Outlines configurations for zsh shell environments, poetry dependency lock structures, linting configurations (flake8), and styling formatters (black).
-### Operating Systems
-
-#### Red Hat Enterprise Linux
-
-  - **(2012)** [**stackoverflow: Problems installing python3 on RHEL 🌟**](https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Highly referenced community StackOverflow discussion outlining strategies and troubleshooting methods for compiling and installing Python 3 on RHEL environments. Addresses library dependency resolution and alternative package repositories like SCL. Essential historical reference for systems administrators managing enterprise Linux boxes.
 ### Python Runtime
 
 #### Performance Tuning
@@ -681,6 +731,9 @@ Live Grounding: Deep-dives into subclassing mechanics, resolving method chains v
 #### CLI Generation
 
   - **(2025)** [==google/python-fire 🌟==](https://github.com/google/python-fire) ⭐ 28203 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight presents Google Fire as a library that instantly derives fully operational CLI endpoints from any Python object. Live Grounding confirms its extensive use in data engineering pipelines to easily export complex programmatic code without setting up manual parsing boilerplate.
+#### Computer Science Foundations
+
+  - **(2024)** [Think Python](https://allendowney.github.io/ThinkPython) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” An industry-standard manual detailing computer science foundations using Python. Progresses through data structures, algorithms, functional routines, and object-oriented modeling with highly verified, elegant coding conventions.
 #### Debugging Tools
 
   - **(2016)** [tracker: A time machine for debugging pesky stateful errors](https://github.com/madisonmay/tracker) ⭐ 36 [PYTHON CONTENT] 🌟 [COMMUNITY-TOOL] β€” Curator Insight details a utility designed to capture and track mutational state transitions in Python objects over time. Live Grounding observes that while the repository is now dormant and unmaintained, the architecture of immutable tracking states remains a core conceptual design in complex state-machine debugging.
@@ -722,9 +775,6 @@ Live Grounding: Deep-dives into subclassing mechanics, resolving method chains v
 #### 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.
-#### Data Structures (3)
-
-  - **(2018)** [devbattles.com: Python list. Functions and Methods lists](https://www.hugedomains.com/domain_profile.cfm?d=devbattles.com) 🌟 [GUIDE] [LEGACY] β€” Originally an educational guide covering fundamental Python list operations, methods, and manipulation syntax. Although the hosting domain has expired, the technical topic remains a staple of Python development. Designated as legacy due to domain redirection.
 ### Python Fundamentals
 
 #### Advanced Syntax
@@ -749,7 +799,7 @@ Live Grounding: Aggregates comprehensive technical tracks in systems programming
 
   - **(2022)** [aigents.co: Pro Python Tips for Data Analysts](https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-analysts) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Curator Insight: A practical collection of efficient Python routines designed specifically for optimization of data workloads.
 Live Grounding: Analyzes vectorization tricks, performance improvements during heavy pandas and numpy usage, and memory preservation tricks when manipulating complex analytical data structures.
-#### Data Structures (4)
+#### Data Structures (3)
 
   - **(2022)** [freecodecamp.org: Python Dictionary – How to Perform CRUD Operations on dicts in Python](https://www.freecodecamp.org/news/everything-you-need-to-know-about-python-dictionaries) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Curator Insight: Covers the fundamental data structure lifecycle operations of Python's mapping container (dict).
 Live Grounding: Breaks down underlying hash table architectures, CRUD syntax paradigms, key access, and updates using optimized standard collection techniques.
@@ -874,5 +924,5 @@ 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](http://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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/qa.md b/v2-docs/qa.md
index c7c7bf3e..7de67268 100644
--- a/v2-docs/qa.md
+++ b/v2-docs/qa.md
@@ -9,11 +9,30 @@
 
 #### General Reference
 
+  - [softwaretestguideforu.com: What is system testing? How to perform system' testing?](https://www.softwaretestguideforu.com/2020/06/what-is-system-testinghow-to-perform.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softwaretestguideforu.com: What is system testing? How to perform system' testing? in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com: Automation Testing Implementation Guide](https://www.botplayautomation.com/post/what-is-automation-testing-the-need-for-automation-testing-automation-testing-implementation-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Automation Testing Implementation Guide in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com: Types of Software Testing](https://www.botplayautomation.com/post/types-of-software-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Types of Software Testing in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com: Automation & Manual Testing Best Practices](https://www.botplayautomation.com/post/best-practices-to-follow-in-software-testing-manual-and-automation-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Automation & Manual Testing Best Practices in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com: How to write a Software Test Plan?](https://www.botplayautomation.com/post/how-to-write-a-test-plan)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: How to write a Software Test Plan? in the Kubernetes Tools ecosystem.
+  - [blog.thundra.io: 4 Software Testing Roles](https://blog.thundra.io/4-software-testing-roles)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: 4 Software Testing Roles in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com: Common mistakes test teams make in automation testing' and how to fix them](https://www.botplayautomation.com/post/common-mistakes-test-teams-make-in-automation-testing-and-how-to-fix-them)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Common mistakes test teams make in automation testing' and how to fix them in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com: Automation Test Plan](https://www.botplayautomation.com/post/automation-test-plan)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Automation Test Plan in the Kubernetes Tools ecosystem.
+  - [boozangfromthetrenches.com: Root Cause Analysis in Test Automation](https://boozangfromthetrenches.com/root-cause-analysis-in-test-automation/9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering boozangfromthetrenches.com: Root Cause Analysis in Test Automation in the Kubernetes Tools ecosystem.
+  - [copyconstruct.medium.com: Testing in Production, the safe way 🌟🌟🌟](https://copyconstruct.medium.com/testing-in-production-the-safe-way-18ca102d0ef1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering copyconstruct.medium.com: Testing in Production, the safe way 🌟🌟🌟 in the Kubernetes Tools ecosystem.
+  - [blog.thundra.io: How to Fix Your Failing End-to-End Tests?](https://blog.thundra.io/how-to-fix-your-failing-end-to-end-tests)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.thundra.io: How to Fix Your Failing End-to-End Tests? in the Kubernetes Tools ecosystem.
   - [dzone: Checklist for API Verification 🌟](https://dzone.com/articles/checklist-for-api-verification)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Checklist for API Verification 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: We Are Testing Software Incorrectly and It's Costly](https://dzone.com/articles/we-are-testing-software-incorrectly-and-its-costly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: We Are Testing Software Incorrectly and It's Costly in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Why We Quit Unit Testing Classes to Focus On a' Behavioral Approach](https://betterprogramming.pub/quit-unit-testing-classes-and-use-a-behavior-oriented-approach-306a667f9a31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==betterprogramming.pub: Why We Quit Unit Testing Classes to Focus On a' Behavioral Approach== in the Kubernetes Tools ecosystem.
+  - [adequatica.medium.com: Principles of Writing Automated Tests](https://adequatica.medium.com/principles-of-writing-automated-tests-a2b72218264c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering adequatica.medium.com: Principles of Writing Automated Tests in the Kubernetes Tools ecosystem.
   - [dzone: Testing the Untestable and Other Anti-Patterns](https://dzone.com/articles/testing-the-untestable-and-other-anti-patterns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Testing the Untestable and Other Anti-Patterns in the Kubernetes Tools ecosystem.
+  - [testsvision.com: 6 Popular Automation Testing Frameworks & Tools](https://testsvision.com/6-popular-automation-testing-frameworks-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testsvision.com: 6 Popular Automation Testing Frameworks & Tools in the Kubernetes Tools ecosystem.
+  - [venturebeat.com: Reflect brings automated no-code web testing to the cloud](https://venturebeat.com/2021/01/22/reflect-brings-automated-no-code-web-testing-to-the-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: Reflect brings automated no-code web testing to the cloud in the Kubernetes Tools ecosystem.
   - [dzone: Top Microservices Testing Tools Testers Should Know About](https://dzone.com/articles/top-microservices-testing-tools-testers-should-kno)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Top Microservices Testing Tools Testers Should Know About in the Kubernetes Tools ecosystem.
   - [dzone: Component Tests for Spring Cloud Microservices](https://dzone.com/articles/component-tests-for-spring-cloud-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==dzone: Component Tests for Spring Cloud Microservices== in the Kubernetes Tools ecosystem.
+  - [beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope](https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope== in the Kubernetes Tools ecosystem.
+  - [softwarequickguide.com: What is performance testing and performance testing' tools](https://softwarequickguide.com/what-is-performance-testing-and-performance-testing-tools)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering softwarequickguide.com: What is performance testing and performance testing' tools in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com](https://www.botplayautomation.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com in the Kubernetes Tools ecosystem.
+  - [botplayautomation.com: Benefits of Codeless (no code) Automation Testing](https://www.botplayautomation.com/post/benefits-of-codeless-automation-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering botplayautomation.com: Benefits of Codeless (no code) Automation Testing in the Kubernetes Tools ecosystem.
 ## Cloud Native
 
 ### Kubernetes
@@ -180,5 +199,5 @@
   - **(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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+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)
 
diff --git a/v2-docs/rancher.md b/v2-docs/rancher.md
index 8a6b9b43..92620e56 100644
--- a/v2-docs/rancher.md
+++ b/v2-docs/rancher.md
@@ -9,16 +9,28 @@
 
 #### General Reference
 
-  - [Faster Kubernetes Development with Rancher, DevSpace and Loft](https://www.suse.com/c/rancher_blog/faster-kubernetes-development-with-rancher-devspace-and-loft)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
-  - [Multi-Cluster Vulnerability Scanning with Alcide and Rancher](https://www.suse.com/c/rancher_blog/multi-cluster-vulnerability-scanning-with-alcide-and-rancher)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
-  - [rancher.com: Rancher 2.5 Delivers On "Computing Everywhere" Strategy](https://www.suse.com/c/rancher_blog/rancher-2-5-delivers-on-computing-everywhere-strategy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
-  - [**Rancher 2 RKE**](https://www.rancher.com/products/secure-kubernetes-distribution)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.rancher.com in the Kubernetes Tools ecosystem.
-  - [rancher.com: Set up Your K3s Cluster for High Availability on DigitalOcean](https://www.suse.com/c/rancher_blog/set-up-your-k3s-cluster-for-high-availability-on-digitalocean)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
-  - [Announcing **Hosted Rancher** with Rancher 2.4 🌟](https://www.suse.com/c/rancher_blog/announcing-hosted-rancher-with-rancher-2-4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
-  - [rancher.com/blog: Deploy Kubernetes Clusters on Microsoft Azure with Rancher](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.
-  - [rancher.com/blog: Stateful Kubernetes Workloads on vSphere with RKE](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.
-  - [**Fleet** Management for kubernetes](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.
+  - [medium: Quick Fix: Mounting a ConfigMap to an Existing Volume in Kubernetes' Using Rancher](https://medium.com/swlh/quick-fix-mounting-a-configmap-to-an-existing-volume-in-kubernetes-using-rancher-d01c472a10ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Quick Fix: Mounting a ConfigMap to an Existing Volume in Kubernetes' Using Rancher in the Kubernetes Tools ecosystem.
+  - [blog.kubecost.com: Rancher vs Kubernetes: It’s not either or](https://blog.kubecost.com/blog/rancher-vs-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or== in the Kubernetes Tools ecosystem.
+  - [akyriako.medium.com: Provision an on-prems Kubernetes Cluster with Rancher,' Terraform and Ansible](https://akyriako.medium.com/provision-an-on-prems-kubernetes-cluster-with-rancher-terraform-and-ansible-e26e24059319)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==akyriako.medium.com: Provision an on-prems Kubernetes Cluster with Rancher,' Terraform and Ansible== in the Kubernetes Tools ecosystem.
+  - [Rancher Academy 🌟](https://academy.rancher.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Rancher Academy 🌟 in the Kubernetes Tools ecosystem.
+  - [Install Kubernetes with k3sup and k3s](https://medium.com/@alexellisuk/walk-through-install-kubernetes-to-your-raspberry-pi-in-15-minutes-84a8492dc95a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Install Kubernetes with k3sup and k3s in the Kubernetes Tools ecosystem.
+  - [en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test](https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test in the Kubernetes Tools ecosystem.
+  - [nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud](https://nativecloud.dev/scale-out-your-raspberry-pi-k3s-cluster-to-the-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud in the Kubernetes Tools ecosystem.
+  - [medium.com/@ostridelabs: k8s vs k3s: The Comprehensive Difference](https://medium.com/@ostridelabs/k8s-vs-k3s-the-comprehensive-difference-f7667d141c0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@ostridelabs: k8s vs k3s: The Comprehensive Difference== in the Kubernetes Tools ecosystem.
+  - [justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster' (K3S)](https://www.justinpolidori.it/posts/20220611_vcluster_auth)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster' (K3S) in the Kubernetes Tools ecosystem.
   - [cncf.io: Introduction to k3d: Run K3s in Docker](https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Introduction to k3d: Run K3s in Docker in the Kubernetes Tools ecosystem.
+  - [akyriako.medium.com: Provision a Highly Available K3S Cluster with K3D](https://akyriako.medium.com/provision-a-high-availability-k3s-cluster-with-k3d-a7519f476c9c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering akyriako.medium.com: Provision a Highly Available K3S Cluster with K3D in the Kubernetes Tools ecosystem.
+  - [medium.com: OKE Clusters from Rancher 2.0](https://medium.com/swlh/oke-clusters-from-rancher-2-0-409131ad1293)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: OKE Clusters from Rancher 2.0 in the Kubernetes Tools ecosystem.
+  - [medium.com: Rancher deployed Kubernetes on Oracle Cloud Infrastructure](https://medium.com/@jlamillan/rancher-deployed-kubernetes-on-oracle-cloud-infrastructure-6b0656cdaec0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Rancher deployed Kubernetes on Oracle Cloud Infrastructure in the Kubernetes Tools ecosystem.
+  - [Kubernautic](https://kubernauts.sh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernautic in the Kubernetes Tools ecosystem.
+  - [Certified Kubernetes offerings](https://www.cncf.io/certification/software-conformance)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Certified Kubernetes offerings in the Kubernetes Tools ecosystem.
+## Cloud Native
+
+### Kubernetes
+
+#### Rancher Management
+
+  - **(2022)** [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Official AWS Quick Start reference guide for standing up Rancher on AWS. This architecture installs Rancher on an Amazon EKS cluster, giving enterprise operations teams a unified interface to govern multiple downstream clusters, enforce unified RBAC models, and manage complex multi-tenant environments.
 ## Container Engines
 
 ### Lightweight Runtimes
@@ -145,11 +157,18 @@
   - **(2021)** [itnext.io: Fleet Management of Kubernetes Clusters at Scale β€” Rancher’s Fleet](https://itnext.io/fleet-management-of-kubernetes-clusters-at-scale-ranchers-fleet-de161cc52325)  [COMMUNITY-TOOL] β€” Curator Insight reviews Fleet's design for multi-cluster scaling. Live engineering truth in 2026 confirms that the fundamental architectures of GitOps bundles and target custom resource definitions (CRDs) outlined here continue to dictate how Fleet scales in production setups.
 ## Infrastructure (1)
 
-### Hyperconverged Infrastructure
+### Cluster Management
 
-#### Bare Metal (1)
+#### RKE2
 
-  - **(2021)** [**rancher.com: Announcing Harvester: Open Source Hyperconverged Infrastructure (HCI) Software**](https://www.suse.com/c/rancher_blog/announcing-harvester-open-source-hyperconverged-infrastructure-hci-software) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Official announcement of Harvester, an open-source hyperconverged infrastructure (HCI) solution designed on top of Kubernetes, KubeVirt, and Longhorn. Bridges the gap between traditional virtual machine workloads and modern cloud-native containerized platforms, enabling unified operations. Valuable for organizations seeking alternatives to legacy proprietary hypervisors.
+  - **(2024)** [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery) [ADVANCED LEVEL] [GUIDE]  [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.
+## Introductory
+
+### Concepts
+
+#### Core Resources
+
+  - **(2021)** [community.suse.com: Stupid Simple Kubernetesβ€Šβ€”β€ŠDeployments, Services and Ingresses Explained](https://www.rancher.com/community)  [COMMUNITY-TOOL] β€” Provides a clean, foundational model detailing the relationship between Deployments, Services, and Ingress resources. Explains how these layers work together to manage container replicas, handle traffic distribution, and expose APIs to external users.
 ## Kubernetes Management
 
 ### Case Studies
@@ -167,7 +186,7 @@
 #### Training
 
   - **(2020)** [Rancher Labs launches free training course to meet surging demand for Kubernetes skills](https://www.computing.co.uk/news/4015423/rancher-labs-launches-free-training-course-meet-surging-demand-kubernetes) [NONE CONTENT] 🌟 [COMMUNITY-TOOL] β€” News coverage highlighting Rancher Labs' release of free structural training academies designed to meet surging market demands for cloud-native orchestration and DevSecOps tooling expertise.
-### Hyperconverged Infrastructure (1)
+### Hyperconverged Infrastructure
 
 #### Harvester
 
@@ -195,6 +214,9 @@
 #### 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
 
 #### Enterprise Management
@@ -259,27 +281,12 @@
   - **(2022)** [blog.getambassador.io: Best Tools for Kubernetes Local Development: A Comprehensive Guide](https://blog.getambassador.io/best-tools-for-kubernetes-local-development-a-comprehensive-guide-3577d351d31e) [NONE CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A comparative market review assessing local Kubernetes developer pipelines including Minikube, Kind, and K3s. Highlights developer speed, local resources consumption, and production parity.
 ## Platform Engineering
 
-### Education and Training
-
-#### Multi-Cluster Management
-
-  - **(2025)** [==Rancher Academy 🌟==](https://www.rancher.academy) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through structural best practices for platform engineering, security, and edge operations. Recommended for engineers targeting certified Rancher competencies.
-### Hyperconverged Infrastructure (2)
+### Hyperconverged Infrastructure (1)
 
 #### Harvester HCI
 
   - **(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.
-### Multi-Cluster Management (1)
-
-#### Rancher vs K8s
-
-  - **(2023)** [blog.kubecost.com: Rancher vs Kubernetes: It’s not either or](https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Informative analysis clarifying the distinction between raw Kubernetes and multi-cluster orchestration management via Rancher. Details how Rancher operates on top of standard distributions to provide unified authentication, security compliance, and application catalog features. Excellent material for platform architects planning enterprise-wide cluster control planes.
-### Virtual Clusters
-
-#### Identity and Access Management
-
-  - **(2022)** [justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster (K3S)](https://justinpolidori.com/posts/20220611_vcluster_auth) [ADVANCED LEVEL] [GUIDE] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Deep technical walkthrough explaining the integration of Dex as an identity broker with LDAP to secure virtualized Kubernetes clusters (vcluster/K3s). Explains certificate handling, downstream cluster federation, and RBAC mapping. Solves complex multi-tenant enterprise identity requirements in high-density development environments.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
 
diff --git a/v2-docs/react.md b/v2-docs/react.md
index afe26859..1025a385 100644
--- a/v2-docs/react.md
+++ b/v2-docs/react.md
@@ -13,5 +13,5 @@
   - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/recruitment.md b/v2-docs/recruitment.md
index 96a83051..743f72f5 100644
--- a/v2-docs/recruitment.md
+++ b/v2-docs/recruitment.md
@@ -10,6 +10,17 @@
 #### General Reference
 
   - [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.
+  - [tigerabrodi.hashnode.dev: Interviewing software developers](https://tigerabrodi.hashnode.dev/interviewing-software-developers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering tigerabrodi.hashnode.dev: Interviewing software developers in the Kubernetes Tools ecosystem.
+  - [lynnlangit.medium.com: Tech Anti-Interviewing](https://lynnlangit.medium.com/tech-anti-interviewing-106674655ea0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lynnlangit.medium.com: Tech Anti-Interviewing in the Kubernetes Tools ecosystem.
+  - [medium.com/hackernoon: How to hire a DevOps Engineer](https://medium.com/hackernoon/how-to-hire-a-devops-engineer-4e59e7847e9b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/hackernoon: How to hire a DevOps Engineer in the Kubernetes Tools ecosystem.
+  - [4dayweek.medium.com: What does the work-life balance of a Software Engineer' look like?](https://4dayweek.medium.com/what-does-the-work-life-balance-of-a-software-engineer-look-like-fe16cc46bb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering 4dayweek.medium.com: What does the work-life balance of a Software Engineer' look like? in the Kubernetes Tools ecosystem.
+  - [medium.com/walmartglobaltech: How Do You Decide Whether an Individual Contributor' (IC) or Engineering Manager Role is Right for You?](https://medium.com/walmartglobaltech/how-do-you-decide-whether-an-individual-contributor-ic-or-engineering-manager-role-is-right-for-f46251f1a4cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/walmartglobaltech: How Do You Decide Whether an Individual Contributor' (IC) or Engineering Manager Role is Right for You? in the Kubernetes Tools ecosystem.
+  - [theengineeringmanager.substack.com: How do I progress to the next level' in my career?](https://theengineeringmanager.substack.com/p/how-do-i-progress-to-the-next-level)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering theengineeringmanager.substack.com: How do I progress to the next level' in my career? in the Kubernetes Tools ecosystem.
+  - [blog.robertsimoes.org: Four Wings of a Software Engineer](https://blog.robertsimoes.org/posts/four-wings-of-software-engineers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.robertsimoes.org: Four Wings of a Software Engineer in the Kubernetes Tools ecosystem.
+  - [Why I Don’t Consider Your Certifications During An Interview](https://madokai.medium.com/why-i-dont-consider-your-certifications-during-an-interview-fe4b62cf6f8c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Why I Don’t Consider Your Certifications During An Interview in the Kubernetes Tools ecosystem.
+  - [jobs.rekruuto.com: Rekruuto DevOps and SRE Job Opportunities](https://jobs.rekruuto.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering jobs.rekruuto.com: Rekruuto DevOps and SRE Job Opportunities in the Kubernetes Tools ecosystem.
+  - [trycircular.com (Spain)](https://trycircular.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering trycircular.com (Spain) in the Kubernetes Tools ecosystem.
+  - [skamille.medium.com: An incomplete list of skills senior engineers need,' beyond coding](https://skamille.medium.com/an-incomplete-list-of-skills-senior-engineers-need-beyond-coding-8ed4a521b29f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering skamille.medium.com: An incomplete list of skills senior engineers need,' beyond coding in the Kubernetes Tools ecosystem.
 ## DevOps Culture
 
 ### Workforce Strategy
@@ -259,5 +270,5 @@
   - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md)
+πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md)
 
diff --git a/v2-docs/registries.md b/v2-docs/registries.md
index 8e9dcf54..1c8dc39d 100644
--- a/v2-docs/registries.md
+++ b/v2-docs/registries.md
@@ -9,11 +9,18 @@
 
 #### General Reference
 
-  - [docs.openshift.com: Integrated OpenShift Container Platform registry](https://docs.redhat.com/en/documentation/openshift_container_platform/4.8/html/registry/index)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.redhat.com in the Kubernetes Tools ecosystem.
-  - [help.sonatype.com: Inbound SSL - Configuring to Serve Content via HTTPS](https://help.sonatype.com/en/404-page.html?_ga=2.250230211.411976214.1575978022-1513910029.1575978022#ConfiguringSSL-InboundSSL-ConfiguringtoServeContentviaHTTPS)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering help.sonatype.com in the Kubernetes Tools ecosystem.
+  - [help.sonatype.com: Inbound SSL - Configuring to Serve Content via HTTPS](https://help.sonatype.com/en/sonatype-nexus-repository.html/security/configuring-ssl?_ga=2.250230211.411976214.1575978022-1513910029.1575978022#ConfiguringSSL-InboundSSL-ConfiguringtoServeContentviaHTTPS)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering help.sonatype.com in the Kubernetes Tools ecosystem.
+  - [Dzone refcard: Using Repository Managers](https://dzone.com/refcardz/binary-repository-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone refcard: Using Repository Managers in the Kubernetes Tools ecosystem.
+  - [docs.openshift.com: Integrated OpenShift Container Platform registry](https://docs.openshift.com/container-platform/4.8/registry/architecture-component-imageregistry.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.openshift.com: Integrated OpenShift Container Platform registry in the Kubernetes Tools ecosystem.
   - [Dzone: Getting started with Nexus](https://dzone.com/articles/getting-started-nexus-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Getting started with Nexus in the Kubernetes Tools ecosystem.
   - [stackoverflow: run nexus3 with docker in a kubernetes cluster](https://stackoverflow.com/questions/42766349/run-nexus-3-with-docker-in-a-kubernetes-cluster)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackoverflow: run nexus3 with docker in a kubernetes cluster in the Kubernetes Tools ecosystem.
+  - [sonatype: how to delete docker images from Nexus Repository Manager](https://support.sonatype.com/hc/en-us/articles/360009696054-How-to-delete-docker-images-from-Nexus-Repository-Manager)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sonatype: how to delete docker images from Nexus Repository Manager in the Kubernetes Tools ecosystem.
+  - [support.sonatype.com: Using self signed certificates with Nexus Repository' Manager and Docker Daemon](https://support.sonatype.com/hc/en-us/articles/217542177-Using-Self-Signed-Certificates-with-Nexus-Repository-Manager-and-Docker-Daemon)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering support.sonatype.com: Using self signed certificates with Nexus Repository' Manager and Docker Daemon in the Kubernetes Tools ecosystem.
+  - [support.sonatype.com: SSL Certificate Guide](https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering support.sonatype.com: SSL Certificate Guide in the Kubernetes Tools ecosystem.
   - [Jenkins: Publish Maven Artifacts to Nexus OSS Using Pipelines or Maven Jobs' 🌟](https://dzone.com/articles/jenkins-publish-maven-artifacts-to-nexus-oss-using)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Jenkins: Publish Maven Artifacts to Nexus OSS Using Pipelines or Maven Jobs' 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.mimacom.com/automate-nexus](https://blog.mimacom.com/automate-nexus)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mimacom.com/automate-nexus in the Kubernetes Tools ecosystem.
+  - [freesoft.dev: Ansible Role: Harbor API Codifying](https://freesoft.dev/program/126957220)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering freesoft.dev: Ansible Role: Harbor API Codifying in the Kubernetes Tools ecosystem.
+  - [medium.com/swlh: Deploy Your Private Docker Registry as a Pod in Kubernetes](https://medium.com/swlh/deploy-your-private-docker-registry-as-a-pod-in-kubernetes-f6a489bf0180)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/swlh: Deploy Your Private Docker Registry as a Pod in Kubernetes in the Kubernetes Tools ecosystem.
 ## Artifact Management
 
 ### Package Repositories
@@ -125,13 +132,6 @@
 #### Quay Releases
 
   - **(2019)** [Quay 3.0 released in May 2019](https://www.redhat.com/en/blog/introducing-red-hat-quay-3-registry-your-linux-and-windows-containers) [N/A CONTENT] [DOCUMENTATION]  [LEGACY] β€” Announcement documentation marking the release of Red Hat Quay 3.0, introducing Windows Container support and a multi-architecture architecture overhaul. This release solidified Quay's capability to orchestrate high-availability registries across diverse operating system nodes. While conceptually informative, it is categorized as legacy given the continuous evolutionary releases of the v3.x and v4.x lineages in modern production.
-## Infrastructure Standards
-
-### Container Registry
-
-#### Legacy Resources
-
-  - **(2026)** [guides.sonatype.com: secure docker registries](https://help.sonatype.com/en/404-page.html) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An identical retired documentation path representing defunct guidelines on Nexus-based private container security. Preserved purely for historical configuration mapping.
 ## Market and Strategy
 
 ### DevOps Platforms
@@ -148,5 +148,5 @@
   - **(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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
 
diff --git a/v2-docs/remote-tech-jobs.md b/v2-docs/remote-tech-jobs.md
index 1e7ab9ec..d5df0ac6 100644
--- a/v2-docs/remote-tech-jobs.md
+++ b/v2-docs/remote-tech-jobs.md
@@ -43,5 +43,5 @@
   - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md)
+πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md)
 
diff --git a/v2-docs/scaffolding.md b/v2-docs/scaffolding.md
index 9efc0fb7..0ecb77d1 100644
--- a/v2-docs/scaffolding.md
+++ b/v2-docs/scaffolding.md
@@ -3,6 +3,14 @@
 !!! info "Architectural Context"
     Detailed reference for Scaffolding Tools in the context of Platform & Site Reliability.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [Wikipedia: Spring Roo](https://en.wikipedia.org/wiki/Spring_Roo)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Spring Roo in the Kubernetes Tools ecosystem.
+  - [Atomist](https://go.atomist.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Atomist in the Kubernetes Tools ecosystem.
 ## Developer Experience
 
 ### Inner Loop Development
@@ -26,5 +34,5 @@
   - **(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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
 
diff --git a/v2-docs/scaleway.md b/v2-docs/scaleway.md
index a86cb018..b3f714a8 100644
--- a/v2-docs/scaleway.md
+++ b/v2-docs/scaleway.md
@@ -3,13 +3,6 @@
 !!! info "Architectural Context"
     Detailed reference for Scaleway Public Cloud in the context of Cloud Providers (Hyperscalers).
 
-## Architectural Foundations
-
-### Kubernetes Tools
-
-#### General Reference
-
-  - [scaleway.com](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.
 ## Cloud Native
 
 ### Managed Kubernetes
@@ -26,5 +19,5 @@
   - **(2022)** [SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture](https://www.scaleway.com/en/en/blog/saas-multi-tenant-vs-multi-instance-architectures) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An architectural guide analyzing the trade-offs between multi-instance and multi-tenant architectures. It reviews namespace limits, network segmentation strategies, and storage separation models crucial for SaaS developers on Kubernetes.
 
 ---
-πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Backup](./aws-backup.md) | [AWS Containers](./aws-containers.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
 
diff --git a/v2-docs/securityascode.md b/v2-docs/securityascode.md
index cc728240..088fdaa3 100644
--- a/v2-docs/securityascode.md
+++ b/v2-docs/securityascode.md
@@ -10,6 +10,33 @@
 #### 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.
+  - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM Vault 2.0 UI Enhancements and Reporting Improvements in the Kubernetes Tools ecosystem.
+  - [Web-Check](https://web-check.xyz)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Web-Check in the Kubernetes Tools ecosystem.
+  - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering IBM IAM for AI Agents in the Kubernetes Tools ecosystem.
+  - [medium: Automate policies enforcement with Policy-as-Code 🌟](https://medium.com/airwalk/automate-policies-enforcement-with-policy-as-code-2f20aac9e2b0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automate policies enforcement with Policy-as-Code 🌟 in the Kubernetes Tools ecosystem.
+  - [magalix.com: Integrating Open Policy Agent (OPA) With Kubernetes 🌟](https://www.magalix.com/blog/integrating-open-policy-agent-opa-with-kubernetes-a-deep-dive-tutorial)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Integrating Open Policy Agent (OPA) With Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: Integrating Identity: OAUTH2 and OPENID CONNECT in Open' Policy Agent](https://blog.styra.com/blog/integrating-identity-oauth2-and-openid-connect-in-open-policy-agent)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Integrating Identity: OAUTH2 and OPENID CONNECT in Open' Policy Agent in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: Rego Unit Testing](https://blog.styra.com/blog/rego-unit-testing)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Rego Unit Testing in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: Dynamic Policy Composition for OPA](https://blog.styra.com/blog/dynamic-policy-composition-for-opa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Dynamic Policy Composition for OPA in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: 5 OPA Deployment Performance Models for Microservices](https://blog.styra.com/blog/5-opa-deployment-performance-models-for-microservices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: 5 OPA Deployment Performance Models for Microservices in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: Open Policy Agent: The Top 5 Kubernetes Admission Control' Policies](https://blog.styra.com/blog/open-policy-agent-the-top-5-kubernetes-admission-control-policies)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Open Policy Agent: The Top 5 Kubernetes Admission Control' Policies in the Kubernetes Tools ecosystem.
+  - [siegert-maximilian.medium.com: Ensure Content Trust on Kubernetes using' Notary and Open Policy Agent](https://siegert-maximilian.medium.com/ensure-content-trust-on-kubernetes-using-notary-and-open-policy-agent-485ab3a9423c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering siegert-maximilian.medium.com: Ensure Content Trust on Kubernetes using' Notary and Open Policy Agent in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: Policy-based infrastructure guardrails with Terraform and' OPA 🌟](https://blog.styra.com/blog/policy-based-infrastructure-guardrails-with-terraform-and-opa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Policy-based infrastructure guardrails with Terraform and' OPA 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Automated Manifest File Validation Using Open Policy Agent and GitHub' Actions | Ravindu Sandeepa Rathugama](https://medium.com/@ravindursr/automated-manifest-file-validation-using-open-policy-agent-and-github-actions-697fa9fd74f0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automated Manifest File Validation Using Open Policy Agent and GitHub' Actions | Ravindu Sandeepa Rathugama in the Kubernetes Tools ecosystem.
+  - [inspektor.cloud: Evaluating open policy agent in rust using wasm](https://inspektor.cloud/blog/evaluating-open-policy-agent-in-rust-using-wasm)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering inspektor.cloud: Evaluating open policy agent in rust using wasm in the Kubernetes Tools ecosystem.
+  - [medium.com/4th-coffee: What is Policy-as-Code? An Introduction to Open Policy' Agent](https://medium.com/4th-coffee/what-is-policy-as-code-an-introduction-to-open-policy-agent-6098463f8461)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: What is Policy-as-Code? An Introduction to Open Policy' Agent in the Kubernetes Tools ecosystem.
+  - [banzaicloud.com: Istio and Kubernetes ft. OPA policies](https://banzaicloud.com/blog/istio-opa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering banzaicloud.com: Istio and Kubernetes ft. OPA policies in the Kubernetes Tools ecosystem.
+  - [medium: Ensure Content Trust on Kubernetes using Notary and Open Policy' Agent](https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-notary-and-open-policy-agent-485ab3a9423c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Ensure Content Trust on Kubernetes using Notary and Open Policy' Agent in the Kubernetes Tools ecosystem.
+  - [medium: Deploying Open Policy Agent (OPA) on a GKE cluster β€” Step by Step](https://medium.com/linkbynet/deploying-opa-on-a-gke-cluster-da4d3d77812c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploying Open Policy Agent (OPA) on a GKE cluster β€” Step by Step in the Kubernetes Tools ecosystem.
+  - [blog.styra.com: Using OPA with GitOps to speed Cloud-Native development](https://blog.styra.com/blog/using-opa-with-gitops-to-speed-cloud-native-development)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.styra.com: Using OPA with GitOps to speed Cloud-Native development in the Kubernetes Tools ecosystem.
+  - [medium.com/gitguardian: What is Policy-as-Code? An Introduction to Open' Policy Agent](https://medium.com/gitguardian/what-is-policy-as-code-an-introduction-to-open-policy-agent-dba1400bb030)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/gitguardian: What is Policy-as-Code? An Introduction to Open' Policy Agent in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Securing Infrastructure In Application Pipelines](https://www.hashicorp.com/resources/securing-infrastructure-in-application-pipelines)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Securing Infrastructure In Application Pipelines in the Kubernetes Tools ecosystem.
+  - [venturebeat.com: How Nirmata plans to β€˜conquer Kubernetes complexity’ with' open source Kyverno](https://venturebeat.com/2021/08/10/how-nirmata-plans-to-conquer-kubernetes-complexity-with-open-source-kyverno)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering venturebeat.com: How Nirmata plans to β€˜conquer Kubernetes complexity’ with' open source Kyverno in the Kubernetes Tools ecosystem.
+  - [movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno](https://movi.hashnode.dev/simplify-kubernetes-cluster-management-with-kyverno-ckt6yxjqy0duy95s14groe7h4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno in the Kubernetes Tools ecosystem.
+  - [arun-sisodiya.medium.com: Kyvernoβ€Šβ€”β€ŠA Kubernetes native policy manager (Policy' as Code)](https://arun-sisodiya.medium.com/kyverno-a-policy-manager-for-kubernetes-286f6e082062)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering arun-sisodiya.medium.com: Kyvernoβ€Šβ€”β€ŠA Kubernetes native policy manager (Policy' as Code) in the Kubernetes Tools ecosystem.
+  - [medium.com/compass-true-north: Governing Multi-Tenant Kubernetes Clusters' with Kyverno](https://medium.com/compass-true-north/governing-multi-tenant-kubernetes-clusters-with-kyverno-3e11ba4a64ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/compass-true-north: Governing Multi-Tenant Kubernetes Clusters' with Kyverno in the Kubernetes Tools ecosystem.
+  - [medium.com/@haseebshaukat2: Kyverno β€” Policy Engine for Kubernetes | Muhammad' Haseeb Shaukat](https://medium.com/@haseebshaukat2/kyverno-policy-engine-for-kubernetes-b49f3fac43b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@haseebshaukat2: Kyverno β€” Policy Engine for Kubernetes | Muhammad' Haseeb Shaukat in the Kubernetes Tools ecosystem.
+  - [medium.com/@glen.yu: Why I prefer Kyverno over Gatekeeper for native Kubernetes' policy management](https://medium.com/@glen.yu/why-i-prefer-kyverno-over-gatekeeper-for-native-kubernetes-policy-management-35a05bb94964)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@glen.yu: Why I prefer Kyverno over Gatekeeper for native Kubernetes' policy management in the Kubernetes Tools ecosystem.
 ## Cloud Native Security
 
 ### Infrastructure Security
@@ -153,7 +180,7 @@
 
 #### 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.
+  - **(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
 
 ### Policy Enforcement
@@ -163,5 +190,5 @@
   - **(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) | [IaC](./iac.md) | [Terraform](./terraform.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
 
diff --git a/v2-docs/serverless.md b/v2-docs/serverless.md
index 756b0a1a..7b03fe2c 100644
--- a/v2-docs/serverless.md
+++ b/v2-docs/serverless.md
@@ -9,10 +9,24 @@
 
 #### General Reference
 
+  - [developers.redhat.com: Serverless Architecture](https://developers.redhat.com/topics/serverless-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering developers.redhat.com: Serverless Architecture 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.
+  - [medium: What a typical 100% Serverless Architecture looks like in AWS!](https://medium.com/serverless-transformation/what-a-typical-100-serverless-architecture-looks-like-in-aws-40f252cd0ecb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: What a typical 100% Serverless Architecture looks like in AWS! in the Kubernetes Tools ecosystem.
   - [dzone: Implementing Serverless Microservices Architecture on AWS](https://dzone.com/articles/implementing-serverless-microservices-architecture)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Implementing Serverless Microservices Architecture on AWS in the Kubernetes Tools ecosystem.
+  - [vimal-dwarampudi.medium.com: Serverless Architecture design on major clouds](https://vimal-dwarampudi.medium.com/serverless-architecture-design-on-major-clouds-8c53c2aa62d2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering vimal-dwarampudi.medium.com: Serverless Architecture design on major clouds in the Kubernetes Tools ecosystem.
   - [dzone: When to Use Serverless, and When to Use Kubernetes 🌟](https://dzone.com/articles/when-to-use-serverless-when-to-use-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: When to Use Serverless, and When to Use Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [jeromevdl.medium.com: When to use a Lambda function, and when not? 🌟](https://jeromevdl.medium.com/when-to-use-a-lambda-function-and-when-not-9a225e6dd2dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==jeromevdl.medium.com: When to use a Lambda function, and when not?== 🌟 in the Kubernetes Tools ecosystem.
   - [dzone: When to Use Logic Apps and Azure Functions](https://dzone.com/articles/when-to-use-logic-apps-and-azure-functions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: When to Use Logic Apps and Azure Functions in the Kubernetes Tools ecosystem.
+  - [medium.com/@marinradjenovic: Why do you still need to think of scalability' when architecting Serverless apps?](https://medium.com/@marinradjenovic/why-do-you-still-need-to-think-of-scalability-when-architecting-serverless-apps-a2e1f14e3eca)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@marinradjenovic: Why do you still need to think of scalability' when architecting Serverless apps? in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Going Serverless? Governance Is Everything](https://betterprogramming.pub/going-serverless-governance-is-everything-c70589c9cee9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Going Serverless? Governance Is Everything in the Kubernetes Tools ecosystem.
+  - [oliverjumpertz.medium.com: Serverless vs. Kubernetes](https://oliverjumpertz.medium.com/serverless-vs-kubernetes-58b0b387dc98)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering oliverjumpertz.medium.com: Serverless vs. Kubernetes in the Kubernetes Tools ecosystem.
+  - [wikipedia: FaaS Function as a Service](https://en.wikipedia.org/wiki/Function_as_a_service)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: FaaS Function as a Service in the Kubernetes Tools ecosystem.
+  - [fauna.com: How does FaaS compare to PaaS and CaaS. A Comparison of Serverless' Function (FaaS) Providers](https://fauna.com/blog/comparison-faas-providers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fauna.com: How does FaaS compare to PaaS and CaaS. A Comparison of Serverless' Function (FaaS) Providers in the Kubernetes Tools ecosystem.
+  - [magalix.com: Implementing FaaS in Kubernetes Using Kubeless](https://www.magalix.com/blog/implementing-faas-in-kubernetes-using-kubeless)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering magalix.com: Implementing FaaS in Kubernetes Using Kubeless in the Kubernetes Tools ecosystem.
+  - [kubeless.io](https://kubeless.io)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubeless.io in the Kubernetes Tools ecosystem.
+  - [medium.com: Serverless - Build a Serverless Simple Flask Application with' Kubeless on top of Kubernetes](https://medium.com/@peiruwang/serverless-build-a-serverless-simple-flask-application-with-kubeless-on-top-of-kubernetes-95c6682c3750)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Serverless - Build a Serverless Simple Flask Application with' Kubeless on top of Kubernetes in the Kubernetes Tools ecosystem.
+  - [headleysj.medium.com: Building event-driven systems at scale in Kubernetes' with Dapr β€” Part II: How does Dapr work?](https://headleysj.medium.com/building-event-driven-systems-at-scale-in-kubernetes-with-dapr-part-2-how-does-dapr-work-732ba7a0d652)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering headleysj.medium.com: Building event-driven systems at scale in Kubernetes' with Dapr β€” Part II: How does Dapr work? in the Kubernetes Tools ecosystem.
+  - [TriggerMesh](https://www.triggermesh.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering TriggerMesh in the Kubernetes Tools ecosystem.
 ## Architecture Decisions
 
 ### Comparisons
@@ -60,6 +74,13 @@
 #### Operational Cost
 
   - **(2020)** [freecodecamp.org: Serverless is cheaper, not simpler](https://www.freecodecamp.org/news/serverless-is-cheaper-not-simpler-a10c4fc30e49)  [COMMUNITY-TOOL] β€” Challenges the popular industry narrative that serverless frameworks simplify system designs. While highlighting significant cost reductions, this case study warns about the operational complexities of distributed event routing, IAM configuration boundaries, and cold start mitigations.
+## Cloud Infrastructure and Orchestration
+
+### Serverless Architecture
+
+#### Case Studies
+
+  - **(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
@@ -100,6 +121,7 @@
 
 #### 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)
 
@@ -112,7 +134,7 @@
 #### CI-CD
 
   - **(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
+#### Case Studies (1)
 
   - **(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) [ADVANCED LEVEL] [CASE STUDY] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” Details how daily.dev constructed a cost-efficient article parsing ecosystem by combining serverless scraping pipelines, queue storage, and ephemeral container tasks.
   - **(2020)** [**dashbird.io: Serverless Case Study – Coca-Cola**](https://dashbird.io/blog/serverless-case-study-coca-cola) [CASE STUDY] 🌟🌟🌟🌟 [CASE STUDY] [ENTERPRISE-STABLE] β€” A key industrial case study tracking how Coca-Cola migrated critical transaction systems to serverless, noting immense scale capacity and severe operational cost savings.
@@ -202,6 +224,13 @@
 #### 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
+
+### 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
@@ -209,7 +238,14 @@
 #### 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.
+## Kubernetes
+
+### Tooling
+
+#### Deployment Tools
+
+  - **(2021)** [**itnext.io: **arkade** by example β€” Kubernetes apps, the easy way 🌟**](https://itnext.io/kubernetes-apps-the-easy-way-f06d9e5cad3c) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Introduces arkade, a lightning-fast application installer for Kubernetes. Simplifies cluster bootstrap setups by deploying tools like OpenFaaS or cert-manager with one-line commands.
 
 ---
-πŸ’‘ **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Kubernetes Storage](./kubernetes-storage.md) | [Docker](./docker.md)
+πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
 
diff --git a/v2-docs/servicemesh.md b/v2-docs/servicemesh.md
index 2a8429b2..fdd364e2 100644
--- a/v2-docs/servicemesh.md
+++ b/v2-docs/servicemesh.md
@@ -9,11 +9,33 @@
 
 #### General Reference
 
+  - [platform9.com: The Gorilla Guide to Kubernetes in the Enterprise](https://platform9.com/blog/kubernetes-service-mesh)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering platform9.com in the Kubernetes Tools ecosystem.
+  - [rancher.com: Using Hybrid and Multi-Cloud Service Mesh Based Applications for Distributed Deployments](https://www.suse.com/c/rancher_blog/using-hybrid-and-multi-cloud-service-mesh-based-applications-for-distributed-deployments)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.
+  - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AWS App Mesh with EKS and Canary deployment in the Kubernetes Tools ecosystem.
   - [cncf.io: Service Mesh Is Still Hard](https://www.cncf.io/blog/2020/10/26/service-mesh-is-still-hard)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Service Mesh Is Still Hard in the Kubernetes Tools ecosystem.
+  - [medium: Part 1 β€” Why Red Hat Openshift Service Mesh? 🌟](https://medium.com/@maggarwa/part-1-why-red-hat-openshift-service-mesh-54b8b6ae1a8f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Part 1 β€” Why Red Hat Openshift Service Mesh? 🌟 in the Kubernetes Tools ecosystem.
+  - [toptal.com: A Kubernetes Service Mesh Comparison 🌟](https://www.toptal.com/kubernetes/service-mesh-comparison)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering toptal.com: A Kubernetes Service Mesh Comparison 🌟 in the Kubernetes Tools ecosystem.
   - [cncf.io: Networking with a service mesh: use cases, best practices, and' comparison of top mesh options](https://www.cncf.io/blog/2021/07/15/networking-with-a-service-mesh-use-cases-best-practices-and-comparison-of-top-mesh-options)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Networking with a service mesh: use cases, best practices, and' comparison of top mesh options in the Kubernetes Tools ecosystem.
+  - [blog.polymatic.systems: Service Mesh Wars, Goodbye Istio](https://blog.polymatic.systems/service-mesh-wars-goodbye-istio-b047d9e533c7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.polymatic.systems: Service Mesh Wars, Goodbye Istio in the Kubernetes Tools ecosystem.
+  - [medium: Microservices and the World with a Service Mesh | Adarsh Prabhu](https://medium.com/@adarsh.prabhu/microservices-and-the-world-with-a-service-mesh-ec9a709dd4b5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: Microservices and the World with a Service Mesh== | Adarsh Prabhu in the Kubernetes Tools ecosystem.
+  - [medium.com/elca-it: Service Mesh Performance Evaluation β€” Istio, Linkerd,' Kuma and Consul](https://medium.com/elca-it/service-mesh-performance-evaluation-istio-linkerd-kuma-and-consul-d8a89390d630)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/elca-it: Service Mesh Performance Evaluation β€” Istio, Linkerd,' Kuma and Consul in the Kubernetes Tools ecosystem.
+  - [medium.com/@pauldotyu: Service Mesh Considerations](https://medium.com/@pauldotyu/service-mesh-considerations-117561f30295)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@pauldotyu: Service Mesh Considerations in the Kubernetes Tools ecosystem.
+  - [medium.com/4th-coffee: A Comprehensive Tutorial on Service Mesh, Istio,' Envoy, Access Log, and Log Filtering](https://medium.com/4th-coffee/a-comprehensive-tutorial-on-service-mesh-istio-envoy-access-log-and-log-filtering-8f3d939c081d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/4th-coffee: A Comprehensive Tutorial on Service Mesh, Istio,' Envoy, Access Log, and Log Filtering in the Kubernetes Tools ecosystem.
+  - [medium: The Roles of Service Mesh and API Gateways in Microservice Architecture' 🌟](https://medium.com/better-programming/the-roles-of-service-mesh-and-api-gateways-in-microservice-architecture-f6e7dfd61043)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: The Roles of Service Mesh and API Gateways in Microservice Architecture' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Consul in Kubernetes β€” Pushing to Production](https://medium.com/swlh/consul-in-kubernetes-pushing-to-production-223506bbe8db)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Consul in Kubernetes β€” Pushing to Production in the Kubernetes Tools ecosystem.
+  - [medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh](https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-platform-service-mesh-372a82264e8e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟](https://www.hashicorp.com/blog/get-started-with-consul-service-mesh-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes](https://www.hashicorp.com/blog/hashicorp-consul-ingress-gateways-and-l7-traffic-management-in-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟](https://www.hashicorp.com/blog/disaster-recovery-for-hashicorp-consul-on-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: A Practical Guide to HashiCorp Consul β€” Part 1 🌟](https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-part-1-5ee778a7fcf4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: A Practical Guide to HashiCorp Consul β€” Part 1 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions](https://www.hashicorp.com/blog/getting-started-with-hcp-consul-frequently-asked-questions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions in the Kubernetes Tools ecosystem.
   - [cncf.io: Kubernetes network policies with Cilium and Linkerd](https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-linkerd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Kubernetes network policies with Cilium and Linkerd 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.
+  - [medium.com/attest-product-and-technology: Debugging mislabelled route metrics' from Linkerd](https://medium.com/attest-product-and-technology/debugging-mislabelled-route-metrics-from-linkerd-dda47fdff04a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/attest-product-and-technology: Debugging mislabelled route metrics' from Linkerd in the Kubernetes Tools ecosystem.
+  - [medium.com/@eshiett314: Mutual TLS with Emissary-Ingress and Linkerd](https://medium.com/@eshiett314/mutual-tls-with-emissary-ingress-and-linkerd-4aa3ffe0413f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eshiett314: Mutual TLS with Emissary-Ingress and Linkerd in the Kubernetes Tools ecosystem.
+  - [Google Cloud’s Traffic Director β€” What is it and how is it related to the Istio service-mesh?](https://medium.com/cloudzone/google-clouds-traffic-director-what-is-it-and-how-is-it-related-to-the-istio-service-mesh-c199acc64a6d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Google Cloud’s Traffic Director β€” What is it and how is it related to the Istio service-mesh? in the Kubernetes Tools ecosystem.
+  - [amalaruja.medium.com: Basic HTTP Routing Strategies with Envoy](https://amalaruja.medium.com/basic-http-routing-strategies-with-envoy-376be42559eb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering amalaruja.medium.com: Basic HTTP Routing Strategies with Envoy in the Kubernetes Tools ecosystem.
 ## Cloud Infrastructure
 
 ### Traffic Management
@@ -39,6 +61,11 @@
 #### 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
@@ -173,7 +200,7 @@
 #### 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
+### Data Plane (1)
 
 #### APIs and Protocols
 
@@ -193,6 +220,13 @@
   - **(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
@@ -210,7 +244,7 @@
 #### System Design
 
   - **(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
+## Networking (1)
 
 ### Ingress and Gateway
 
@@ -220,6 +254,16 @@
 #### 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
@@ -229,5 +273,5 @@
   - **(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.
 
 ---
-πŸ’‘ **Explore Related:** [Caching](./caching.md) | [Cloudflare](./cloudflare.md) | [Istio](./istio.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Networking](./networking.md)
 
diff --git a/v2-docs/sonarqube.md b/v2-docs/sonarqube.md
index fc9fec78..7f7c3914 100644
--- a/v2-docs/sonarqube.md
+++ b/v2-docs/sonarqube.md
@@ -9,12 +9,14 @@
 
 #### General Reference
 
+  - [wikipedia: SonarQube](https://en.wikipedia.org/wiki/SonarQube)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: SonarQube in the Kubernetes Tools ecosystem.
   - [Dzone: Why SonarQube](https://dzone.com/articles/why-sonarqube-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Why SonarQube in the Kubernetes Tools ecosystem.
   - [Dzone: How to quickly get started with Sonar](https://dzone.com/articles/how-quickly-get-started-sonar)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: How to quickly get started with Sonar in the Kubernetes Tools ecosystem.
   - [Dzone: Sonarqube scanning in 15 minutes](https://dzone.com/articles/sonarqube-scanning-in-15-minutes-2)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Sonarqube scanning in 15 minutes in the Kubernetes Tools ecosystem.
   - [Dzone: Quick start with sonarqube for static code analysis](https://dzone.com/articles/quick-start-witj-sonarqube-for-static-code-analysi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Quick start with sonarqube for static code analysis in the Kubernetes Tools ecosystem.
   - [Dzone.com: Code Analysis Part 1 - Analyzing Code with SonarQube](https://dzone.com/articles/code-analysis-with-sonarqube-part-1-setup)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone.com: Code Analysis Part 1 - Analyzing Code with SonarQube in the Kubernetes Tools ecosystem.
   - [Dzone: SonarCloud integration with SpringBoot Maven](https://dzone.com/articles/sonarcloud-integration-with-springboot-maven)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: SonarCloud integration with SpringBoot Maven in the Kubernetes Tools ecosystem.
+  - [Running SonarQube on Kubernetes](https://medium.com/@akamenev/running-sonarqube-on-azure-kubernetes-92a1b9051120)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Running SonarQube on Kubernetes in the Kubernetes Tools ecosystem.
 ## Continuous Integration
 
 ### CICD Pipelines
@@ -41,5 +43,5 @@
   - **(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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
 
diff --git a/v2-docs/sre.md b/v2-docs/sre.md
index ce0eb620..991d0198 100644
--- a/v2-docs/sre.md
+++ b/v2-docs/sre.md
@@ -9,10 +9,22 @@
 
 #### General Reference
 
+  - [wikipedia: Site Reliability Engineering](https://en.wikipedia.org/wiki/Site_Reliability_Engineering)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: Site Reliability Engineering in the Kubernetes Tools ecosystem.
+  - [overops.com: DevOps vs. SRE: What’s the Difference Between Them, and Which' One Are You?](https://blog.overops.com/devops-vs-sre-whats-the-difference-between-them-and-which-one-are-you)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering overops.com: DevOps vs. SRE: What’s the Difference Between Them, and Which' One Are You? in the Kubernetes Tools ecosystem.
   - [dzone: SRE vs. DevOps:β€ŠSRE Is to DevOps What Scrum Is to Agile](https://dzone.com/articles/sre-vs-devopssre-is-to-devops-what-scrum-is-to-agi)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: SRE vs. DevOps:β€ŠSRE Is to DevOps What Scrum Is to Agile in the Kubernetes Tools ecosystem.
   - [cncf.io: DevOps vs. SRE](https://www.cncf.io/blog/2020/07/17/site-reliability-engineering-sre-101-with-devops-vs-sre)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: DevOps vs. SRE in the Kubernetes Tools ecosystem.
+  - [kelda.io: Why SREs Should be Responsible for Development Environments](https://kelda.io/blog/sres-should-manage-development-environments)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kelda.io: Why SREs Should be Responsible for Development Environments in the Kubernetes Tools ecosystem.
+  - [hernan-david-hd.medium.com: 5 pilares del SRE/DevOps](https://hernan-david-hd.medium.com/5-pilares-del-sre-devops-f16e45f8d3fd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hernan-david-hd.medium.com: 5 pilares del SRE/DevOps in the Kubernetes Tools ecosystem.
+  - [hernan-david-hd.medium.com: Breaking down SRE/DevOps into 5 key areas](https://hernan-david-hd.medium.com/breaking-down-sre-devops-into-5-key-areas-5aacf40e8392)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hernan-david-hd.medium.com: Breaking down SRE/DevOps into 5 key areas in the Kubernetes Tools ecosystem.
+  - [stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The' Challenges for SREs](https://stackpulse.com/blog/monoliths-vs-microservices-challenges)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The' Challenges for SREs in the Kubernetes Tools ecosystem.
+  - [stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best' Practices for SREs](https://stackpulse.com/blog/monoliths-vs-microservices-best-practices)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best' Practices for SREs in the Kubernetes Tools ecosystem.
+  - [stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is](https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is in the Kubernetes Tools ecosystem.
+  - [medium: Agile vs. DevOps vs. SRE… it’s not OR, it’s AND !](https://medium.com/@ta.abhisingh/agile-vs-devops-vs-sre-its-not-or-it-s-and-aa312904e577)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Agile vs. DevOps vs. SRE… it’s not OR, it’s AND ! in the Kubernetes Tools ecosystem.
+  - [blogs.letusdevops.com: How much programming should I know for DevOps/SRE' domain.](https://blogs.letusdevops.com/p/how-much-programming-should-i-know)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blogs.letusdevops.com: How much programming should I know for DevOps/SRE' domain. in the Kubernetes Tools ecosystem.
   - [cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller' than you think](https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-gaps-might-be-smaller-than-you-think)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller' than you think== in the Kubernetes Tools ecosystem.
   - [dzone.com: DevOps vs. SRE vs. Platform Engineer vs. Cloud Engineer](https://dzone.com/articles/devops-vs-sre-vs-platform-engineer-vs-cloud-engine)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: DevOps vs. SRE vs. Platform Engineer vs. Cloud Engineer in the Kubernetes Tools ecosystem.
+  - [blog.acethecloud.com: A Step-by-Step Guide to Calculate SLAs, SLIs, and' SLOs for Your IT Services](https://blog.acethecloud.com/a-step-by-step-guide-to-calculating-slas-slis-and-slos-for-your-it-services-6f0a07b67bb5)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.acethecloud.com: A Step-by-Step Guide to Calculate SLAs, SLIs, and' SLOs for Your IT Services in the Kubernetes Tools ecosystem.
+  - [medium.com/picsart-engineering: Prioritizing Development Efforts with SLOs' in Microservices](https://medium.com/picsart-engineering/prioritizing-development-efforts-with-slos-in-microservices-109ecd9b9b92)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/picsart-engineering: Prioritizing Development Efforts with SLOs' in Microservices in the Kubernetes Tools ecosystem.
 ## Careers
 
 ### DevOps and SRE
@@ -27,6 +39,13 @@
 #### 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
@@ -130,6 +149,13 @@
   - **(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
@@ -160,6 +186,15 @@
 #### 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
@@ -167,7 +202,12 @@
 #### 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] [GUIDE]  [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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
 
diff --git a/v2-docs/stackstorm.md b/v2-docs/stackstorm.md
index 85f8b38d..16d53773 100644
--- a/v2-docs/stackstorm.md
+++ b/v2-docs/stackstorm.md
@@ -13,5 +13,5 @@
   - **(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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
 
diff --git a/v2-docs/swagger-code-generator-for-rest-apis.md b/v2-docs/swagger-code-generator-for-rest-apis.md
index 0f5988de..02be0459 100644
--- a/v2-docs/swagger-code-generator-for-rest-apis.md
+++ b/v2-docs/swagger-code-generator-for-rest-apis.md
@@ -30,7 +30,14 @@
 #### Swagger UI
 
   - **(2020)** [jonnylangefeld.com: Kubernetes: How to View Swagger UI](https://jonnylangefeld.com/blog/kubernetes-how-to-view-swagger-ui?utm_sq=gkuh13vgq3)  [COMMUNITY-TOOL] β€” This tutorial shows how to expose Swagger UI within a Kubernetes environment to dynamically explore and test internal cluster APIs. It covers secure proxying, namespace-level configurations, and JWT token passing.
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [baeldung.com: Using Swagger (OpenAPI) for a Spring REST API With Kotlin](https://www.baeldung.com/kotlin/swagger-spring-rest-api)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering baeldung.com: Using Swagger (OpenAPI) for a Spring REST API With Kotlin in the Kubernetes Tools ecosystem.
 
 ---
-πŸ’‘ **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Java_Frameworks](./java_frameworks.md)
 
diff --git a/v2-docs/tekton.md b/v2-docs/tekton.md
index 6ecf0523..200cd779 100644
--- a/v2-docs/tekton.md
+++ b/v2-docs/tekton.md
@@ -3,6 +3,19 @@
 !!! info "Architectural Context"
     Detailed reference for Tekton and Tekton Pipelines in the context of Engineering Pipeline.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [learn.openshift.com/middleware/pipelines](https://learn.openshift.com/middleware/pipelines)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering learn.openshift.com/middleware/pipelines in the Kubernetes Tools ecosystem.
+  - [lambda.grofers.com: Evolving Continuous Delivery in a Cloud-Native Environment' 🌟](https://lambda.grofers.com/evolving-cd-in-a-cloud-native-environment-bb64a38145ae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering lambda.grofers.com: Evolving Continuous Delivery in a Cloud-Native Environment' 🌟 in the Kubernetes Tools ecosystem.
+  - [itnext.io: Tekton Pipelines Kickstarter. Cloud Native CI/CD with Tekton' β€” Laying The Foundation](https://itnext.iocloud-native-ci-cd-with-tekton-laying-the-foundation-a377a1b59ac0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering itnext.io: Tekton Pipelines Kickstarter. Cloud Native CI/CD with Tekton' β€” Laying The Foundation in the Kubernetes Tools ecosystem.
+  - [blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub' repos using Tekton](https://blog.harbur.iothe-seven-steps-to-build-a-cloud-native-ci-cd-for-github-repos-using-tekton-31a445a3bde)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub' repos using Tekton in the Kubernetes Tools ecosystem.
+  - [sm43.medium.com: World of Tekton 😺 (Part 1)](https://sm43.medium.com/world-of-tekton-part-1-999738d63e25)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sm43.medium.com: World of Tekton 😺 (Part 1) in the Kubernetes Tools ecosystem.
+  - [Tekton: Concepts of Pipelines (Part 2)](https://sm43.medium.com/tekton-concepts-of-pipelines-part-2-cd86ad40bd34)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Tekton: Concepts of Pipelines (Part 2) in the Kubernetes Tools ecosystem.
+  - [devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to' Tekton](https://devops.com/using-llms-to-automate-pipeline-conversions-from-legacy-to-tekton)  [COMMUNITY-TOOL] [LEGACY] β€” A curated technical resource and architectural guide covering ==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to' Tekton== in the Kubernetes Tools ecosystem.
 ## Cloud Native Delivery
 
 ### CICD and GitOps
@@ -51,7 +64,14 @@
 #### Tekton UI Extensions
 
   - **(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
+
+#### 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:** [Argo](./argo.md) | [CI/CD](./cicd.md) | [Gitops](./gitops.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
 
diff --git a/v2-docs/terraform.md b/v2-docs/terraform.md
index f3d4ea5d..73f60d68 100644
--- a/v2-docs/terraform.md
+++ b/v2-docs/terraform.md
@@ -34,15 +34,211 @@
 
 #### General Reference
 
-  - [linode.com: Terraforming Kubernetes Series Introduction](https://www.youtube.com/watch?v=D-Q2qXTssLY&feature=youtu.be)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.youtube.com in the Kubernetes Tools ecosystem.
+  - [Terraform Provider for Google Cloud 7.0 is now GA](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform Provider for Google Cloud 7.0 is now GA in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform in the Kubernetes Tools ecosystem.
+  - [fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS](https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS in the Kubernetes Tools ecosystem.
+  - [cloud.hashicorp.com: HashiCorp Cloud](https://cloud.hashicorp.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cloud.hashicorp.com: HashiCorp Cloud in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Multi-Region Replication Now Available with HCP Vault](https://www.hashicorp.com/blog/multi-region-replication-now-available-with-hcp-vault)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Multi-Region Replication Now Available with HCP Vault in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: Continuous Integration and Continuous Deployment' with Terraform Cloud](https://levelup.gitconnected.com/continuous-integration-continuous-deployment-with-terraform-cloud-ad384f29d7a0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: Continuous Integration and Continuous Deployment' with Terraform Cloud in the Kubernetes Tools ecosystem.
+  - [Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](https://t.co/C6uicr7ZPS)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support in the Kubernetes Tools ecosystem.
+  - [medium.com: Why should Terraform be one of your DevOps tools?](https://medium.com/devopslinks/why-should-terraform-be-one-of-your-devops-tools-29ae15861b1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com: Why should Terraform be one of your DevOps tools? in the Kubernetes Tools ecosystem.
+  - [udemy.com: Learn DevOps: Infrastructure Automation With Terraform](https://www.udemy.com/learn-devops-infrastructure-automation-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering udemy.com: Learn DevOps: Infrastructure Automation With Terraform in the Kubernetes Tools ecosystem.
+  - [medium: AWS API Gateway](https://medium.com/@hashiroulap/terraform-aws-api-gateway-6d86a010f359)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: AWS API Gateway in the Kubernetes Tools ecosystem.
+  - [medium: Integration of AWS, Terraform, and GitHub for Automated Deployment' Infrastructure](https://medium.com/@akshayavb99/integration-of-aws-terraform-and-github-for-automated-deployment-infrastructure-da0a19ff4e86)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Integration of AWS, Terraform, and GitHub for Automated Deployment' Infrastructure in the Kubernetes Tools ecosystem.
+  - [medium: Automation of Cloud-Terraform](https://medium.com/@sandupatlaabhilash1747/automation-of-cloud-terraform-5a299fb785bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Automation of Cloud-Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Custom Variable Validation in Terraform 0.13](https://www.hashicorp.com/blog/custom-variable-validation-in-terraform-0-13)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Custom Variable Validation in Terraform 0.13 in the Kubernetes Tools ecosystem.
+  - [medium: Terraform for Network Engineers: Should you be implementing Infrastructure' as Code?](https://medium.com/hashicorp-engineering/terraform-for-network-engineers-should-you-be-implementing-infrastructure-as-code-73667d27d3b8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform for Network Engineers: Should you be implementing Infrastructure' as Code? in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Learn How to Import Infrastructure Into Terraform](https://www.hashicorp.com/blog/import-infrastructure-into-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Learn How to Import Infrastructure Into Terraform in the Kubernetes Tools ecosystem.
+  - [medium - Infrastructure-As-Code: But You Don’t Have to Write That Code](https://medium.com/@duplocloud/infrastructure-as-code-but-you-dont-have-to-write-that-code-87ec4fe94863)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium - Infrastructure-As-Code: But You Don’t Have to Write That Code in the Kubernetes Tools ecosystem.
+  - [Manage Active Directory Objects with the New Windows AD Provider for HashiCorp Terraform](https://www.hashicorp.com/blog/manage-active-directory-objects-new-windows-ad-provider-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Manage Active Directory Objects with the New Windows AD Provider for HashiCorp Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing 11 Verified Providers for Terraform](https://www.hashicorp.com/blog/announcing-11-verified-providers-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing 11 Verified Providers for Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟](https://www.hashicorp.com/blog/terraform-sensitive-input-variables)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Don’t Forget to Restrict Outbound Traffic with Terraform and Sentinel](https://medium.com/hashicorp-engineering/dont-forget-to-restrict-outbound-traffic-with-terraform-and-sentinel-c74a99129dae)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Don’t Forget to Restrict Outbound Traffic with Terraform and Sentinel in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟](https://www.hashicorp.com/blog/tutorial-terraform-outputs)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Mono Repo vs. Multi Repo: The Great Debate](https://www.hashicorp.com/blog/terraform-mono-repo-vs-multi-repo-the-great-debate)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Mono Repo vs. Multi Repo: The Great Debate in the Kubernetes Tools ecosystem.
+  - [medium: Terraform: How to Use Conditionals to Dynamically Create Resources](https://medium.com/swlh/terraform-how-to-use-conditionals-for-dynamic-resources-creation-6a191e041857)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform: How to Use Conditionals to Dynamically Create Resources in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Modern Infrastructure Automation with Packer, Terraform,' and Consul (video)](https://www.hashicorp.com/resources/modern-infrastructure-automation-with-packer-terraform-and-consul)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Modern Infrastructure Automation with Packer, Terraform,' and Consul (video) in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and' Datadog Providers 🌟](https://www.hashicorp.com/blog/getting-started-with-the-helm-and-datadog-terraform-providers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and' Datadog Providers 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: How can I prevent configuration drift?](https://www.hashicorp.com/resources/how-can-i-prevent-configuration-drift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: How can I prevent configuration drift? in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Share Modules Across Organizations with Terraform Enterprise](https://www.hashicorp.com/blog/share-modules-across-organizations-terraform-enterprise)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Share Modules Across Organizations with Terraform Enterprise in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing HashiCorp Terraform 0.15 General Availability](https://www.hashicorp.com/blog/announcing-hashicorp-terraform-0-15-general-availability)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Terraform 0.15 General Availability in the Kubernetes Tools ecosystem.
+  - [medium: Terraform β€” Remote States Overview 🌟](https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terraform-remote-state-storage-introduction-936223a0e9d0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform β€” Remote States Overview 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Building Azure Resources with TypeScript Using the CDK for' Terraform](https://www.hashicorp.com/blog/building-azure-resources-with-typescript-using-the-cdk-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Building Azure Resources with TypeScript Using the CDK for' Terraform in the Kubernetes Tools ecosystem.
+  - [medium: Protect your Terraform State](https://medium.com/the-innovation/protect-your-terraform-state-a974027a4bb0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Protect your Terraform State in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform AzureAD Provider Now Supports Microsoft Graph](https://www.hashicorp.com/blog/terraform-azuread-provider-now-supports-microsoft-graph)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AzureAD Provider Now Supports Microsoft Graph in the Kubernetes Tools ecosystem.
+  - [nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure 🌟](https://nitheeshp.dev/series/terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nitheeshp.dev: Practical CI/CD Guide to Deploying AWS Infrastructure 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: New Terraform Tutorials on HashiCorp Learn](https://www.hashicorp.com/blog/new-terraform-tutorials-on-hashicorp-learn)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on HashiCorp Learn in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform' AWS Provider](https://www.hashicorp.com/blog/announcing-launch-day-support-for-amazon-ecs-anywhere-terraform-aws-provider)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing Support for Amazon ECS Anywhere in the Terraform' AWS Provider in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟](https://www.hashicorp.com/blog/announcing-hashicorp-terraform-1-0-general-availability)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Terraform 1.0 General Availability 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: terraform | git commit -m β€œall the secrets” | sops tool for managing' secrets 🌟](https://medium.com/cloudandthings/terraform-git-commit-m-all-the-secrets-5dfea9b111de)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: terraform | git commit -m β€œall the secrets” | sops tool for managing' secrets 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Terraform Zero to Hero](https://medium.com/tech-guides/terraform-zero-to-hero-733f6860bb9a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform Zero to Hero in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes](https://www.hashicorp.com/blog/beta-support-for-crds-in-the-terraform-provider-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform' Providers](https://www.hashicorp.com/blog/cisco-citrix-fortinet-among-new-verified-terraform-providers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform' Providers in the Kubernetes Tools ecosystem.
+  - [bridgecrew.io: Advanced Terraform security: Pro tips for secure infrastructure' as code](https://bridgecrew.io/blog/advanced-terraform-security-pro-tips-for-secure-infrastructure-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering bridgecrew.io: Advanced Terraform security: Pro tips for secure infrastructure' as code in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: AWS and HashiCorp Collaborate on New Terraform Modules](https://www.hashicorp.com/blog/aws-hashicorp-collaborate-new-terraform-modules)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: AWS and HashiCorp Collaborate on New Terraform Modules in the Kubernetes Tools ecosystem.
+  - [medium: 10 things I wish I knew before learning Terraform (Part 1) | Ian' Hancock](https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-terraform-f13637a01aa6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium: 10 things I wish I knew before learning Terraform (Part 1) | Ian' Hancock== in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Multi-Cloud DevOps at PETRONAS with Terraform](https://www.hashicorp.com/resources/multi-cloud-devops-at-petronas-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Multi-Cloud DevOps at PETRONAS with Terraform in the Kubernetes Tools ecosystem.
+  - [medium: Terraform in Real Life: Lessons Learned 🌟](https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terraform in Real Life: Lessons Learned 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/nerd-for-tech: Terraforming the GitOps Way !!!](https://medium.com/nerd-for-tech/terraforming-the-gitops-way-9417cf4abf58)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/nerd-for-tech: Terraforming the GitOps Way !!!== in the Kubernetes Tools ecosystem.
+  - [faun.pub: Terraform-Prevent Conditionally Created Resources From Deletion' 🌟](https://faun.pub/terraform-prevent-conditionally-created-resources-from-deletion-dcec1b793565)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Terraform-Prevent Conditionally Created Resources From Deletion' 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: 5 Best Terraform Tools That You Need in 2022 🌟](https://faun.pub/5-best-terraform-tools-that-you-need-in-2022-a3db2334c524)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==faun.pub: 5 Best Terraform Tools That You Need in 2022== 🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Design by Contract in Terraform](https://betterprogramming.pub/design-by-contracts-in-terraform-63467a749c1a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Design by Contract in Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟](https://medium.com/@oamdev2020/glue-terraform-ecosystem-into-kubernetes-world-3e5d6feb461e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@oamdev2020: Glue Terraform Ecosystem into Kubernetes World 🌟 in the Kubernetes Tools ecosystem.
+  - [faun.pub: The Lifecycle of a Terraform Resource β€” Lifecycle Meta-Argument](https://faun.pub/the-lifecycle-of-a-terraform-resource-lifecycle-meta-argument-3cc4555ec976)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: The Lifecycle of a Terraform Resource β€” Lifecycle Meta-Argument in the Kubernetes Tools ecosystem.
+  - [medium.com/@dugouchet.a: Manage your terraform like a container](https://medium.com/@dugouchet.a/manage-your-terraform-like-a-container-d2acbc46d7d4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dugouchet.a: Manage your terraform like a container in the Kubernetes Tools ecosystem.
+  - [medium.com/spacelift: Terraform vs. Kubernetes: Key Differences and Comparison](https://medium.com/spacelift/terraform-vs-kubernetes-key-differences-and-comparison-a42847e8be1c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/spacelift: Terraform vs. Kubernetes: Key Differences and Comparison in the Kubernetes Tools ecosystem.
+  - [medium.com/nerd-for-tech: Building a Two-Tier Architecture for High Availability' using Terraform](https://medium.com/nerd-for-tech/building-a-two-tier-architecture-for-high-availability-using-terraform-ae6296fb2126)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/nerd-for-tech: Building a Two-Tier Architecture for High Availability' using Terraform in the Kubernetes Tools ecosystem.
+  - [towardsaws.com: Import Existing AWS Infrastructure to Terraform](https://towardsaws.com/import-existing-aws-architecture-to-terraform-368b66c48275)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsaws.com: Import Existing AWS Infrastructure to Terraform== in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Automate Terraform documentation like a pro!](https://medium.com/google-cloud/automate-terraform-documentation-like-a-pro-ed3e19998808)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/google-cloud: Automate Terraform documentation like a pro!== in the Kubernetes Tools ecosystem.
+  - [medium.com/@adolfo.diaz.zar: Secret Management with Terraform 🌟](https://medium.com/@adolfo.diaz.zar/secret-management-with-terraform-6b5e02f9437e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@adolfo.diaz.zar: Secret Management with Terraform 🌟 in the Kubernetes Tools ecosystem.
+  - [awstip.com: Refactor Terraform code with Moved Blocks β€” a new way without' manually modifying the state](https://awstip.com/refactor-terraform-code-with-moved-blocks-a-new-way-without-manually-modifying-the-state-5ed1d80ed53e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Refactor Terraform code with Moved Blocks β€” a new way without' manually modifying the state in the Kubernetes Tools ecosystem.
+  - [faun.pub: Terraform null provider and null_resource explained 🌟](https://faun.pub/terraform-null-provider-and-null-resource-explained-6a8d674cad63)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Terraform null provider and null_resource explained 🌟 in the Kubernetes Tools ecosystem.
+  - [swwapnilp.medium.com: How Does Slack Use Terraform?](https://swwapnilp.medium.com/how-does-slack-use-terraform-104b1e96c97d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering swwapnilp.medium.com: How Does Slack Use Terraform? in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Abstraction Tips: Just Because You Can Doesn't' Mean You Should](https://www.hashicorp.com/resources/terraform-abstraction-tips-just-because-you-can-doesnt-mean-you-should)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Abstraction Tips: Just Because You Can Doesn't' Mean You Should in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Best Practices for Terraform AWS Tags](https://www.hashicorp.com/resources/best-practices-for-terraform-aws-tags)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Best Practices for Terraform AWS Tags in the Kubernetes Tools ecosystem.
+  - [medium.com/codex: How to Use the If / Else Statement in Terraform β€” Examples' 🌟](https://medium.com/codex/how-to-use-the-if-else-statement-in-terraform-examples-76283b593828)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/codex: How to Use the If / Else Statement in Terraform β€” Examples' 🌟 in the Kubernetes Tools ecosystem.
+  - [terrahaxs.com: Choosing the Right Terraform Loop: count vs for_each' 🌟](https://www.terrahaxs.com/blog/count-vs-for-each)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==terrahaxs.com: Choosing the Right Terraform Loop: count vs for_each==' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@dsdatsme: Terraform GitOps CI/CD with Approval & Notifications](https://medium.com/@dsdatsme/terraform-gitops-ci-cd-with-approval-notifications-6f0807299fc4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/@dsdatsme: Terraform GitOps CI/CD with Approval & Notifications== in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features](https://www.hashicorp.com/blog/terraform-cloud-no-code-provisioning-is-now-ga-with-new-features)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features in the Kubernetes Tools ecosystem.
   - [dzone: Terraform Explained in Five Minutes](https://dzone.com/articles/terraform-explained-in-5-minutes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Terraform Explained in Five Minutes in the Kubernetes Tools ecosystem.
+  - [medium.com/@willguibr: Terraform 1.5 β€” Import and Automatic Code Generation](https://medium.com/@willguibr/terraform-1-5-import-and-automatic-code-generation-caa4debfef28)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@willguibr: Terraform 1.5 β€” Import and Automatic Code Generation in the Kubernetes Tools ecosystem.
+  - [praveendandu24.medium.com: Mastering Terraform: From Essential Commands' to Effortless EC2 Instance Provisioning](https://praveendandu24.medium.com/mastering-terraform-from-essential-commands-to-effortless-ec2-instance-provisioning-d2d25659450c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering praveendandu24.medium.com: Mastering Terraform: From Essential Commands' to Effortless EC2 Instance Provisioning in the Kubernetes Tools ecosystem.
+  - [faun.pub: Import your existing cloud infra into Terraform](https://faun.pub/import-your-existing-cloud-infra-into-terraform-ca70da146152)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Import your existing cloud infra into Terraform in the Kubernetes Tools ecosystem.
+  - [ikunalsingh.hashnode.dev: Dynamic Operations in Terraform with Functions' - Use templatefile to dynamically generate a script](https://ikunalsingh.hashnode.dev/dynamic-operations-in-terraform-with-functions#heading-use-templatefile-to-dynamically-generate-a-script)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==ikunalsingh.hashnode.dev: Dynamic Operations in Terraform with Functions' - Use templatefile to dynamically generate a script== in the Kubernetes Tools ecosystem.
+  - [kkamalesh117.medium.com: Terraform Variables & Providers (Part-1)](https://kkamalesh117.medium.com/terraform-variables-providers-c66f68747050)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kkamalesh117.medium.com: Terraform Variables & Providers (Part-1) in the Kubernetes Tools ecosystem.
+  - [medium.com/platform-engineer: 26 Terraform Hacks for Effective Infrastructure' Automation (With Examples)](https://medium.com/platform-engineer/26-terraform-hacks-for-effective-infrastructure-automation-with-examples-d6d721c3d5e0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/platform-engineer: 26 Terraform Hacks for Effective Infrastructure' Automation (With Examples) in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Testing HashiCorp Terraform](https://www.hashicorp.com/blog/testing-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Testing HashiCorp Terraform== in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: Kubernetes on Proxmox with Terraform](https://blog.devgenius.io/kubernetes-on-proxmox-with-terraform-6880921af6e4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devgenius.io: Kubernetes on Proxmox with Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/@orellanaluke: Terraform and the Art of Small: My Guide to Navigating' Smarter, Safer State Management](https://medium.com/@orellanaluke/terraform-and-the-art-of-small-my-guide-to-navigating-smarter-safer-state-management-cd156533ccf7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@orellanaluke: Terraform and the Art of Small: My Guide to Navigating' Smarter, Safer State Management in the Kubernetes Tools ecosystem.
+  - [sharmasmriti.hashnode.dev: Day 61 - Terraform Commands](https://sharmasmriti.hashnode.dev/day-61-terraform-commands)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sharmasmriti.hashnode.dev: Day 61 - Terraform Commands in the Kubernetes Tools ecosystem.
+  - [medium.com/@ebonyymonae: Terraform Basics](https://medium.com/@ebonyymonae/terraform-for-newbies-1f4c4bcd2ace)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ebonyymonae: Terraform Basics in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible' β€” PART III](https://aws.plainenglish.io/the-automation-fellowship-packer-terraform-and-ansible-part-iii-73571ef103e1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: The Automation Fellowship: Packer, Terraform, and Ansible' β€” PART III in the Kubernetes Tools ecosystem.
+  - [shrihariharidas73.medium.com: Terraform & HashiCorp Vault Integration:' Seamless Secrets Management](https://shrihariharidas73.medium.com/terraform-hashicorp-vault-integration-seamless-secrets-management-46f41cf735f1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==shrihariharidas73.medium.com: Terraform & HashiCorp Vault Integration:' Seamless Secrets Management== in the Kubernetes Tools ecosystem.
+  - [ccseyhan.medium.com: What Is Terraform Reusability and How to Achieve It](https://ccseyhan.medium.com/what-is-terraform-reusability-and-how-to-achieve-it-97d9565e394d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ccseyhan.medium.com: What Is Terraform Reusability and How to Achieve It in the Kubernetes Tools ecosystem.
+  - [medium.com/@prasadanilmore: The Magic of Visualizing Your Cloud Infrastructure:' Real-time Terraform Visualization](https://medium.com/@prasadanilmore/the-magic-of-visualizing-your-cloud-infrastructure-real-time-terraform-visualization-c85ac0ca4933)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@prasadanilmore: The Magic of Visualizing Your Cloud Infrastructure:' Real-time Terraform Visualization in the Kubernetes Tools ecosystem.
+  - [medium.com/netpremacy-global-services: The beginning of the end for Terraform?](https://medium.com/netpremacy-global-services/the-beginning-of-the-end-for-terraform-cfffcd2c5420)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/netpremacy-global-services: The beginning of the end for Terraform? in the Kubernetes Tools ecosystem.
+  - [medium.com/@hello_9187: Why We Are Not Supporting OpenTF](https://medium.com/@hello_9187/why-we-are-not-supporting-opentf-a46855f52dc4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@hello_9187: Why We Are Not Supporting OpenTF in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform stacks, explained](https://www.hashicorp.com/blog/terraform-stacks-explained)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Terraform stacks, explained== in the Kubernetes Tools ecosystem.
+  - [medium.com/@bijit211987: DevSecOps Approach with Terraform and CI/CD Pipelines](https://medium.com/@bijit211987/devsecops-approach-with-terraform-and-ci-cd-pipelines-f556c2d5b40d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@bijit211987: DevSecOps Approach with Terraform and CI/CD Pipelines in the Kubernetes Tools ecosystem.
+  - [docs.gitlab.com: GitLab managed Terraform State 🌟](https://docs.gitlab.com/ee/user/infrastructure/terraform_state.html)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docs.gitlab.com: GitLab managed Terraform State 🌟 in the Kubernetes Tools ecosystem.
+  - [Testing Infrastructure as Code on Localhost](https://www.hashicorp.com/resources/testing-infrastructure-as-code-on-localhost)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Testing Infrastructure as Code on Localhost in the Kubernetes Tools ecosystem.
   - [dzone: Immutable Infrastructure CI/CD Using Hashicorp Terraform and Jenkins](https://dzone.com/articles/immutable-infrastructure-cicd-using-hashicorp-terr)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Immutable Infrastructure CI/CD Using Hashicorp Terraform and Jenkins in the Kubernetes Tools ecosystem.
+  - [medium.com/@mike_tyson_cloud: IT Automation: 10 Alternatives To Terraform](https://medium.com/@mike_tyson_cloud/it-automation-10-alternatives-to-terraform-286107def5ad)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mike_tyson_cloud: IT Automation: 10 Alternatives To Terraform in the Kubernetes Tools ecosystem.
+  - [kvs-vishnu23.medium.com: Is AWS CDK better than Terraform?](https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kvs-vishnu23.medium.com: Is AWS CDK better than Terraform? in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: New Apply User Interface for Terraform Cloud](https://www.hashicorp.com/blog/new-apply-user-interface-for-terraform-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Apply User Interface for Terraform Cloud in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Cloud Variable Sets Beta Now Available](https://www.hashicorp.com/blog/terraform-cloud-variable-sets-beta-now-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Variable Sets Beta Now Available in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management](https://www.hashicorp.com/blog/terraform-cloud-adds-drift-detection-for-infrastructure-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management in the Kubernetes Tools ecosystem.
+  - [medium.com/@avyanab: Deploy A Two-Tier Architecture with AWS and Terraform' Cloud](https://medium.com/@avyanab/deploy-a-two-tier-architecture-with-aws-and-terraform-cloud-c6087f118ba7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@avyanab: Deploy A Two-Tier Architecture with AWS and Terraform' Cloud in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Cloud adds aggregated VCS reviews](https://www.hashicorp.com/blog/terraform-cloud-adds-aggregated-vcs-reviews)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud adds aggregated VCS reviews in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: 7 ways to optimize cloud spend with Terraform](https://www.hashicorp.com/blog/7-ways-to-optimize-cloud-spend-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: 7 ways to optimize cloud spend with Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com/infrastructure-cloud](https://www.hashicorp.com/infrastructure-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com/infrastructure-cloud in the Kubernetes Tools ecosystem.
+  - [medium.com/@elliotgraebert: Four Great Alternatives to HashiCorp’s Terraform' Cloud](https://medium.com/@elliotgraebert/four-great-alternatives-to-hashicorps-terraform-cloud-6e0a3a0a5482)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@elliotgraebert: Four Great Alternatives to HashiCorp’s Terraform' Cloud in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support](https://www.hashicorp.com/blog/cdk-for-terraform-enabling-python-and-typescript-support)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing CDK for Terraform 0.1](https://www.hashicorp.com/blog/announcing-cdk-for-terraform-0-1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing CDK for Terraform 0.1 in the Kubernetes Tools ecosystem.
+  - [medium.com/@dmglascoe: Deploying IAM Users and S3 Buckets using Boto3' and Terraform](https://medium.com/@dmglascoe/deploying-iam-users-and-s3-buckets-using-boto3-and-terraform-71ec04b2e14b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@dmglascoe: ==Deploying IAM Users and S3 Buckets using Boto3' and Terraform== in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Practices: The Good, the Bad, and the Ugly](https://www.hashicorp.com/resources/terraform-practices-the-good-the-bad-and-the-ugly)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Practices: The Good, the Bad, and the Ugly in the Kubernetes Tools ecosystem.
+  - [A Guide to Cloud Cost Optimization with HashiCorp Terraform 🌟](https://www.hashicorp.com/blog/a-guide-to-cloud-cost-optimization-with-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering A Guide to Cloud Cost Optimization with HashiCorp Terraform 🌟 in the Kubernetes Tools ecosystem.
+  - [Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead](https://t.co/y414rbxM7l)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead in the Kubernetes Tools ecosystem.
+  - [bridgecrew.io: Terraform security 101: Best practices for secure infrastructure' as code 🌟](https://bridgecrew.io/blog/terraform-security-101-best-practices-for-secure-infrastructure-as-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==bridgecrew.io: Terraform security 101: Best practices for secure infrastructure' as code== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@ranjana-jha: Infrastructure as a code best practices : Terraform](https://medium.com/@ranjana-jha/infrastructure-as-a-code-best-practices-terraform-d7ae4291d621)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ranjana-jha: Infrastructure as a code best practices : Terraform in the Kubernetes Tools ecosystem.
+  - [sairamkrish.medium.com: Terraform β€” Best practices and project setup](https://sairamkrish.medium.com/terraform-best-practices-and-project-setup-1772ad04cf5e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sairamkrish.medium.com: Terraform β€” Best practices and project setup in the Kubernetes Tools ecosystem.
+  - [medium.com/spacelift: Terraform Best Practices for Better Infrastructure' Management](https://medium.com/spacelift/terraform-best-practices-for-better-infrastructure-management-49e0859b5537)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/spacelift: Terraform Best Practices for Better Infrastructure' Management in the Kubernetes Tools ecosystem.
+  - [medium.com/schibsted-engineering: Ultimate Terraform project structure 🌟](https://medium.com/schibsted-engineering/ultimate-terraform-project-structure-9fc7e79f6bc6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/schibsted-engineering: Ultimate Terraform project structure 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Opinionated Terraform Best Practices and Anti-Patterns](https://www.hashicorp.com/resources/opinionated-terraform-best-practices-and-anti-patterns)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Opinionated Terraform Best Practices and Anti-Patterns in the Kubernetes Tools ecosystem.
   - [reddit.com/r/Terraform: Terraform Experts! Anyone experienced in designing' enterprise grade reusable terraform code?](https://www.reddit.com/r/Terraform/comments/19arrun/comment/kinusdl)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/Terraform: Terraform Experts! Anyone experienced in designing' enterprise grade reusable terraform code? in the Kubernetes Tools ecosystem.
+  - [medium.com/@junjun231953_53717: Terraform Best Practices](https://medium.com/@junjun231953_53717/terraform-best-practices-737153356d41)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@junjun231953_53717: Terraform Best Practices in the Kubernetes Tools ecosystem.
+  - [iopshub.medium.com: Terraform Best Practices Everyone Should Know](https://iopshub.medium.com/terraform-best-practices-everyone-should-know-a7c76ba9f085)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering iopshub.medium.com: Terraform Best Practices Everyone Should Know in the Kubernetes Tools ecosystem.
   - [dzone: Manage Multiple Environments With Terraform Workspaces](https://dzone.com/articles/manage-multiple-environments-with-terraform-worksp)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Manage Multiple Environments With Terraform Workspaces in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing Support for Code Signing for AWS Lambda in the' Terraform AWS Provider](https://www.hashicorp.com/blog/announcing-support-for-aws-lambda-code-signing-in-the-terraform-aws-provider)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing Support for Code Signing for AWS Lambda in the' Terraform AWS Provider in the Kubernetes Tools ecosystem.
+  - [medium.com/devops-mojo: Terraform β€” Workspaces Overview 🌟](https://medium.com/devops-mojo/terraform-workspaces-overview-what-is-terraform-workspace-introduction-getting-started-519848392724)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/devops-mojo: Terraform β€” Workspaces Overview== 🌟 in the Kubernetes Tools ecosystem.
+  - [awesomeopensource.com: Terraform Aws Multi Az Subnets](https://awesomeopensource.com/project/cloudposse/terraform-aws-multi-az-subnets)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awesomeopensource.com: Terraform Aws Multi Az Subnets in the Kubernetes Tools ecosystem.
+  - [Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code in the Kubernetes Tools ecosystem.
+  - [The Maester - Terraform Module](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes' Clusters 🌟](https://www.hashicorp.com/blog/new-terraform-tutorials-on-provisioning-and-managing-kubernetes-clusters)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes' Clusters 🌟 in the Kubernetes Tools ecosystem.
+  - [Deploying and Managing a Minimal App in a Kubernetes Cluster with Terraform and Ansible](https://www.hashicorp.com/resources/deploying-managing-minimal-app-kubernetes-cluster-terraform-ansible)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Deploying and Managing a Minimal App in a Kubernetes Cluster with Terraform and Ansible in the Kubernetes Tools ecosystem.
+  - [Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform](https://www.hashicorp.com/blog/deploy-any-resource-with-the-new-kubernetes-provider-for-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing Version 2.0 of the Kubernetes and Helm Providers' for HashiCorp Terraform 🌟](https://www.hashicorp.com/blog/announcing-version-2-0-kubernetes-and-helm-providers-for-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing Version 2.0 of the Kubernetes and Helm Providers' for HashiCorp Terraform 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Wait Conditions in the Kubernetes Provider for HashiCorp' Terraform](https://www.hashicorp.com/blog/wait-conditions-in-the-kubernetes-provider-for-hashicorp-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Wait Conditions in the Kubernetes Provider for HashiCorp' Terraform in the Kubernetes Tools ecosystem.
+  - [blog.kasten.io: Working with Kubernetes and Terraform Part 1: Concepts Behind' Terraform and Kubernetes](https://blog.kasten.io/concepts-behind-terraform-and-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.kasten.io: Working with Kubernetes and Terraform Part 1: Concepts Behind' Terraform and Kubernetes in the Kubernetes Tools ecosystem.
+  - [medium.com/@vinoji2005: Using Terraform with Kubernetes: A Comprehensive' Guide](https://medium.com/@vinoji2005/using-terraform-with-kubernetes-a-comprehensive-guide-237f6bbb0586)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@vinoji2005: Using Terraform with Kubernetes: A Comprehensive' Guide in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing General Availability of the HashiCorp Terraform' Cloud Operator for Kubernetes 🌟](https://www.hashicorp.com/blog/announcing-general-availability-hashicorp-terraform-cloud-operator-for-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing General Availability of the HashiCorp Terraform' Cloud Operator for Kubernetes 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Deploy Infrastructure with the Terraform Cloud Operator for Kubernetes' 🌟](https://medium.com/avmconsulting-blog/deploy-infrastructure-with-the-terraform-cloud-operator-for-kubernetes-a179ea4dbbfe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Deploy Infrastructure with the Terraform Cloud Operator for Kubernetes' 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Cloud Operator 2.3 adds workspace run operations](https://www.hashicorp.com/blog/terraform-cloud-operator-2-3-adds-workspace-run-operations)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Operator 2.3 adds workspace run operations in the Kubernetes Tools ecosystem.
+  - [medium.com/@nanditasahu031: Terraform with GCP Cloud](https://medium.com/@nanditasahu031/terraform-with-gcp-cloud-d25d60a6e740)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: Terraform with GCP Cloud in the Kubernetes Tools ecosystem.
+  - [medium.com/google-cloud: Setting up Config Connector with Terraform & Helm](https://medium.com/google-cloud/setting-up-config-connector-with-terraform-helm-8ce2f45f48a4)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/google-cloud: Setting up Config Connector with Terraform & Helm in the Kubernetes Tools ecosystem.
+  - [medium.com/@tarikucar: Getting started with Google Cloud Storage with Terraform' πŸš€](https://medium.com/@tarikucar/getting-started-with-google-cloud-storage-with-terraform-dfb26d85e2dd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@tarikucar: Getting started with Google Cloud Storage with Terraform' πŸš€ in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Access Google Cloud from HCP Terraform with workload identity](https://www.hashicorp.com/blog/access-google-cloud-from-hcp-terraform-with-workload-identity)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Access Google Cloud from HCP Terraform with workload identity in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform Adds Support for GKE Autopilot](https://www.hashicorp.com/blog/terraform-adds-support-for-gke-autopilot)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform Adds Support for GKE Autopilot in the Kubernetes Tools ecosystem.
+  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Terraform for Standardizing AWS Deployments in the Kubernetes Tools ecosystem.
   - [Dzone: terraform with AWS](https://dzone.com/articles/terraform-with-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: terraform with AWS in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraforming RDS: What Instacart Learned Managing Over 50' AWS RDS PostgreSQL Instances with Terraform](https://www.hashicorp.com/resources/terraform-what-instacart-learned-managing-over-50-aws-rds-postgresql-instances)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraforming RDS: What Instacart Learned Managing Over 50' AWS RDS PostgreSQL Instances with Terraform in the Kubernetes Tools ecosystem.
   - [Dzone: how to deploy apps effortlessly with **packer and terraform**](https://dzone.com/articles/how-to-deploy-apps-effortlessly-with-packer-and-te)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: how to deploy apps effortlessly with **packer and terraform** in the Kubernetes Tools ecosystem.
+  - [stories.schubergphilis.com: (Terraform) AWS management using your Google' account](https://stories.schubergphilis.com/terraform-aws-management-using-your-google-account-cfe5ea70c75)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering stories.schubergphilis.com: (Terraform) AWS management using your Google' account in the Kubernetes Tools ecosystem.
+  - [medium: How to Provision AWS Infrastructure with Terraform? 🌟](https://medium.com/faun/provisioning-aws-infrastructure-with-terraform-6ab885fb3fcb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: How to Provision AWS Infrastructure with Terraform? 🌟 in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform AWS Provider Continues to Expand Coverage](https://www.hashicorp.com/blog/terraform-aws-provider-continues-to-expand-coverage)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Provider Continues to Expand Coverage in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Terraform Setup for Using AWS Lambda With S3](https://betterprogramming.pub/terraform-setup-for-using-aws-lambda-with-s3-2b8ba286b6d7)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Terraform Setup for Using AWS Lambda With S3 in the Kubernetes Tools ecosystem.
+  - [haque-zubair.medium.com: AWS API Gateway & Lambda with Terraform](https://haque-zubair.medium.com/aws-lambda-api-gateway-with-terraform-bd143b1c56bb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering haque-zubair.medium.com: AWS API Gateway & Lambda with Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/@abhimanyubajaj98: Deploying Kubernetes from Scratch with Terraform:' A Step-by-Step Guide](https://medium.com/@abhimanyubajaj98/deploying-kubernetes-from-scratch-with-terraform-a-step-by-step-guide-7d628910efd0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@abhimanyubajaj98: Deploying Kubernetes from Scratch with Terraform:' A Step-by-Step Guide in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: Building AWS Infrastructure with Terraform Modules](https://aws.plainenglish.io/building-aws-infrastructure-with-terraform-modules-2cee480be24d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Building AWS Infrastructure with Terraform Modules in the Kubernetes Tools ecosystem.
+  - [khainas.dev: Create SSH tunnel in AWS with Terraform](https://khainas.dev/create-ssh-tunnel-in-aws-with-terraform-62d1f6968e5d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering khainas.dev: Create SSH tunnel in AWS with Terraform in the Kubernetes Tools ecosystem.
+  - [faun.pub: Configuring a Highly Available Infrastructure in AWS using Terraform](https://faun.pub/configuring-a-highly-available-infrastructure-in-aws-using-terraform-2fc9dbb519b6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Configuring a Highly Available Infrastructure in AWS using Terraform in the Kubernetes Tools ecosystem.
+  - [towardsaws.com: Terraform Basics: Creating Custom AWS VPC, Subnets, and' Route Tables](https://towardsaws.com/terraform-basics-creating-custom-aws-vpc-subnets-and-route-tables-4e7075135e99)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Terraform Basics: Creating Custom AWS VPC, Subnets, and' Route Tables in the Kubernetes Tools ecosystem.
+  - [medium.com/@anatoliydadashev: Terraform & AWS decoupled architecture](https://medium.com/@anatoliydadashev/terraform-aws-decoupled-architecture-9135df865310)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@anatoliydadashev: Terraform & AWS decoupled architecture in the Kubernetes Tools ecosystem.
+  - [towardsaws.com: Creating a Bastion Host for Secure Access to Your AWS' Infrastructure with Terraform](https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-infrastructure-with-terraform-17ee287bb3d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==towardsaws.com: Creating a Bastion Host for Secure Access to Your AWS' Infrastructure with Terraform== in the Kubernetes Tools ecosystem.
+  - [medium.com/aws-infrastructure: Create AWS VPC Infrastructure with Terraform](https://medium.com/aws-infrastructure/create-aws-vpc-infrastructure-with-terraform-308afed9fe31)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/aws-infrastructure: Create AWS VPC Infrastructure with Terraform in the Kubernetes Tools ecosystem.
+  - [aws.plainenglish.io: Terraform Hands-on Project](https://aws.plainenglish.io/terraform-hands-on-project-d2105bbc0c62)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering aws.plainenglish.io: Terraform Hands-on Project in the Kubernetes Tools ecosystem.
+  - [medium.com/cloud-native-daily: How to Securely Manage Terraform State File' in AWS Using Terraform](https://medium.com/cloud-native-daily/how-to-securely-manage-terraform-state-file-in-aws-using-terraform-7c20b211c9cb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/cloud-native-daily: How to Securely Manage Terraform State File' in AWS Using Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/@rizkiprass: Beginner Terraform Tutorial: Launching EC2 in AWS' using Terraform](https://medium.com/@rizkiprass/beginner-terraform-tutorial-launching-ec2-in-aws-using-terraform-73f6d99e6233)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@rizkiprass: Beginner Terraform Tutorial: Launching EC2 in AWS' using Terraform in the Kubernetes Tools ecosystem.
+  - [devxblog.hashnode.dev: Terraform with AWS](https://devxblog.hashnode.dev/terraform-with-aws)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering devxblog.hashnode.dev: Terraform with AWS in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: How to create an AWS sandbox account using terraform](https://blog.devops.dev/how-to-create-an-aws-sandbox-account-using-terraform-c3592a6d8abd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: How to create an AWS sandbox account using terraform in the Kubernetes Tools ecosystem.
+  - [towardsaws.com: Automating Static Website Deployment: A Guide to CI/CD with' AWS and Terraform](https://towardsaws.com/automating-static-website-deployment-a-guide-to-ci-cd-with-aws-and-terraform-bb6fcbae5667)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering towardsaws.com: Automating Static Website Deployment: A Guide to CI/CD with' AWS and Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform AWS Cloud Control API provider now generally available](https://www.hashicorp.com/blog/terraform-aws-cloud-control-api-provider-now-generally-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Cloud Control API provider now generally available in the Kubernetes Tools ecosystem.
+  - [sebinxavi.medium.com: EKS cluster deployment using Terraform](https://sebinxavi.medium.com/eks-cluster-deployment-using-terraform-685c89b14f72)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering sebinxavi.medium.com: EKS cluster deployment using Terraform in the Kubernetes Tools ecosystem.
+  - [faun.pub: Building an EKS Fargate cluster with Terraform](https://faun.pub/building-an-eks-fargate-cluster-with-terraform-9736813e1196)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Building an EKS Fargate cluster with Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/devgurus: Building production grade EKS clusters using Terraform](https://medium.com/devgurus/building-production-grade-eks-clusters-using-terraform-df016d239a54)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devgurus: Building production grade EKS clusters using Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/devops-mojo: Terraform β€” Provision Amazon EKS Cluster using Terraform](https://medium.com/devops-mojo/terraform-provision-amazon-eks-cluster-using-terraform-deploy-create-aws-eks-kubernetes-cluster-tf-4134ab22c594)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/devops-mojo: Terraform β€” Provision Amazon EKS Cluster using Terraform in the Kubernetes Tools ecosystem.
+  - [faun.pub: Amazon EKS with Terraform and GitOps in minutes](https://faun.pub/aws-eks-with-terraform-and-gitops-in-minutes-b3ca33171209)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Amazon EKS with Terraform and GitOps in minutes in the Kubernetes Tools ecosystem.
+  - [awstip.com: Streamlining AWS EKS Cluster Volume Management with Helm and' Terraform: EBS CSI Driver + Self-Managed AddOn Option](https://awstip.com/streamlining-aws-eks-cluster-volume-management-with-helm-and-terraform-ebs-csi-driver-78e1d51532ee)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Streamlining AWS EKS Cluster Volume Management with Helm and' Terraform: EBS CSI Driver + Self-Managed AddOn Option in the Kubernetes Tools ecosystem.
+  - [medium.com/@ernestkwashie3: Provisioning Amazon Elastic Kubernetes Service' (EKS) Cluster using Terraform](https://medium.com/@ernestkwashie3/provisioning-amazon-elastic-kubernetes-service-eks-cluster-using-terraform-5e07f1f0dc32)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@ernestkwashie3: Provisioning Amazon Elastic Kubernetes Service' (EKS) Cluster using Terraform in the Kubernetes Tools ecosystem.
+  - [medium.com/@vajrapuvinod: Mastering Ingress Context Path Based Routing in' AWS EKS using AWS Load Balancer Controller through Terraform](https://medium.com/@vajrapuvinod/mastering-ingress-context-path-based-routing-in-aws-eks-using-terraform-0db2bbbae474)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@vajrapuvinod: Mastering Ingress Context Path Based Routing in' AWS EKS using AWS Load Balancer Controller through Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing Terraform AWS Cloud Control Provider Tech Preview](https://www.hashicorp.com/blog/announcing-terraform-aws-cloud-control-provider-tech-preview)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing Terraform AWS Cloud Control Provider Tech Preview in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Using the Terraform AWS Cloud Control Provider](https://www.hashicorp.com/resources/using-the-terraform-aws-cloud-control-provider)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Using the Terraform AWS Cloud Control Provider in the Kubernetes Tools ecosystem.
+  - [medium: Using Terraform with Azure β€” the right way](https://medium.com/01001101/using-terraform-with-azure-the-right-way-35af3b51a6b0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Terraform with Azure β€” the right way in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Configuring Azure Application Gateway with Consul-Terraform-Sync](https://www.hashicorp.com/blog/configuring-azure-application-gateway-with-consul-terraform-sync)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Configuring Azure Application Gateway with Consul-Terraform-Sync in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Building a secure Azure reference architecture with Terraform](https://www.hashicorp.com/blog/building-a-secure-azure-reference-architecture-with-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Building a secure Azure reference architecture with Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault](https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashicorp-terraform-and-vault)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform' and Vault== in the Kubernetes Tools ecosystem.
+  - [awstip.com: Deploying Azure Infrastructure with Terraform](https://awstip.com/deploying-azure-infrastructure-with-terraform-e34046c65d0f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering awstip.com: Deploying Azure Infrastructure with Terraform in the Kubernetes Tools ecosystem.
+  - [faun.pub: Azure DevOps: Deploying Azure Resources using Terraform](https://faun.pub/azure-devops-deploying-azure-resources-using-terraform-1f2fe46c6aa0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering faun.pub: Azure DevOps: Deploying Azure Resources using Terraform in the Kubernetes Tools ecosystem.
+  - [ibrahims.medium.com: Azure Terraform Pipeline β€” DevOps](https://ibrahims.medium.com/azure-terraform-pipeline-devops-b57005a37936)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ibrahims.medium.com: Azure Terraform Pipeline β€” DevOps in the Kubernetes Tools ecosystem.
+  - [medium.com/@antoine.loizeau: Add a switch to simplify Terraform debugging](https://medium.com/@antoine.loizeau/add-a-switch-to-simplify-terraform-debugging-2d532eb889eb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@antoine.loizeau: Add a switch to simplify Terraform debugging in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Announcing Azure Stack Hub Provider 1.0](https://www.hashicorp.com/blog/announcing-azure-stack-hub-provider-1-0)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Announcing Azure Stack Hub Provider 1.0 in the Kubernetes Tools ecosystem.
+  - [medium.com/@mariusz_kujawski: Terraform for a Data Engineer](https://medium.com/@mariusz_kujawski/terraform-for-a-data-engineer-553f7538fec8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@mariusz_kujawski: Terraform for a Data Engineer in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud' 🌟](https://www.hashicorp.com/blog/build-a-quick-aks-cluster-the-easy-way-with-terraform-cloud)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud' 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/@piyush.sachdeva055: Deploy AKS Cluster in Azure With Terraform](https://medium.com/@piyush.sachdeva055/deploy-aks-cluster-in-azure-with-terraform-2028f6c71ada)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@piyush.sachdeva055: Deploy AKS Cluster in Azure With Terraform in the Kubernetes Tools ecosystem.
+  - [linode.com: Terraforming Kubernetes Series Introduction](https://www.linode.com/content/terraforming-kubernetes-series-introduction-episode-1-6-with-justin-mitchel)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering linode.com: Terraforming Kubernetes Series Introduction in the Kubernetes Tools ecosystem.
+  - [medium.com/@eoneoff: Installing Istio multicluster deployment with Terraform](https://medium.com/@eoneoff/installing-istio-multicluster-deployment-with-terraform-59db2f9b2177)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@eoneoff: Installing Istio multicluster deployment with Terraform in the Kubernetes Tools ecosystem.
+  - [medium: From AWS CloudFormation to Terraform: Migrating Apache Kafka](https://medium.com/riskified-technology/from-aws-cloudformation-to-terraform-migrating-apache-kafka-32bdabdbaa59)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: From AWS CloudFormation to Terraform: Migrating Apache Kafka in the Kubernetes Tools ecosystem.
   - [qainsights.com: Deploy JMeter on AWS using Terraform](https://qainsights.com/deploy-jmeter-on-aws-using-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qainsights.com: Deploy JMeter on AWS using Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: GKE Cluster Setup with CDK for Terraform](https://www.hashicorp.com/blog/gke-cluster-setup-with-cdk-for-terraform)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: GKE Cluster Setup with CDK for Terraform in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: CDK for Terraform Is Now Generally Available](https://www.hashicorp.com/blog/cdk-for-terraform-now-generally-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: CDK for Terraform Is Now Generally Available in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: Terraform Modules](https://blog.devops.dev/terraform-modules-db392bb7e950)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: Terraform Modules in the Kubernetes Tools ecosystem.
+  - [blog.devops.dev: How to manage multiple environments with terraform with' the use of modules?](https://blog.devops.dev/how-to-manage-multiple-environments-with-terraform-with-the-use-of-modules-d4ca512d7b4a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.devops.dev: How to manage multiple environments with terraform with' the use of modules? in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Reusable EC2 Instances Using Terraform Modules](https://betterprogramming.pub/reusable-ec2-instances-using-terraform-modules-59aac51f1fb)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Reusable EC2 Instances Using Terraform Modules in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform 1.8 provider functions for AWS, Google Cloud, and' Kubernetes](https://www.hashicorp.com/blog/terraform-1-8-adds-provider-functions-for-aws-google-cloud-and-kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform 1.8 provider functions for AWS, Google Cloud, and' Kubernetes in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform AWS Cloud Control Provider – Under the Hood](https://www.hashicorp.com/resources/terraform-aws-cloud-control-provider-under-the-hood)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Cloud Control Provider – Under the Hood in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support](https://www.hashicorp.com/blog/terraform-azurerm-3-0-brings-enhanced-azure-function-support)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support in the Kubernetes Tools ecosystem.
+  - [medium.com/@nanditasahu031: Terraformer β€” Generate Terraform Files from' Existing Infrastructure](https://medium.com/@nanditasahu031/terraformer-generate-terraform-files-from-existing-infrastructure-5d709fedd2b9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: Terraformer β€” Generate Terraform Files from' Existing Infrastructure in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Rover - Terraform Visualizer](https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and-state-visualization-with-rover)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Rover - Terraform Visualizer in the Kubernetes Tools ecosystem.
   - [cncf.io: Introducing Opta: Terraform on Rails](https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering cncf.io: Introducing Opta: Terraform on Rails in the Kubernetes Tools ecosystem.
+  - [blog.mineiros.io: Introducing Terramate β€” An Orchestrator and Code Generator' for Terraform](https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generator-for-terraform-5e538c9ee055)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mineiros.io: Introducing Terramate β€” An Orchestrator and Code Generator' for Terraform in the Kubernetes Tools ecosystem.
+  - [umeshtyagi829.medium.com: Secure Terrafrom IaC code using Checkov](https://umeshtyagi829.medium.com/secure-terrafrom-iac-code-using-checkov-4a3e1f097f92)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering umeshtyagi829.medium.com: Secure Terrafrom IaC code using Checkov in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Writing Terraform for unsupported resources 🌟](https://www.hashicorp.com/blog/writing-terraform-for-unsupported-resources)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Writing Terraform for unsupported resources== 🌟 in the Kubernetes Tools ecosystem.
+  - [medium: Terragrunt cheat sheet](https://medium.com/geekculture/terragrunt-cheat-sheet-bedafbf9d61f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Terragrunt cheat sheet in the Kubernetes Tools ecosystem.
+  - [medium.com/predictivehire: Why we should use Terraform and Terragrunt' to manage Kubernetes (with example code)](https://medium.com/predictivehire/why-we-should-use-terraform-and-terragrunt-to-manage-kubernetes-with-example-code-d96aac2ff25a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==medium.com/predictivehire: Why we should use Terraform and Terragrunt' to manage Kubernetes (with example code)== in the Kubernetes Tools ecosystem.
+  - [medium.com/@nanditasahu031: How to Start with Terragrunt 🌟](https://medium.com/@nanditasahu031/how-to-start-with-terragrunt-5cd1a842088a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@nanditasahu031: How to Start with Terragrunt 🌟 in the Kubernetes Tools ecosystem.
+  - [medium.com/bb-tutorials-and-thoughts: 250 Practice Questions For Terraform' Associate Certification](https://medium.com/bb-tutorials-and-thoughts/250-practice-questions-for-terraform-associate-certification-7a3ccebe6a1a)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/bb-tutorials-and-thoughts: 250 Practice Questions For Terraform' Associate Certification in the Kubernetes Tools ecosystem.
+  - [AutomatizaciΓ³n de aplicaciones Spring Boot con Terraform, Ansible y GitHub Actions](https://buff.ly/3sl0yYu)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering AutomatizaciΓ³n de aplicaciones Spring Boot con Terraform, Ansible y GitHub Actions in the Kubernetes Tools ecosystem.
 ## Azure
 
 ### AKS
@@ -156,6 +352,25 @@
 #### 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
+
+### Terraform
+
+#### Azure DevOps Pipelines
+
+  - **(2025)** [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive configuration guide showing how to set up robust, multi-stage YAML pipelines in Azure DevOps for Terraform configurations. Solves remote backend locking and authentication hurdles.
+### Terraform Testing
+
+#### Azure DevOps
+
+  - **(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
+
+#### Terraform Orchestration
+
+  - **(2022)** [thomasthornton.cloud: Deploy Terraform using Azure DevOps](https://thomasthornton.cloud/deploy-terraform-using-azure-devops) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A guide on orchestrating Terraform plan and apply commands using Azure DevOps YAML pipelines. While curator insights center on simple task execution and state file security, 2026 enterprise engineering standards require using OpenID Connect (OIDC) Workload Identity instead of hardcoded client secrets to run automated deployments.
 ## Cloud Infrastructure
 
 ### AWS (1)
@@ -167,8 +382,8 @@
   - **(2023)** [devopscube.com: AWS Terraform Autoscaling Group With ALB Deployment Tutorial](https://devopscube.com/terraform-autoscaling-group) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” A master deployment tutorial for setting up AWS Auto Scaling Groups (ASG) in conjunction with Application Load Balancers (ALB). Features robust target tracking and multi-zone application path routing.
   - **(2023)** [blog.awsfundamentals.com: Mastering AWS Lambda with Terraform: A Comprehensive Guide](https://awsfundamentals.com/blog/aws-lambda-with-terraform) [HCL CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An all-inclusive guide detailing AWS Lambda lifecycle management and API Gateway mappings with Terraform. Deals with local packaging zip configurations, dynamic environments, and fine-grained IAM execution policies.
   - **(2023)** [dev.to/aws-builders: Deploying a Containerized App to ECS Fargate Using a Private ECR Repo & Terragrunt](https://dev.to/aws-builders/deploying-a-containerized-app-to-ecs-fargate-using-a-private-ecr-repo-terragrunt-5b8a) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A container orchestration blueprint demonstrating ECS Fargate deployment via Terragrunt. Uses secure private ECR registries, ECS Task definitions, and automated cloud network isolation patterns to run enterprise-grade microservices.
-  - **(2023)** [github.com/infrahouse/terraform-aws-ecs](https://github.com/infrahouse/terraform-aws-ecs) ⭐ 1 [HCL CONTENT]  [COMMUNITY-TOOL] β€” A community-focused open-source Terraform module designed for seamless ECS cluster creation. Automates the linkage of EC2 capacity providers, CloudWatch log streams, and custom capacity provider strategy definitions.
   - **(2023)** [github.com/tokarev-artem/auto-ec2-setup](https://github.com/tokarev-artem/auto-ec2-setup) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A minimal, highly focused repository designed to quickly bootstrap and configure EC2 instances via Terraform. Uses automated cloud-init configuration files to deploy runtime software stacks instantly upon boot.
+  - **(2023)** [github.com/infrahouse/terraform-aws-ecs](https://github.com/infrahouse/terraform-aws-ecs) ⭐ 1 [HCL CONTENT]  [COMMUNITY-TOOL] β€” A community-focused open-source Terraform module designed for seamless ECS cluster creation. Automates the linkage of EC2 capacity providers, CloudWatch log streams, and custom capacity provider strategy definitions.
 #### EKS and Container Orchestration
 
   - **(2026)** [==github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module==](https://github.com/terraform-aws-modules/terraform-aws-eks) ⭐ 4972 [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The industry-standard, community-maintained Terraform module for Amazon EKS. Features exhaustive support for managed/self-managed node pools, AWS Fargate integration, security group orchestration, and direct EKS addon integration.
@@ -245,11 +460,14 @@
 #### Platform Engineering
 
   - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction) [CASE STUDY]  [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
+### Infrastructure as Code (1)
 
 #### AWS Integrations
 
   - **(2021)** [trek10.com: Beginner's Guide to Using Terraform with AWS 🌟](https://caylent.com/blog/beginners-guide-to-using-terraform-with-aws)  [COMMUNITY-TOOL] [GUIDE] β€” A practical, step-by-step introduction to establishing your first AWS configurations using Terraform. Covers authenticating to AWS providers, configuring remote S3 state backends, and provisioning modular VPCs.
+#### Azure IPAM
+
+  - **(2025)** [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive guide to automating Azure IP Address Management (IPAM) using Terraform. It outlines strategies for programmatic subnet delegation, non-overlapping address space allocation, and enterprise-wide IP tracking to prevent resource collision in complex hub-and-spoke virtual architectures.
 #### Best Practices
 
   - **(2025)** [terraform-best-practices.com 🌟](https://www.terraform-best-practices.com)  [COMMUNITY-TOOL] β€” The comprehensive industry reference manual outlining community-validated coding styles, state file segmenting strategies, remote locking configurations, and automated enterprise pipeline architectures.
@@ -283,6 +501,9 @@
 
   - **(2021)** [acloudguru.com: What does the Terraform 1.0 release mean for you?](https://acloudguru.com/blog/engineering/what-does-the-terraform-1-0-release-mean-for-you)  [COMMUNITY-TOOL] β€” Details the watershed release of Terraform 1.0. This release established long-term API stability, backward compatibility guarantees, and highly optimized upgrade lifecycles, cementing its status as an enterprise-grade staple.
   - **(2021)** [thenewstack.io: Terraform 1.0 Reflects What HashiCorp Has Learned About Infrastructure-as-Code](https://thenewstack.io/terraform-1-0-reflects-what-hashicorp-has-learned-about-infrastructure-as-code)  [COMMUNITY-TOOL] β€” An executive retrospection of the lessons that shaped the landmark Terraform 1.0 milestone. Highlights improvements in state file handling, custom provider interfaces, and the maturation of HCL syntax semantics.
+#### Migration Strategies
+
+  - **(2026)** [The Definitive Guide to Importing Your Cloud Resources into IaC](https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A detailed technical review addressing drift reconciliation when converting untracked click-ops clouds into declarative state files. Reviews native state import commands and toolkits that automate resource generation.
 #### Module Development
 
   - **(2022)** [acloudguru.com: How to use Terraform outputs and inputs](https://www.pluralsight.com/resources/blog/cloud/how-to-use-terraform-inputs-and-outputs)  [COMMUNITY-TOOL] [GUIDE] β€” A fundamental guide to module parameterization. Clarifies how to construct flexible, highly reusable modules using input variables (with strict validation rules) and export modular properties via standard outputs.
@@ -311,6 +532,9 @@
 
   - **(2024)** [learn.hashicorp.com: Configure Default Tags for AWS Resources 🌟](https://developer.hashicorp.com/terraform/tutorials/aws/aws-default-tags)  [COMMUNITY-TOOL] [GUIDE] β€” Demonstrates how to configure centralized tagging profiles directly inside the AWS provider block. Enables developers to inherit unified organizational compliance tags automatically across all provisioned AWS cloud assets.
   - **(2020)** [env0.com: We’re Opensourcing Terratag to Make Multicloud Resource Tagging Easier](https://www.env0.com/blog/were-opensourcing-terratag-to-make-multicloud-resource-tagging-easier)  [COMMUNITY-TOOL] β€” Introduction to Terratag, an open-source CLI tool designed to automatically inject standard tagging and metadata into all Terraform resources before planning/applying. Crucial for establishing centralized cost allocation and organization-wide governance.
+#### Terraform AVM
+
+  - **(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) [TERRAFORM CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Details the application of Azure Verified Modules specifically optimized for Terraform configurations. Demonstrates how to write scalable HCL blocks backed by Microsoft-maintained definitions, matching enterprise governance standards.
 #### 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.
@@ -351,7 +575,7 @@
 #### Static Analysis
 
   - **(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
+### Terraform (1)
 
 #### CICD Integration
 
@@ -414,7 +638,7 @@
   - **(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 (1)
+### Infrastructure as Code (2)
 
 #### AI Integration
 
@@ -422,6 +646,18 @@
 #### 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)
+
+##### 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
+
+### IaC FinOps
+
+#### Terraform Integration
+
+  - **(2024)** [==InfraCost + Terraform PRs: Making Cost Awareness Effortless==](https://www.linkedin.com/pulse/infracost-terraform-prs-making-cost-awareness-martin-jackson-a6sge?utm_source=share&utm_medium=member_android&utm_campaign=share_via) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Demonstrates how to integrate Infracost into GitHub Pull Requests to inspect infrastructure cost differences before deployment. Evaluates how shift-left practices can prevent unexpected spend increases by highlighting charges directly in developer workflows.
 ## Infrastructure
 
 ### Cloud Computing
@@ -434,7 +670,7 @@
 #### 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 (2)
+### Infrastructure as Code (3)
 
 #### Newsletters
 
@@ -459,7 +695,7 @@
 #### 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 (3)
+## Infrastructure as Code (4)
 
 ### AWS (2)
 
@@ -483,6 +719,11 @@
 #### Legacy Platforms
 
   - **(2023)** [run-x/opta: Opta - Supercharge DevOps on any cloud](https://github.com/run-x/opta) ⭐ 912 [PYTHON CONTENT] 🌟🌟 [LEGACY] β€” Opta is an archived high-level declarative infrastructure platform that abstracted low-level Terraform details into service-centric YAML layouts. While it successfully simplified multi-cloud container orchestration, the project has been officially archived. Current platform engineering teams should look to modern modular structures like Terramate or native OpenTofu/Terraform configurations.
+### Ansible
+
+#### Image Provisioning
+
+  - **(2021)** [getbetterdevops.io: Build Docker Images Using Ansible and Packer](https://www.empowersurvivors.net) [YAML/HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint demonstrating how to integrate Ansible playbooks as provisioning engines inside HashiCorp Packer build runs. Outlines processes to construct audited, standardized, and security-hardened Docker images.
 ### Azure (2)
 
 #### Identity
@@ -494,7 +735,7 @@
 #### Templates
 
   - **(2022)** [github.com/amitmavgupta/azure-terraform](https://github.com/amitmavgupta/azure-terraform) ⭐ 29 [HCL CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A centralized repository of common Azure resource templates compiled using Terraform. Serves as a useful playground for setting up App Services, Cosmos DB, and Virtual Networks.
-### Azure DevOps
+### Azure DevOps (1)
 
 #### Modules
 
@@ -705,11 +946,15 @@
 #### 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.
-### Kubernetes Provisioning (1)
+### Landing Zones
 
-#### GitOps Frameworks
+#### Accelerators
 
-  - **(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.
+  - **(2026)** [Azure Landing Zone IaC Accelerator Release Notes](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” The official release ledger tracking enhancements, bug fixes, and feature updates for the Azure Landing Zones IaC Accelerator. Essential for platform engineering teams to maintain up-to-date, compliant architectures using official Terraform or Bicep modules. It keeps organizations informed on modern security baseline integrations and multi-tenant tooling enhancements.
+  - **(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) [BICEP CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” GA announcement of the official Bicep and Terraform accelerators designed for deploying Azure Landing Zones (ALZ). These accelerators provide enterprise developers with template-driven deployment mechanisms for core platform hubs and spokes, reducing manual deployment errors and accelerating migration timelines.
+#### Azure Verified Modules
+
+  - **(2026)** [Enterprise-Scale Azure Subscription Vending Using Azure Verified Modules (AVM)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/enterprise%e2%80%91scale-azure-subscription-vending-using-azure-verified-modules-avm/4507751) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demonstrates enterprise subscription vending architectures powered by Azure Verified Modules (AVM). This automated design leverages Terraform and Bicep to standardize resource organization, virtual network integration, and governance controls. Architects use subscription vending to scale and provision environments reliably in multi-tenant frameworks.
 ### Languages
 
 #### Syntax Engines
@@ -798,7 +1043,7 @@
 #### 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 (1)
+### Terraform (3)
 
 #### AWS Integration
 
@@ -834,6 +1079,9 @@
 #### Azure Modules
 
   - **(2023)** [**thomasthornton.cloud: Writing reusable Terraform modules (azure)**](https://thomasthornton.cloud/writing-reusable-terraform-modules) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Advanced extension of writing reusable modules for Azure. Emphasizes maintaining backward compatibility, configuring strict semantic versioning tags in private registries, and automating modular state tests.
+#### Azure Verified Modules (1)
+
+  - **(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) [TERRAFORM CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Details the general availability of Terraform-based Azure Verified Modules (AVM) for constructing platform landing zones. These modules offer verified, highly robust IaC templates that align with Microsoft's official structural guidelines. This release significantly reduces the development overhead required to build enterprise platform hubs.
 #### Best Practices (3)
 
   - **(2024)** [masterpoint.io: Three Terraform Use-cases You Need to Start Implementing](https://masterpoint.io/blog/terraform-use-cases) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Presents three advanced structural paradigms: multi-region dynamic workspace state querying, native mock-testing checks, and programmatic policy validation integration. Demonstrates production patterns that decoupled dependencies and enforce safe execution boundaries.
@@ -871,6 +1119,9 @@
 #### Ecosystem Evolution
 
   - **(2024)** [**devops.com: Building on Terraform: Evolution, not Revolution**](https://devops.com/building-on-terraform-evolution-not-revolution) [HCL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Explores the continuous evolution of HashiCorp Terraform and OpenTofu within the enterprise IaC landscape. Highlights how organizational adoption patterns have shifted from manual HCL execution to structured platform engineering paradigms. While the source stresses steady progress, live grounding demonstrates that license changes (BSL) have spurred a parallel, stable ecosystem under the Linux Foundation (OpenTofu).
+#### Export Utility
+
+  - **(2025)** [Export Terraform Code from the Azure Portal](https://mattias.engineer/blog/2025/azure-portal-export-terraform) [NONE CONTENT]  [LEGACY] β€” A practical exploration of the Azure Portal's feature for exporting active cloud resource configurations directly into functional HashiCorp Terraform modules. Decreases setup friction for legacy system migrations.
 #### Integrations
 
   - **(2023)** [youtube HashiCorp: Telemetry transformed: Terraforming Grafana for next-gen dashboards](https://www.youtube.com/watch?v=qGdGMnQ83SA) [HCL CONTENT]  [COMMUNITY-TOOL] β€” A technical video walkthrough showing how to manage and deploy dashboards, alert limits, and data sources in Grafana as code. Integrates monitoring directly alongside the lifecycle of target environments.
@@ -886,6 +1137,10 @@
 #### Observability and Security (1)
 
   - **(2023)** [overmind.tech: Is Observability relevant for Terraform?](https://overmind.tech/blog/is-observability-relevant-for-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores the convergence of systems observability and infrastructure-as-code deployments. Focuses on tracing how execution plans, resource dependencies, and actual run-time failures map visually to simplify debugging for DevOps teams. Live grounding highlights that real-time observation of state transitions significantly reduces mean-time-to-resolution (MTTR) when rolling back failed changes.
+#### Official Integration (1)
+
+  - **(2025)** [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official announcement detailing native preview features to export existing Azure assets into declarative Terraform code blocks directly inside the portal interface. Eliminates reliance on custom parsing tools.
+  - **(2025)** [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889) [NONE CONTENT] [DOCUMENTATION]  [LEGACY] β€” Secondary portal-integration documentation describing technical setups for exporting active resource configurations. Focuses on producing clean, modular Terraform files from complex legacy environments.
 #### Pre-flight Verification
 
   - **(2021)** [github.com/jamesw4/confirm-tfvars](https://github.com/jamesw4/confirm-tfvars) [GO CONTENT]  [COMMUNITY-TOOL] β€” confirm-tfvars acts as a tactical CLI guardrail that intercepts execution workflows to verify designated variables inside active tfvars files before applying. It serves as an architectural firewall during production execution runs, reducing the risk of human-error configurations causing cascading resource destruction.
@@ -955,14 +1210,17 @@
 #### Development
 
   - **(2022)** [digitalocean.com: How To Build a Custom Terraform Module](https://www.digitalocean.com/community/tutorials/how-to-build-a-custom-terraform-module) [HCL CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” An educational workflow outlining step-by-step module construction in Terraform. Details module inputs, outputs, structure conventions, and guidelines for publishing modules to external registries.
-### Terraform Orchestration
+#### IPAM
+
+  - **(2025)** [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest) [HCL CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Specialized Terraform registry module designed to automate IP Address Management (IPAM) inside multi-VNet architectures. Standardizes subnetworking allocations dynamically to prevent prefix overlapping.
+### Terraform Orchestration (1)
 
 #### Monorepo Management
 
   - **(2024)** [mineiros-io/terramate](https://github.com/terramate-io/terramate) ⭐ 3598 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [ENTERPRISE-STABLE] β€” Terramate delivers powerful orchestration, selective change detection, and modular code generation for multi-directory Terraform and OpenTofu monorepos. It optimizes large-scale continuous deployment pipelines by executing runs only in directories containing modified plans. By generating dynamic DRY configurations, it ensures strict state isolation and mitigates workspace blast radiuses.
 ### Terraform Providers (2)
 
-#### Azure IPAM
+#### Azure IPAM (1)
 
   - **(2024)** [==Terraform Provider for Azure IPAM==](https://github.com/XtratusCloud/terraform-provider-azureipam) ⭐ 10 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Custom open-source Terraform provider built to automate cloud IP address allocation directly from centralized Azure IPAM solutions. Ensures smooth networking configuration inside containerized setups.
 ### User Interfaces
@@ -1056,10 +1314,10 @@
 #### 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 (4)
+#### 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:** [Ansible](./ansible.md) | [IaC](./iac.md) | [Chef](./chef.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Oauth](./oauth.md) | [Ansible](./ansible.md)
 
diff --git a/v2-docs/test-automation-frameworks.md b/v2-docs/test-automation-frameworks.md
index 01591430..233db13a 100644
--- a/v2-docs/test-automation-frameworks.md
+++ b/v2-docs/test-automation-frameworks.md
@@ -11,9 +11,23 @@
 
   - [Dzone: best practices for selenium automation](https://dzone.com/articles/best-practices-for-selenium-automation-one-must-kn)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: best practices for selenium automation in the Kubernetes Tools ecosystem.
   - [Dzone: top 11 challenges in autmation testing using selenium](https://dzone.com/articles/top-11-challenges-in-automation-testing-using-sele)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: top 11 challenges in autmation testing using selenium in the Kubernetes Tools ecosystem.
+  - [qautomation.blog: How to run selenium script in JMeter](https://qautomation.blog/2019/05/07/how-to-run-selenium-script-in-jmeter)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering qautomation.blog: How to run selenium script in JMeter in the Kubernetes Tools ecosystem.
+  - [medium: Testing APIs with Python 🌟](https://medium.com/python-in-plain-english/testing-apis-with-python-4ca51d604ffe)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Testing APIs with Python 🌟 in the Kubernetes Tools ecosystem.
+  - [testinglpoint.com: Cucumber Interview Question](https://www.testinglpoint.com/cucumber-interview-question)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering testinglpoint.com: Cucumber Interview Question in the Kubernetes Tools ecosystem.
   - [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#reference-for-monitoring-azure-services) [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
@@ -173,5 +187,5 @@
   - **(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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
 
diff --git a/v2-docs/testops.md b/v2-docs/testops.md
index 7f4e736e..a393e330 100644
--- a/v2-docs/testops.md
+++ b/v2-docs/testops.md
@@ -90,5 +90,5 @@
   - **(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) | [Chaos Engineering](./chaos-engineering.md) | [Developerportals](./developerportals.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
 
diff --git a/v2-docs/visual-studio.md b/v2-docs/visual-studio.md
index 44752176..e58d0aa4 100644
--- a/v2-docs/visual-studio.md
+++ b/v2-docs/visual-studio.md
@@ -9,9 +9,23 @@
 
 #### General Reference
 
-  - [gitpod.io: VS Code in the browser for everyone](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.
+  - [Flexible layout 🌟](https://code.visualstudio.com/updates/v1_120/v1_46#_flexible-layout)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering code.visualstudio.com in the Kubernetes Tools ecosystem.
   - [docker.com: How to Develop Inside a Container Using Visual Studio Code Remote' Containers 🌟](https://www.docker.com/blog/how-to-develop-inside-a-container-using-visual-studio-code-remote-containers)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering docker.com: How to Develop Inside a Container Using Visual Studio Code Remote' Containers 🌟 in the Kubernetes Tools ecosystem.
+  - [visualstudiomagazine.com: Code with Fire! Top VS Code Tips](https://visualstudiomagazine.com/articles/2021/01/29/vs-code-tips.aspx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering visualstudiomagazine.com: Code with Fire! Top VS Code Tips in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How To Update Your GitHub Repository in Visual Studio' Code](https://betterprogramming.pub/how-to-update-your-github-repository-in-visual-studio-code-7bb9e8549cea)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How To Update Your GitHub Repository in Visual Studio' Code in the Kubernetes Tools ecosystem.
+  - [levelup.gitconnected.com: 12 Visual Studio Code Shortcuts That Every Developer' Must Know](https://levelup.gitconnected.com/12-visual-studio-code-shortcuts-that-every-developer-must-know-8d6ce5fc3631)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering levelup.gitconnected.com: 12 Visual Studio Code Shortcuts That Every Developer' Must Know in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Generating Class Diagrams for .Net Core](https://betterprogramming.pub/generating-class-diagrams-for-net-core-c4913db9398b)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Generating Class Diagrams for .Net Core in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Learn to Code Remotely With VS Code And SSH](https://betterprogramming.pub/learn-to-code-remotely-with-vs-code-and-ssh-68c630759279)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Learn to Code Remotely With VS Code And SSH in the Kubernetes Tools ecosystem.
+  - [gijsreijn.medium.com: Optimizing Your DSC V3 Authoring Experience in VSCode](https://gijsreijn.medium.com/optimizing-your-dsc-v3-authoring-experience-in-vscode-bd8e90c52312)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering gijsreijn.medium.com: Optimizing Your DSC V3 Authoring Experience in VSCode in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git](https://betterprogramming.pub/the-best-vs-code-extensions-to-supercharge-your-git-5d5ab3f64f64)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: The Best VS Code Extensions to Supercharge Your Git 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.
+  - [hashicorp.com: Terraform extension for VS Code speeds up loading of large' workspaces](https://www.hashicorp.com/blog/terraform-extension-for-vs-code-speeds-up-loading-of-large-workspaces)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==hashicorp.com: Terraform extension for VS Code speeds up loading of large' workspaces== in the Kubernetes Tools ecosystem.
+  - [dannys.cloud: Autocomplete your CloudFormation Resources in VS Code](https://dannys.cloud/autocomplete-cloudformation-resources-vs-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dannys.cloud: Autocomplete your CloudFormation Resources in VS Code in the Kubernetes Tools ecosystem.
+  - [hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio' Code](https://www.hashicorp.com/blog/supporting-the-hashicorp-terraform-extension-for-visual-studio-code)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio' Code in the Kubernetes Tools ecosystem.
+  - [blog.stackademic.com: Debugging Microservices Locally with mirrord](https://blog.stackademic.com/mastering-local-microservices-debugging-with-mirrord-0a99443c1544)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.stackademic.com: Debugging Microservices Locally with mirrord in the Kubernetes Tools ecosystem.
+  - [visualstudiomagazine.com: Bridge to Kubernetes Simplifies Microservice Development' in Visual Studio/VS Code](https://visualstudiomagazine.com/articles/2020/10/07/bridge-kubernetes.aspx)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering visualstudiomagazine.com: Bridge to Kubernetes Simplifies Microservice Development' in Visual Studio/VS Code in the Kubernetes Tools ecosystem.
+  - [evaizik.medium.com: Setting up a remote debugging for Java microservices' running inside Kubernetes pods](https://evaizik.medium.com/setting-up-a-remote-debugging-for-java-microservices-running-inside-kubernetes-pods-d4aab1ff4efa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering evaizik.medium.com: Setting up a remote debugging for Java microservices' running inside Kubernetes pods in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: My Top 7 Most Underrated IntelliJ IDEA Features](https://betterprogramming.pub/my-top-7-most-underrated-intellij-idea-features-572b0b706bd6)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: My Top 7 Most Underrated IntelliJ IDEA Features in the Kubernetes Tools ecosystem.
 ## CICD Pipeline
 
 ### Jenkins Tools
@@ -560,5 +574,5 @@
   - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/web-servers.md b/v2-docs/web-servers.md
index 6f15dd41..4a93257f 100644
--- a/v2-docs/web-servers.md
+++ b/v2-docs/web-servers.md
@@ -9,9 +9,18 @@
 
 #### General Reference
 
+  - [nginx.com: The Complete NGINX Cookbook 🌟](https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.f5.com in the Kubernetes Tools ecosystem.
+  - [Dzone Refcard: Essential Apache HTTP Server](https://dzone.com/refcardz/essential-apache-http-server)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone Refcard: Essential Apache HTTP Server in the Kubernetes Tools ecosystem.
+  - [nixCraft: How to secure Apache with Let’s Encrypt Certificates on RHEL 8](https://www.cyberciti.biz/faq/how-to-secure-apache-with-lets-encrypt-certificates-on-rhel-8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft: How to secure Apache with Let’s Encrypt Certificates on RHEL 8 in the Kubernetes Tools ecosystem.
   - [Dzone: Nginx Reverse Proxy Ubuntu 18.04](https://dzone.com/articles/nginx-reverse-proxy-ubuntu-1804)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: Nginx Reverse Proxy Ubuntu 18.04 in the Kubernetes Tools ecosystem.
   - [How To Use the Official NGINX Docker Image](https://www.docker.com/blog/how-to-use-the-official-nginx-docker-image)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering How To Use the Official NGINX Docker Image in the Kubernetes Tools ecosystem.
+  - [medium: Using Nginx-Ingress as a Static Cache for Assets Inside Kubernetes](https://medium.com/@vdboor/using-nginx-ingress-as-a-static-cache-91bc27be04a1)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Using Nginx-Ingress as a Static Cache for Assets Inside Kubernetes in the Kubernetes Tools ecosystem.
+  - [Wikipedia: HAProxy](https://en.wikipedia.org/wiki/HAProxy)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: HAProxy in the Kubernetes Tools ecosystem.
   - [dzone.com: How to Configure HAProxy as a Proxy and Load Balancer](https://dzone.com/articles/how-to-configure-ha-proxy-as-a-proxy-and-loadbalan)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: How to Configure HAProxy as a Proxy and Load Balancer in the Kubernetes Tools ecosystem.
+  - [nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems](https://www.cyberciti.biz/open-source/http-web-performance-proxy-load-balancer-accelerator-software)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems in the Kubernetes Tools ecosystem.
+  - [High priority request queue with HAProxy](https://medium.com/swlh/high-priority-request-queue-with-haproxy-9efd639a8992)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering High priority request queue with HAProxy in the Kubernetes Tools ecosystem.
+  - [medium.com/beyn-technology: Is Nginx dead? Is Traefik v3 20% faster than' Traefik v2?](https://medium.com/beyn-technology/is-nginx-dead-is-traefik-v3-20-faster-than-traefik-v2-f28ffb7eed3e)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/beyn-technology: Is Nginx dead? Is Traefik v3 20% faster than' Traefik v2? in the Kubernetes Tools ecosystem.
+  - [Koa.js](https://koa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem.
 ## Architecture
 
 ### Infrastructure
@@ -38,6 +47,30 @@
 #### 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](http://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
@@ -62,5 +95,5 @@
   - **(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:** [Caching](./caching.md) | [Cloudflare](./cloudflare.md) | [Istio](./istio.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
 
diff --git a/v2-docs/web3.md b/v2-docs/web3.md
index 5c5eab49..0e1ad04d 100644
--- a/v2-docs/web3.md
+++ b/v2-docs/web3.md
@@ -3,6 +3,13 @@
 !!! info "Architectural Context"
     Detailed reference for Web 3 in the context of Developer Ecosystem.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English](https://blog.suhailkakar.com/web-30-terms-and-their-definitions-in-plain-english)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English in the Kubernetes Tools ecosystem.
 ## Emerging Paradigms
 
 ### Web3 Architecture
@@ -20,5 +27,5 @@
   - **(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:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/workfromhome.md b/v2-docs/workfromhome.md
index 014c12cf..141dfa9e 100644
--- a/v2-docs/workfromhome.md
+++ b/v2-docs/workfromhome.md
@@ -69,5 +69,5 @@
   - **(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:** [Appointment Scheduling](./appointment-scheduling.md) | [Finops](./finops.md) | [Digital Money](./digital-money.md)
+πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md)
 
diff --git a/v2-docs/xamarin.md b/v2-docs/xamarin.md
index 8d0e3fa6..71d2b222 100644
--- a/v2-docs/xamarin.md
+++ b/v2-docs/xamarin.md
@@ -3,6 +3,13 @@
 !!! info "Architectural Context"
     Detailed reference for Xamarin in the context of Developer Ecosystem.
 
+## Architectural Foundations
+
+### Kubernetes Tools
+
+#### General Reference
+
+  - [Wikipedia: Xamarin](https://en.wikipedia.org/wiki/Xamarin)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Wikipedia: Xamarin in the Kubernetes Tools ecosystem.
 ## Mobile Development
 
 ### Cross-Platform
@@ -12,5 +19,5 @@
   - **(2024)** [dotnet.microsoft.com: What is Xamarin?](https://dotnet.microsoft.com/en-us/apps/xamarin) [C# CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” An introductory resource detailing Xamarin's architecture, demonstrating how C# code gets compiled to native binaries using Mono or .NET execution runtimes. It highlights the historically unified codebase approach for mobile UI design. This documentation is primarily of historical interest as the ecosystem transitions entirely to modern .NET MAUI runtimes.
 
 ---
-πŸ’‘ **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Angular](./angular.md) | [API](./api.md)
+πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
 
diff --git a/v2-docs/yaml.md b/v2-docs/yaml.md
index 06e0fe11..db83503b 100644
--- a/v2-docs/yaml.md
+++ b/v2-docs/yaml.md
@@ -9,8 +9,25 @@
 
 #### General Reference
 
+  - [dex.dev: YAML Templating Solutions: Helm & Kustomize](https://www.dex.dev/dex-videos/templating-solutions)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dex.dev: YAML Templating Solutions: Helm & Kustomize in the Kubernetes Tools ecosystem.
+  - [wikipedia: YAML](https://en.wikipedia.org/wiki/YAML)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: YAML in the Kubernetes Tools ecosystem.
+  - [kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟](https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-yaml)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟 in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: YAML Tutorial: Get Started With YAML in 5 Minutes](https://betterprogramming.pub/yaml-tutorial-get-started-with-yaml-in-5-minutes-549d462972d8)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: YAML Tutorial: Get Started With YAML in 5 Minutes in the Kubernetes Tools ecosystem.
+  - [abhisheksaini.hashnode.dev: YAML For Data Representation?](https://abhisheksaini.hashnode.dev/yaml-for-representation)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering abhisheksaini.hashnode.dev: YAML For Data Representation? in the Kubernetes Tools ecosystem.
+  - [javascript.plainenglish.io: Everything You Need To Know About YAML Files](https://javascript.plainenglish.io/everything-you-need-to-know-about-yaml-files-5423358cc5c9)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering javascript.plainenglish.io: Everything You Need To Know About YAML Files in the Kubernetes Tools ecosystem.
+  - [blog.devgenius.io: YAML with Python](https://blog.devgenius.io/yaml-with-python-d6787a9bd8ab)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==blog.devgenius.io: YAML with Python== in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: 10 Things You Might Not Know About YAML](https://betterprogramming.pub/10-things-you-might-not-know-about-yaml-b0589da547c)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: 10 Things You Might Not Know About YAML in the Kubernetes Tools ecosystem.
+  - [medium: Don’t Repeat Yourself with Anchors, Aliases and Extensions in Docker' Compose Files](https://medium.com/@kinghuang/docker-compose-anchors-aliases-extensions-a1e4105d70bd)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium: Don’t Repeat Yourself with Anchors, Aliases and Extensions in Docker' Compose Files in the Kubernetes Tools ecosystem.
   - [jsonformatter.org/yaml-validator](https://jsonformatter.org/yaml-validator)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==jsonformatter.org/yaml-validator== in the Kubernetes Tools ecosystem.
+  - [medium.com/@slashben81: How to write a YAML file for Kubernetes? | ARMO](https://medium.com/@slashben81/how-to-write-a-yaml-file-for-kubernetes-armo-76f29e533b1f)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@slashben81: How to write a YAML file for Kubernetes? | ARMO in the Kubernetes Tools ecosystem.
+  - [medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts](https://medium.com/geekculture/convert-kubernetes-yaml-files-into-helm-charts-4107de079455)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/geekculture: Convert Kubernetes YAML Files Into Helm Charts in the Kubernetes Tools ecosystem.
+  - [wikipedia: JSON](https://en.wikipedia.org/wiki/JSON)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering wikipedia: JSON in the Kubernetes Tools ecosystem.
   - [dzone.com: The Ultimate JSON Library: JSON.simple vs. GSON vs. Jackson vs.' JSONP](https://dzone.com/articles/the-ultimate-json-library-jsonsimple-vs-gson-vs-ja)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone.com: The Ultimate JSON Library: JSON.simple vs. GSON vs. Jackson vs.' JSONP in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: How to Make JSON and Python Talk to Each Other](https://betterprogramming.pub/how-to-make-json-and-python-talk-to-each-other-41531d58e59d)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: How to Make JSON and Python Talk to Each Other in the Kubernetes Tools ecosystem.
+  - [betterprogramming.pub: Exploring JSON, JSON5, and Circular References](https://betterprogramming.pub/exploring-json-json5-and-circular-references-2b5b0c5de532)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering betterprogramming.pub: Exploring JSON, JSON5, and Circular References in the Kubernetes Tools ecosystem.
+  - [blog.mariano.cloud: Do you even JSONPath?](https://blog.mariano.cloud/do-you-even-jsonpath)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering blog.mariano.cloud: Do you even JSONPath? in the Kubernetes Tools ecosystem.
+  - [medium.com/@jonathan_37674: How to validate Kubernetes YAML files? | ARMO](https://medium.com/@jonathan_37674/how-to-validate-kubernetes-yaml-files-armo-e45dd006d633)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering medium.com/@jonathan_37674: How to validate Kubernetes YAML files? | ARMO in the Kubernetes Tools ecosystem.
+  - [ketch: Getting Started](https://learn.theketch.io/docs/getting-started)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ketch: Getting Started in the Kubernetes Tools ecosystem.
   - [base64encode.org](https://www.base64encode.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering base64encode.org in the Kubernetes Tools ecosystem.
 ## Cloud Native Operations
 
@@ -25,10 +42,24 @@
   - **(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
 
+
+??? abstract "Architect's Technical Comparison Table"
+    | Solution | Maturity | Primary Focus | Language | Stars |
+    | :--- | :--- | :--- | :--- | :--- |
+    | [itnext.io: Kubernetes YAML Tips | Daniele Polencic 🌟](https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81) |  | Configuration Management | YAML | 🌟🌟🌟🌟 |
+    | [k8syaml.com 🌟](https://k8syaml.com) |  | Configuration Management | N/A | 🌟🌟🌟🌟 |
+    | [itnext.io: How to create Kubernetes YAML files 🌟](https://itnext.io/how-to-create-kubernetes-yaml-files-abb8426eeb45) |  | Configuration Management | N/A | 🌟🌟🌟🌟 |
+    | [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) |  | Configuration Management | N/A | 🌟🌟🌟🌟 |
+    | [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) |  | Configuration Management | N/A | 🌟🌟🌟 |
+
   - **(2021)** [**itnext.io: Kubernetes YAML Tips | Daniele Polencic 🌟**](https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81) [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An ITNext tutorial compilation detailing advanced YAML tips and tricks for Kubernetes. It explains how to combine multiple YAML documents, optimize resource blocks, and safely check designs using dry-run flags. It is a highly practical reference for application operators.
+  - **(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.
   - **(2021)** [**itnext.io: How to create Kubernetes YAML files 🌟**](https://itnext.io/how-to-create-kubernetes-yaml-files-abb8426eeb45) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A step-by-step ITNext guide explaining how to construct production-ready Kubernetes configuration manifests. It discusses schema rules, basic resources, and templating practices to prevent deployment failures.
   - **(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.
@@ -218,5 +249,5 @@
   - **(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:** [Crunchydata](./crunchydata.md) | [Databases](./databases.md) | [Message Queue](./message-queue.md)
+πŸ’‘ **Explore Related:** [Message Queue](./message-queue.md) | [Databases](./databases.md) | [Crunchydata](./crunchydata.md)