From 11aa0026c8ca83be549723758c8ab4f46f975d78 Mon Sep 17 00:00:00 2001 From: Nubenetes Bot Date: Thu, 18 Jun 2026 15:50:02 +0200 Subject: [PATCH] chore: rebuild site and v2-docs after CSS integration --- site/ai-agents-mcp/index.html | 128 +- site/ai/index.html | 568 +------ site/aws-tools-scripts/index.html | 2 +- site/aws/index.html | 2 +- site/azure/index.html | 70 + site/cicd/index.html | 159 +- site/developerportals/index.html | 141 ++ site/devops-tools/index.html | 16 + site/devops/index.html | 37 + site/elearning/index.html | 56 + site/finops/index.html | 16 + site/git/index.html | 66 +- site/iac/index.html | 32 +- site/jenkins/index.html | 2 +- .../index.html | 56 + site/kubernetes-tools/index.html | 1 + site/newsql/index.html | 2 +- site/nosql/index.html | 2 +- site/securityascode/index.html | 2 +- site/static/v2_elite.css | 40 + site/tags/index.html | 1370 ++++++++--------- site/videos/ai-agents/index.html | 4 + site/videos/cloud-native/index.html | 4 + 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  • (2021) github.com/oslabs-beta: Odin's Eye [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.
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    diff --git a/v2-docs/ChromeDevTools.md b/v2-docs/ChromeDevTools.md index 8ebd6d98..ee71b3a2 100644 --- a/v2-docs/ChromeDevTools.md +++ b/v2-docs/ChromeDevTools.md @@ -34,5 +34,5 @@ - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/GoogleCloudPlatform.md b/v2-docs/GoogleCloudPlatform.md index 570f83d4..4d879a94 100644 --- a/v2-docs/GoogleCloudPlatform.md +++ b/v2-docs/GoogleCloudPlatform.md @@ -475,5 +475,5 @@ - **(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:** [Edge Computing](./edge-computing.md) | [Azure](./azure.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) | [Azure](./azure.md) diff --git a/v2-docs/about.md b/v2-docs/about.md index 34a564ee..3fdedcbb 100644 --- a/v2-docs/about.md +++ b/v2-docs/about.md @@ -220,7 +220,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized #### Terraform Boilerplates ??? note "Terraform Kubernetes Boilerplates 🌟" - **[Access Resource](https://nubenetes.com/terraform)** 🌟🌟🌟🌟🌟 | Level: Advanced + **[Access Resource](https://nubenetes.com/terraform/)** 🌟🌟🌟🌟🌟 | Level: Advanced A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups. @@ -268,5 +268,5 @@ While certifications like CKA are prominent on CVs, they are frequently utilized - [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) | [Cheatsheets](./cheatsheets.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/ai-agents-mcp.md b/v2-docs/ai-agents-mcp.md index 7051b523..3c509633 100644 --- a/v2-docs/ai-agents-mcp.md +++ b/v2-docs/ai-agents-mcp.md @@ -136,5 +136,5 @@ Enables developers to transition from local prototype builds to secure GKE produ - **(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) | [MLOps](./mlops.md) | [ChatGPT](./chatgpt.md) +πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md) diff --git a/v2-docs/angular.md b/v2-docs/angular.md index fd2950a6..db69793d 100644 --- a/v2-docs/angular.md +++ b/v2-docs/angular.md @@ -45,5 +45,5 @@ - **(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:** [Postman](./postman.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) | [Java_Frameworks](./java_frameworks.md) +πŸ’‘ **Explore Related:** [Python](./python.md) | [Dom](./dom.md) | [Java_Frameworks](./java_frameworks.md) diff --git a/v2-docs/ansible.md b/v2-docs/ansible.md index 4c438ab1..7f3b4e75 100644 --- a/v2-docs/ansible.md +++ b/v2-docs/ansible.md @@ -101,16 +101,22 @@ - [Docker Swarm](#docker-swarm) - [Deployments](#deployments) - [Kubernetes](#kubernetes-1) - - [Ansible Integration](#ansible-integration-2) - [Deployments](#deployments-1) - [Helm](#helm) - [Helm Integration](#helm-integration) - [Object Management](#object-management) - [Operators](#operators) +1. [Continuous Integration](#continuous-integration) + - [Jenkins](#jenkins) + - [Ansible Integration](#ansible-integration-2) + - [Automation Server](#automation-server) 1. [DevOps and Learning Resources](#devops-and-learning-resources) - [Video Courses](#video-courses) - [Ansible](#ansible-3) - [Practical Labs](#practical-labs) +1. [Hybrid Cloud and Enterprise](#hybrid-cloud-and-enterprise) + - [OpenShift](#openshift) + - [Data Management](#data-management) 1. [Infrastructure as Code](#infrastructure-as-code-1) - [Ansible](#ansible-4) - [Application Servers](#application-servers) @@ -141,6 +147,7 @@ - [Environment Management](#environment-management) - [History](#history) - [Identity Access Management](#identity-access-management) + - [Image Provisioning](#image-provisioning) - [Introduction](#introduction) - [Inventory Management](#inventory-management) - [Linux Administration](#linux-administration) @@ -194,7 +201,6 @@ #### 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. @@ -208,6 +214,7 @@ - [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. + - [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. - [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. @@ -473,9 +480,6 @@ - **(2021)** [maquinasvirtuales.eu: Docker Swarm: Instalar Ansible AWX](https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx) [N/A CONTENT] [LEGACY] β€” Spanish language guide detailing the installation and configuration of Ansible AWX on Docker Swarm. Since modern AWX development has strictly pivoted to Kubernetes/AWX Operator, this resource serves primarily as a legacy reference for swarm-based topologies. ### Kubernetes (1) -#### Ansible Integration (2) - - - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Reference site for Jeff Geerling's "Ansible for Kubernetes" book. It showcases advanced architectural patterns using Ansible to orchestrate cloud-native Kubernetes systems, write custom operators, and manage application lifecycles inside pods. #### Deployments (1) - **(2022)** [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” A rapid deployment guide demonstrating how to bootstrap an instance of Ansible AWX on a Kubernetes cluster using the AWX Operator. It covers namespace preparation, applying the custom resource manifest, and verifying initial service exposures. @@ -492,6 +496,16 @@ #### 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 (2) + + - **(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 @@ -503,6 +517,13 @@ #### 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. +## 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) @@ -561,6 +582,7 @@ #### 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. @@ -606,6 +628,9 @@ #### 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. @@ -657,7 +682,6 @@ - **(2021)** [linuxtechlab.com: Ansible Tutorial: Introduction to simple Ansible commands](https://linuxtechlab.com/ansible-tutorial-simple-commands) [SHELL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Focuses on instant-impact shell execution using Ansible ad hoc commands. Details fast syntax constructs for basic file copying, service manipulation, shell executions, and quick state analysis without the overhead of writing full-scale playbooks. #### Releases (1) - - **(2021)** [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities) [COMMUNITY-TOOL] β€” Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated 'ansible-core' engine components from 'collections' packages, resolving dependency bottlenecks and streamlining modern community module delivery. - **(2021)** [Ansible 3.3.0 released](https://groups.google.com/g/ansible-devel/c/CdQ7eWUUm8k?pli=1) [COMMUNITY-TOOL] β€” Release analysis for Ansible 3.3.0. Details backward compatibility constraints, system engine integration tests, updated community collections, and critical bug fixes mapped back to the underlying 'ansible-core' codebase. #### Roles @@ -753,5 +777,5 @@ - **(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) | [Oauth](./oauth.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md) diff --git a/v2-docs/api.md b/v2-docs/api.md index dfda8632..7a800c27 100644 --- a/v2-docs/api.md +++ b/v2-docs/api.md @@ -8,9 +8,6 @@ ## Table of Contents -1. [API and Integration Testing](#api-and-integration-testing) - - [Mocking and Virtualization](#mocking-and-virtualization) - - [Microcks](#microcks) 1. [API Architectures](#api-architectures) - [GraphQL](#graphql) - [Adoption](#adoption) @@ -77,6 +74,7 @@ - [API Lifecycle](#api-lifecycle) - [Architecture Comparisons](#architecture-comparisons) - [Best Practices](#best-practices-1) + - [Documentation](#documentation) - [Fundamentals](#fundamentals) - [Hands-on Deployment](#hands-on-deployment) - [Protocols and Formats](#protocols-and-formats) @@ -134,13 +132,6 @@ - [API Management](#api-management-2) - [Testing](#testing-1) -## API and Integration Testing - -### Mocking and Virtualization - -#### Microcks - - - **(2026)** [**microcks.io**](https://microcks.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Microcks is a cloud-native platform for mocking and virtualization of APIs (REST, gRPC, GraphQL, AsyncAPI). It speeds up microservices testing by generating mock endpoints and testing compliance directly against enterprise schemas. ## API Architectures ### GraphQL @@ -334,6 +325,9 @@ #### 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) 🌟🌟🌟🌟🌟 [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 - **(2024)** [==postman.com: What is an API?==](https://www.postman.com/what-is-an-api) 🌟🌟🌟🌟🌟 [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. @@ -546,5 +540,5 @@ - **(2021)** [dev.to: 7 API Tools for REST Developers and Testers](https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67) [NONE CONTENT] [COMMUNITY-TOOL] β€” Reviews seven essential REST API validation and design tools, analyzing the runtime capabilities and payload assertion performance of modern desktop clients and command-line instruments. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/appointment-scheduling.md b/v2-docs/appointment-scheduling.md index 695bdcc8..04e05c95 100644 --- a/v2-docs/appointment-scheduling.md +++ b/v2-docs/appointment-scheduling.md @@ -43,5 +43,5 @@ - **(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:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) +πŸ’‘ **Explore Related:** [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md) | [HR](./hr.md) diff --git a/v2-docs/argo.md b/v2-docs/argo.md index fc1dc8e0..a9c9c977 100644 --- a/v2-docs/argo.md +++ b/v2-docs/argo.md @@ -12,6 +12,9 @@ - [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) 1. [Cloud Native](#cloud-native) + - [Community](#community) + - [Events](#events) + - [ArgoCon](#argocon) - [Orchestration](#orchestration) - [Argo Workflows](#argo-workflows) - [Reliability](#reliability) @@ -58,6 +61,9 @@ - [Internal Developer Platforms](#internal-developer-platforms) - [Security and Compliance](#security-and-compliance) - [RBAC](#rbac) + - [CICD Migration](#cicd-migration) + - [Argo Workflows](#argo-workflows-2) + - [Jenkins](#jenkins) - [GitOps](#gitops) - [AWS EKS](#aws-eks) - [Tekton](#tekton) @@ -147,6 +153,13 @@ - [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) [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 @@ -273,6 +286,13 @@ ##### 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 @@ -358,5 +378,5 @@ - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md) diff --git a/v2-docs/aws-architecture.md b/v2-docs/aws-architecture.md index 6a6f3302..ea9a50de 100644 --- a/v2-docs/aws-architecture.md +++ b/v2-docs/aws-architecture.md @@ -180,5 +180,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-backup.md b/v2-docs/aws-backup.md index d3d6d30f..dc206682 100644 --- a/v2-docs/aws-backup.md +++ b/v2-docs/aws-backup.md @@ -139,5 +139,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-containers.md b/v2-docs/aws-containers.md index 9a87b64f..e1973da0 100644 --- a/v2-docs/aws-containers.md +++ b/v2-docs/aws-containers.md @@ -14,10 +14,14 @@ 1. [Cloud Infrastructure](#cloud-infrastructure) - [AWS](#aws) - [Container Compute](#container-compute) + - [Container Orchestration](#container-orchestration) - [Container Registries](#container-registries) - [Continuous Deployment](#continuous-deployment) - [Legacy Tooling](#legacy-tooling) - [Security Practices](#security-practices) +1. [Cloud Native](#cloud-native) + - [Kubernetes](#kubernetes) + - [Rancher Management](#rancher-management) ## Architectural Foundations @@ -27,8 +31,8 @@ - [Get started with Amazon EC2 Container Registry (Amazon ECR)](https://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](https://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. + - [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: 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. @@ -40,6 +44,11 @@ #### Container Compute - **(2024)** [Amazon ECS-optimized AMI](https://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](https://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. @@ -55,7 +64,14 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-data.md b/v2-docs/aws-data.md index c37db6a4..375c68ed 100644 --- a/v2-docs/aws-data.md +++ b/v2-docs/aws-data.md @@ -50,5 +50,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-databases.md b/v2-docs/aws-databases.md index eb5855c4..7653acfb 100644 --- a/v2-docs/aws-databases.md +++ b/v2-docs/aws-databases.md @@ -160,5 +160,5 @@ - **(2021)** [**Tutorial: Tuning Table Design**](https://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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-devops.md b/v2-docs/aws-devops.md index 133fa5d3..424a3e34 100644 --- a/v2-docs/aws-devops.md +++ b/v2-docs/aws-devops.md @@ -89,5 +89,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-iac.md b/v2-docs/aws-iac.md index 7687b514..c089ce31 100644 --- a/v2-docs/aws-iac.md +++ b/v2-docs/aws-iac.md @@ -97,5 +97,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-messaging.md b/v2-docs/aws-messaging.md index 173fe6fe..be1e7ece 100644 --- a/v2-docs/aws-messaging.md +++ b/v2-docs/aws-messaging.md @@ -48,5 +48,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-miscellaneous.md b/v2-docs/aws-miscellaneous.md index e34ca662..45edd726 100644 --- a/v2-docs/aws-miscellaneous.md +++ b/v2-docs/aws-miscellaneous.md @@ -34,6 +34,8 @@ - [Ecosystem](#ecosystem) - [AWS Partners](#aws-partners) - [Case Studies](#case-studies) + - [FinOps](#finops) + - [Cost Optimization](#cost-optimization) - [FinOps and Sustainability](#finops-and-sustainability) - [Green Ops](#green-ops) - [High Performance Computing](#high-performance-computing) @@ -164,6 +166,11 @@ #### 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 @@ -288,5 +295,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-monitoring.md b/v2-docs/aws-monitoring.md index 01803f57..434eeabe 100644 --- a/v2-docs/aws-monitoring.md +++ b/v2-docs/aws-monitoring.md @@ -118,5 +118,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-networking.md b/v2-docs/aws-networking.md index 789a70ff..90881076 100644 --- a/v2-docs/aws-networking.md +++ b/v2-docs/aws-networking.md @@ -244,5 +244,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-newfeatures.md b/v2-docs/aws-newfeatures.md index c340b890..c2aadcaa 100644 --- a/v2-docs/aws-newfeatures.md +++ b/v2-docs/aws-newfeatures.md @@ -47,6 +47,7 @@ - [Container Orchestration](#container-orchestration-1) - [ECS Deployments](#ecs-deployments) - [EKS Kubernetes](#eks-kubernetes) + - [EKS Security](#eks-security) - [EKS Windows](#eks-windows) - [Storage Integration](#storage-integration) - [Databases](#databases) @@ -118,7 +119,7 @@ - [Kubernetes](#kubernetes) - [EKS Console](#eks-console) - [EKS Networking](#eks-networking) - - [EKS Security](#eks-security) + - [EKS Security](#eks-security-1) - [Market Analysis](#market-analysis-1) - [ReInvent Announcements](#reinvent-announcements-1) 1. [Data and Analytics](#data-and-analytics) @@ -270,6 +271,9 @@ #### 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. @@ -470,7 +474,7 @@ #### 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 +#### EKS Security (1) - **(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) @@ -564,5 +568,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-pricing.md b/v2-docs/aws-pricing.md index 14c44b4d..dfd0b522 100644 --- a/v2-docs/aws-pricing.md +++ b/v2-docs/aws-pricing.md @@ -93,5 +93,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Spain](./aws-spain.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-security.md b/v2-docs/aws-security.md index 6e7756d2..d1f66981 100644 --- a/v2-docs/aws-security.md +++ b/v2-docs/aws-security.md @@ -33,6 +33,9 @@ - [Compliance Frameworks](#compliance-frameworks) - [Landing Zone Automation](#landing-zone-automation) - [Multi-Account Strategy](#multi-account-strategy) + - [Certification](#certification) + - [AWS](#aws-2) + - [Solutions Architect Professional](#solutions-architect-professional) 1. [Cloud Engineering](#cloud-engineering) - [DevSecOps](#devsecops) - [Security](#security) @@ -187,6 +190,13 @@ - **(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 @@ -281,5 +291,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-serverless.md b/v2-docs/aws-serverless.md index b4cbd0a8..d7c40084 100644 --- a/v2-docs/aws-serverless.md +++ b/v2-docs/aws-serverless.md @@ -92,9 +92,9 @@ - [Build a Python Microservice with Amazon Web Services Lambda & API Gateway](https://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](https://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. + - [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: 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. @@ -274,5 +274,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-spain.md b/v2-docs/aws-spain.md index a9d8efaf..201f4d2e 100644 --- a/v2-docs/aws-spain.md +++ b/v2-docs/aws-spain.md @@ -32,5 +32,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [Azure](./azure.md) diff --git a/v2-docs/aws-storage.md b/v2-docs/aws-storage.md index 975efa8e..295c4be2 100644 --- a/v2-docs/aws-storage.md +++ b/v2-docs/aws-storage.md @@ -141,5 +141,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-tools-scripts.md b/v2-docs/aws-tools-scripts.md index c83bd1dc..973004d7 100644 --- a/v2-docs/aws-tools-scripts.md +++ b/v2-docs/aws-tools-scripts.md @@ -14,9 +14,6 @@ 1. [Artificial Intelligence](#artificial-intelligence) - [Developer Agents](#developer-agents) - [Amazon Q](#amazon-q) -1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration) - - [Asset Management and Governance](#asset-management-and-governance) - - [Cloud Analytics](#cloud-analytics) 1. [Cloud Platform](#cloud-platform) - [AWS Infrastructure](#aws-infrastructure) - [Automation](#automation) @@ -65,14 +62,6 @@ #### Amazon Q - **(2026)** [Amazon CodeWhisperer](https://aws.amazon.com/q/developer) [PYTHON CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Amazon Q Developer (formerly CodeWhisperer) is AWS's flagship generative AI-assisted programming agent. It generates real-time, context-aware code suggestions while performing security scanning and structural code upgrades. Live grounding demonstrates its evolution into a highly secure, enterprise-compliant workspace tool with advanced reference tracking mechanisms. -## Cloud Infrastructure and Orchestration - -### Asset Management and Governance - -#### Cloud Analytics - - - **(2026)** [steampipe](https://steampipe.io) [GO CONTENT] [COMMUNITY-TOOL] β€” An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts. - - **(2022)** [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Enterprise guide mapping performance configurations designed to query massive multi-account, multi-region AWS environments. Analyzes API latency limitations, concurrency protocols, and security audits utilizing SQL query abstractions. ## Cloud Platform ### AWS Infrastructure @@ -175,5 +164,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/aws-training.md b/v2-docs/aws-training.md index c6cb0a34..60a800f8 100644 --- a/v2-docs/aws-training.md +++ b/v2-docs/aws-training.md @@ -21,6 +21,7 @@ - [Training](#training) - [Community Learning](#community-learning-1) - [Educational Resources](#educational-resources) + - [Multi-Cloud Education](#multi-cloud-education) 1. [Infrastructure](#infrastructure) - [Cloud Computing](#cloud-computing-1) - [AWS Training](#aws-training) @@ -58,6 +59,7 @@ - **(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 @@ -73,6 +75,9 @@ #### 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. ## Infrastructure ### Cloud Computing (1) @@ -89,5 +94,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/caching.md b/v2-docs/caching.md index e023c96f..000fa67d 100644 --- a/v2-docs/caching.md +++ b/v2-docs/caching.md @@ -64,15 +64,15 @@ #### General Reference - - [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. + - [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. - [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. + - [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: 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 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: 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. @@ -191,6 +191,7 @@ - **(2014)** [slideshare: How To Set Up SQL Load Balancing with HAProxy](https://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](https://www.haproxy.org) [C CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency. - **(2015)** [slideshare: Haproxy web performance](https://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](https://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 @@ -207,5 +208,5 @@ - **(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) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) +πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Kubernetes Networking](./kubernetes-networking.md) diff --git a/v2-docs/chaos-engineering.md b/v2-docs/chaos-engineering.md index 7c4112ad..7501f647 100644 --- a/v2-docs/chaos-engineering.md +++ b/v2-docs/chaos-engineering.md @@ -54,6 +54,7 @@ #### 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) [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. @@ -106,5 +107,5 @@ - **(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) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) +πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md) diff --git a/v2-docs/chatgpt.md b/v2-docs/chatgpt.md index 4ea829f8..cb388aa3 100644 --- a/v2-docs/chatgpt.md +++ b/v2-docs/chatgpt.md @@ -8,6 +8,9 @@ ## Table of Contents +1. [AI and Platform Engineering](#ai-and-platform-engineering) + - [AI Assistants](#ai-assistants) + - [Developer Productivity](#developer-productivity) 1. [Architectural Foundations](#architectural-foundations) - [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) @@ -16,13 +19,16 @@ - [Large Language Models](#large-language-models) 1. [Artificial Intelligence and LLMs](#artificial-intelligence-and-llms) - [Prompt Engineering](#prompt-engineering) - - [Developer Productivity](#developer-productivity) + - [Developer Productivity](#developer-productivity-1) 1. [Cloud Native Infrastructure](#cloud-native-infrastructure) - [Infrastructure as Code](#infrastructure-as-code) - [AI Conversational Assistants](#ai-conversational-assistants) - [Kubernetes Operations](#kubernetes-operations) - [AIOps Diagnostics](#aiops-diagnostics) - [Declarative Manifests](#declarative-manifests) +1. [Cloud Native Operations](#cloud-native-operations) + - [AI-Powered Operations AIOps](#ai-powered-operations-aiops) + - [Kubernetes Troubleshooting](#kubernetes-troubleshooting) 1. [Data Analysis](#data-analysis) - [Spreadsheet Automation](#spreadsheet-automation) - [AI Integration](#ai-integration) @@ -33,21 +39,40 @@ - [Artificial Intelligence](#artificial-intelligence-1) - [HR Operations](#hr-operations) - [Workplace Automation](#workplace-automation) -1. [Market Analysis](#market-analysis) +1. [Infrastructure](#infrastructure) - [Artificial Intelligence](#artificial-intelligence-2) + - [Hardware Acceleration](#hardware-acceleration) +1. [Infrastructure as Code](#infrastructure-as-code-1) + - [Ansible](#ansible) + - [Releases](#releases) +1. [Market Analysis](#market-analysis) + - [Artificial Intelligence](#artificial-intelligence-3) - [Industry Dynamics](#industry-dynamics) 1. [Software Engineering](#software-engineering) + - [AI-Assisted Development](#ai-assisted-development) + - [LLM Prompting](#llm-prompting) - [AI-Assisted Operations](#ai-assisted-operations) - [Code Generation Quality](#code-generation-quality) + - [Python](#python) + - [Computer Science Foundations](#computer-science-foundations) +1. [Specialized AI Applications](#specialized-ai-applications) + - [Healthcare Systems](#healthcare-systems) + - [Voice Assistants](#voice-assistants) +## 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 #### 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. - [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. @@ -55,6 +80,8 @@ - [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. + - [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. ## Artificial Intelligence ### Deep Learning @@ -66,7 +93,7 @@ ### Prompt Engineering -#### Developer Productivity +#### Developer Productivity (1) - **(2024)** [**Awesome NotebookLM Slide Prompts**](https://github.com/serenakeyitan/awesome-notebookLM-prompts) ⭐ 3761 [MARKDOWN CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A master curation of system-level prompt templates specifically optimized for Google NotebookLM. It accelerates complex source material ingestions, contextual extractions, and structured summarizing processes for technical architects. (Live Grounding: Highlights the 2026 intersection of AI workflow orchestration and engineering documentation maintenance). ## Cloud Native Infrastructure @@ -85,6 +112,13 @@ #### 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 @@ -109,20 +143,51 @@ #### Workplace Automation - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al dΓ­a para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) [SPANISH CONTENT] 🌟 [CASE STUDY] [COMMUNITY-TOOL] β€” Reportaje de carΓ‘cter prΓ‘ctico que expone la incorporaciΓ³n intensiva de agentes de IA conversacional dentro del flujo de trabajo corporativo diario, ilustrando la aceleraciΓ³n de tareas de sΓ­ntesis y redacciΓ³n tΓ©cnica. [SPANISH CONTENT] -## Market Analysis +## Infrastructure ### Artificial Intelligence (2) +#### Hardware Acceleration + + - **(2025)** [Cerebras AI](https://www.cerebras.ai) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Dedicated AI computer systems utilizing Wafer-Scale Engine (WSE) technology. Delivers unprecedented compute density and memory bandwidth to train large-scale neural networks without the distributed communication overhead of traditional GPU clusters. +## Infrastructure as Code (1) + +### Ansible + +#### Releases + + - **(2021)** [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities) [COMMUNITY-TOOL] β€” Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated 'ansible-core' engine components from 'collections' packages, resolving dependency bottlenecks and streamlining modern community module delivery. +## Market Analysis + +### Artificial Intelligence (3) + #### Industry Dynamics - [genbeta.com: En la era de la inteligencia artificial, Microsoft es el nuevo' Google](https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google) [SPANISH CONTENT] [COMMUNITY-TOOL] β€” Analiza la evoluciΓ³n de Microsoft como lΓ­der de la revoluciΓ³n de IA generativa a travΓ©s de su alianza con OpenAI, contrastΓ‘ndolo con la postura reactiva de Google ante los modelos de lenguaje transformadores. [SPANISH CONTENT] ## Software Engineering +### AI-Assisted 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 07cf9d83..fccfa58d 100644 --- a/v2-docs/cheatsheets.md +++ b/v2-docs/cheatsheets.md @@ -16,12 +16,13 @@ - [Data Pipelines](#data-pipelines) - [Apache Kafka](#apache-kafka) - [Change Data Capture](#change-data-capture) + - [Kubernetes Operators](#kubernetes-operators) + - [Java Quarkus](#java-quarkus) 1. [Automation](#automation) - [Configuration Management](#configuration-management) - [Ansible Reference](#ansible-reference) 1. [Cloud Providers](#cloud-providers) - [AWS](#aws) - - [Security and IAM](#security-and-iam) - [Storage](#storage) - [GCP](#gcp) - [Architecture Reference](#architecture-reference) @@ -39,6 +40,7 @@ - [Cheat Sheets](#cheat-sheets-1) - [Machine Learning](#machine-learning) - [Glossary](#glossary-1) + - [Python Labs](#python-labs) - [Notebook Environments](#notebook-environments) - [JupyterLab](#jupyterlab) 1. [Databases and Storage](#databases-and-storage) @@ -106,7 +108,7 @@ - [Log Management](#log-management) - [Troubleshooting](#troubleshooting) - [Messaging Systems](#messaging-systems) - - [Kubernetes Operators](#kubernetes-operators) + - [Kubernetes Operators](#kubernetes-operators-1) - [Networking](#networking) - [Secure Shell](#secure-shell) - [Operating Systems](#operating-systems) @@ -233,6 +235,11 @@ #### 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 @@ -244,9 +251,6 @@ ### AWS -#### Security and IAM - - - **(2026)** [**docs.aws.amazon.com: Actions, resources, and condition keys for AWS services 🌟🌟🌟**](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) [HTML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The definitive AWS reference for constructing fine-grained IAM policies. It outlines exact service actions, resource types, and condition context keys required to enforce the principle of least privilege in enterprise architectures. This resource is indispensable for security engineers building cloud access models. #### Storage - **(2023)** [awsgeek.com/Amazon-S3](https://www.awsgeek.com/Amazon-S3) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A highly visual architectural breakdown of Amazon S3 features, storage classes, and lifecycle policies. This resource maps complex cloud storage abstractions into readable visual cheat sheets, clarifying performance tiers and security boundaries. Excellent for quick architectural onboarding and design sessions. @@ -289,6 +293,9 @@ #### 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 @@ -524,7 +531,7 @@ - **(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 +#### Kubernetes Operators (1) - **(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 @@ -571,7 +578,7 @@ - [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](https://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. + - [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. - [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. @@ -611,6 +618,7 @@ - [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. + - [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. - [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. @@ -624,7 +632,6 @@ - [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) @@ -651,7 +658,6 @@ ??? abstract "Architect's Technical Comparison Table" | Solution | Maturity | Primary Focus | Language | Stars | | :--- | :--- | :--- | :--- | :--- | - | [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference) | | CLI Management | Markdown | 🌟🌟🌟🌟🌟 | | [developers.redhat.com: Kubernetes Cheat Sheet](https://developers.redhat.com/cheat-sheets/kubernetes) | | CLI Management | PDF | 🌟🌟🌟🌟 | | [mirantis.com: Kubernetes Cheat Sheet 🌟](https://www.mirantis.com/blog/kubernetes-cheat-sheet) | | CLI Management | HTML | 🌟🌟🌟 | | [dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) | | CLI Management | HTML | 🌟🌟🌟 | @@ -662,7 +668,6 @@ | [opensource.com: 9 kubectl commands sysadmins need to know 🌟](https://opensource.com/article/20/5/kubectl-cheat-sheet) | | CLI Management | HTML | 🌟🌟🌟 | | [fabric8 - kubectl](https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md) | | CLI Management | Markdown | 🌟🌟🌟 | - - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log analysis across active nodes. - **(2024)** [**developers.redhat.com: Kubernetes Cheat Sheet**](https://developers.redhat.com/cheat-sheets/kubernetes) [PDF CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Enterprise-focused Red Hat guide summarizing essential kubectl command structures for cluster administrators. Designed to aid engineers managing OpenShift or vanilla Kubernetes distributions, ensuring fast recovery and diagnostic workflows. - **(2024)** [mirantis.com: Kubernetes Cheat Sheet 🌟](https://www.mirantis.com/blog/kubernetes-cheat-sheet) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A consolidated quick-reference handbook by Mirantis. Emphasizes safe deletion practices, container inspection mechanics, and context manipulation protocols inside high-concurrency staging environments. - **(2024)** [dockerlabs.collabnix.com: Cheatsheet - Kubectl 🌟](https://dockerlabs.collabnix.com/kubernetes/cheatsheets/kubectl.html) [HTML CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A collaborative tutorial reference detailing standard kubectl execution sequences. Designed for cloud-native learners mapping Docker concepts directly onto operational Kubernetes paradigms. @@ -794,6 +799,7 @@ #### 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. - **(2026)** [freecodecamp.org: Markdown Cheat Sheet – How to Write in Markdown with Examples](https://www.freecodecamp.org/news/markdown-cheat-sheet) [MARKDOWN CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” An educational guide explaining Markdown basics with real-world examples. Curator Insight values its utility for technical writers. Live Grounding shows its broad usage in software engineering bootcamps and initial developer onboardings. ### Performance Testing (1) @@ -836,7 +842,6 @@ - **(2025)** [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets) [C++ CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An advanced Modern C++ reference targeting specifications up to C++23. Explains smart memory management, standard template library algorithms, and modern concurrency features. #### Go - - **(2025)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) [GO CONTENT] [COMMUNITY-TOOL] β€” A high-density Go interface dashboard providing rapid syntactical access. Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming. - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800 [GO CONTENT] [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development. #### JavaScript @@ -927,5 +932,5 @@ - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/chef.md b/v2-docs/chef.md index 6e5ba91c..338693d1 100644 --- a/v2-docs/chef.md +++ b/v2-docs/chef.md @@ -25,5 +25,5 @@ - **(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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Crossplane](./crossplane.md) diff --git a/v2-docs/cicd-kubernetes-plugins.md b/v2-docs/cicd-kubernetes-plugins.md index f3066c80..0d8eacf7 100644 --- a/v2-docs/cicd-kubernetes-plugins.md +++ b/v2-docs/cicd-kubernetes-plugins.md @@ -11,6 +11,10 @@ 1. [CICD](#cicd) - [GitOps](#gitops) - [GitLab Integration](#gitlab-integration) + - [OpenShift](#openshift) + - [CLI Tools](#cli-tools) + - [Pipelines](#pipelines) + - [Synchronization](#synchronization) 1. [Software Engineering](#software-engineering) - [Collaborative Platforms](#collaborative-platforms) - [Kubernetes Integration](#kubernetes-integration) @@ -22,6 +26,17 @@ #### 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 @@ -31,5 +46,5 @@ - **(2021)** [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases) [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Details the GitLab 14.1 release, highlighting its integrated Helm chart registry and custom escalation policies. Explains how teams can store and manage Kubernetes deployment packaging files directly alongside their application source code. --- -πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md) diff --git a/v2-docs/cloud-arch-diagrams.md b/v2-docs/cloud-arch-diagrams.md index 6544fc3a..78c00814 100644 --- a/v2-docs/cloud-arch-diagrams.md +++ b/v2-docs/cloud-arch-diagrams.md @@ -8,6 +8,9 @@ ## Table of Contents +1. [Architecture](#architecture) + - [Web Applications](#web-applications) + - [Enterprise Patterns](#enterprise-patterns) 1. [Architecture and Design](#architecture-and-design) - [Diagrams-as-Code](#diagrams-as-code) - [Guide](#guide) @@ -33,17 +36,24 @@ - [AWS](#aws-1) - [Azure](#azure) - [GCP](#gcp) + - [Kubernetes](#kubernetes) - [Security](#security-1) - [Diagrams as Code](#diagrams-as-code) - [AWS CloudFormation](#aws-cloudformation) - [Airflow](#airflow) - [Python](#python) + - [Guides](#guides) + - [AWS](#aws-2) - [Interactive Diagramming](#interactive-diagramming) + - [AI Integration](#ai-integration) - [Enterprise](#enterprise) - [Innovative](#innovative) - [Web](#web) - [Kubernetes Visualizer](#kubernetes-visualizer) - [Go](#go) +1. [Cloud Governance](#cloud-governance) + - [Enterprise Architecture](#enterprise-architecture) + - [Landing Zones](#landing-zones) 1. [Cloud Infrastructure](#cloud-infrastructure) - [Azure Networking](#azure-networking) - [Global Infrastructure](#global-infrastructure) @@ -51,18 +61,28 @@ 1. [Cloud Platforms](#cloud-platforms) - [AWS Integration](#aws-integration) - [Visualization](#visualization-1) +1. [Container Orchestration](#container-orchestration) + - [Azure Kubernetes Service](#azure-kubernetes-service) + - [Well-Architected Framework](#well-architected-framework) 1. [Infrastructure](#infrastructure) - [Visualizations](#visualizations) - [Cloud Discovery](#cloud-discovery-1) - [GCP Diagramming](#gcp-diagramming) 1. [Infrastructure as Code](#infrastructure-as-code) - - [Architecture](#architecture) + - [Architecture](#architecture-1) - [Diagrams](#diagrams) - [Verification and AI](#verification-and-ai) - [Copilot Verification](#copilot-verification) 1. [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) +## Architecture + +### 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 and Design ### Diagrams-as-Code @@ -136,6 +156,9 @@ #### 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. @@ -151,8 +174,16 @@ - **(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 +#### 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. #### Enterprise - **(2025)** [Lucidchart](https://www.lucidchart.com/pages) [NONE CONTENT] [COMMUNITY-TOOL] β€” An industry-standard collaborative workspace used by enterprise organizations to build visual structures. Integrates with Lucidscale to auto-generate cloud diagrams directly from configuration payloads. @@ -168,6 +199,14 @@ #### Go - **(2021)** [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) ⭐ 339 [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components. +## Cloud 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 ### Azure Networking @@ -185,6 +224,13 @@ #### Visualization (1) - **(2021)** [AWS Account Cloud9 Visualizer](https://github.com/wongcyrus/aws-account-cloud9-visualizer) [PYTHON CONTENT] [COMMUNITY-TOOL] β€” A specialized developer tool tailored for deployment inside AWS Cloud9 instances. Allows engineers to quickly visualize localized cloud development patterns and inspect running sandboxes directly from the IDE. +## Container Orchestration + +### 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. ## Infrastructure ### Visualizations @@ -197,7 +243,7 @@ - **(2021)** [cloud.google.com: Introducing a Google Cloud architecture diagramming tool](https://cloud.google.com/blog) [COMMUNITY-TOOL] β€” Introduces Google Cloud's web-based console architecture designer. Explains how engineering departments construct, validate, and export precise GCP topology maps using standardized reference modules. ## Infrastructure as Code -### Architecture +### Architecture (1) #### Diagrams @@ -217,5 +263,5 @@ - [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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) diff --git a/v2-docs/cloud-asset-inventory.md b/v2-docs/cloud-asset-inventory.md index 93be9778..6dc853e5 100644 --- a/v2-docs/cloud-asset-inventory.md +++ b/v2-docs/cloud-asset-inventory.md @@ -11,6 +11,11 @@ 1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration) - [Asset Management and Governance](#asset-management-and-governance) - [Cloud Analytics](#cloud-analytics) + - [Public Cloud Administration](#public-cloud-administration) + - [AWS Fundamentals](#aws-fundamentals) + - [Azure Architecture](#azure-architecture) + - [Serverless Architecture](#serverless-architecture) + - [Case Studies](#case-studies) - [Storage and Databases](#storage-and-databases) - [Distributed Block Storage](#distributed-block-storage) 1. [Infrastructure as Code](#infrastructure-as-code) @@ -24,7 +29,23 @@ #### Cloud Analytics - **(2026)** [cloudquery.io: Cloud Query: The open-source cloud asset inventory powered by SQL](https://www.cloudquery.io) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” An open-source high-performance security and asset discovery tool that parses cloud configuration APIs into standard SQL databases. Enables infrastructure teams to perform complex auditing, compliance mapping, and security reporting. + - **(2026)** [steampipe](https://steampipe.io) [GO CONTENT] [COMMUNITY-TOOL] β€” An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts. - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management) [SQL CONTENT] [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step implementation guide detailing how to ingest cloud infrastructure state via CloudQuery and visualize data patterns within Grafana. Outlines pipeline construction, scheduling, and database optimization. + - **(2022)** [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Enterprise guide mapping performance configurations designed to query massive multi-account, multi-region AWS environments. Analyzes API latency limitations, concurrency protocols, and security audits utilizing SQL query abstractions. +### 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. +#### 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. +### 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 @@ -39,5 +60,5 @@ - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/cloudflare.md b/v2-docs/cloudflare.md index fcd03117..1606bb9d 100644 --- a/v2-docs/cloudflare.md +++ b/v2-docs/cloudflare.md @@ -60,5 +60,5 @@ - **(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:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md) +πŸ’‘ **Explore Related:** [Web Servers](./web-servers.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md) diff --git a/v2-docs/container-managers.md b/v2-docs/container-managers.md index 70cd003b..823e2699 100644 --- a/v2-docs/container-managers.md +++ b/v2-docs/container-managers.md @@ -17,6 +17,8 @@ 1. [Container Infrastructure](#container-infrastructure) - [Advanced Runtimes](#advanced-runtimes) - [VM-in-Container](#vm-in-container) + - [CI-CD Pipelines](#ci-cd-pipelines) + - [Pipeline Security](#pipeline-security) - [Container Engines](#container-engines) - [Comparative Analysis](#comparative-analysis) - [Docker Migration](#docker-migration) @@ -130,6 +132,11 @@ #### 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 @@ -281,6 +288,7 @@ - **(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 @@ -315,6 +323,7 @@ #### 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. @@ -379,5 +388,5 @@ - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md) +πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md) diff --git a/v2-docs/crossplane.md b/v2-docs/crossplane.md index 79b99fe3..3a09abb9 100644 --- a/v2-docs/crossplane.md +++ b/v2-docs/crossplane.md @@ -87,5 +87,5 @@ - **(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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md) diff --git a/v2-docs/crunchydata.md b/v2-docs/crunchydata.md index 9995a96a..b7e60e1e 100644 --- a/v2-docs/crunchydata.md +++ b/v2-docs/crunchydata.md @@ -65,6 +65,7 @@ - [Data Ingestion](#data-ingestion) - [Data Replication](#data-replication) - [Database Administration](#database-administration-1) + - [Developer Tutorials](#developer-tutorials) - [Enterprise Solutions](#enterprise-solutions) - [High Availability](#high-availability-3) - [Open Source Repositories](#open-source-repositories) @@ -248,6 +249,10 @@ #### 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. @@ -278,6 +283,7 @@ #### 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. @@ -290,5 +296,5 @@ - **(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:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md) +πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Newsql](./newsql.md) | [NoSQL](./nosql.md) diff --git a/v2-docs/customer.md b/v2-docs/customer.md index 7d973375..795373ad 100644 --- a/v2-docs/customer.md +++ b/v2-docs/customer.md @@ -13,6 +13,8 @@ - [High-Performance Computing](#high-performance-computing) - [DevOps and Automation](#devops-and-automation) - [Continuous Integration](#continuous-integration) + - [Enterprise Solutions](#enterprise-solutions) + - [AI and Infrastructure](#ai-and-infrastructure) - [Healthcare Tech](#healthcare-tech) - [Medical Imaging Platforms](#medical-imaging-platforms) 1. [Data Management](#data-management) @@ -41,6 +43,8 @@ 1. [System Architecture](#system-architecture) - [Automotive Systems](#automotive-systems) - [Software-Defined Vehicles](#software-defined-vehicles) + - [Data Management](#data-management-1) + - [Enterprise Migration](#enterprise-migration) - [Industrial Engineering](#industrial-engineering) - [Hardware Integration](#hardware-integration) - [Quality Management](#quality-management) @@ -62,6 +66,11 @@ #### 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] [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] [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 @@ -144,6 +153,11 @@ #### 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 @@ -167,5 +181,5 @@ - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/databases.md b/v2-docs/databases.md index 42b18653..1964168b 100644 --- a/v2-docs/databases.md +++ b/v2-docs/databases.md @@ -17,8 +17,6 @@ - [Azure Cloud](#azure-cloud) - [Google Cloud](#google-cloud) 1. [Cloud Infrastructure](#cloud-infrastructure) - - [FinOps](#finops) - - [Cost Optimization](#cost-optimization) - [Market Trends](#market-trends) - [Cloud Databases](#cloud-databases) 1. [Cloud Native](#cloud-native) @@ -71,9 +69,6 @@ - [Concepts](#concepts) - [History](#history) - [Operational Guide](#operational-guide) -1. [Database](#database) - - [PostgreSQL](#postgresql-1) - - [Database Administration](#database-administration) 1. [Database and Storage Management](#database-and-storage-management) - [Data Administration](#data-administration) - [UI Tools](#ui-tools) @@ -145,14 +140,12 @@ 1. [Observability](#observability-1) - [Distributed Storage](#distributed-storage) - [VictoriaMetrics](#victoriametrics) - - [PostgreSQL](#postgresql-2) - - [Database Monitoring](#database-monitoring-1) -1. [PostgreSQL](#postgresql-3) +1. [PostgreSQL](#postgresql-1) - [Alternative Paradigms](#alternative-paradigms) - [Application Architecture](#application-architecture) - [Application Performance](#application-performance) - [Backups](#backups) - - [Database Administration](#database-administration-1) + - [Database Administration](#database-administration) - [Database Architecture](#database-architecture-1) - [Database Backups](#database-backups) - [Extensions](#extensions) @@ -211,9 +204,6 @@ - [Database DevOps](#database-devops) - [Database Operators](#database-operators) - [Crunchy PostgreSQL](#crunchy-postgresql) -1. [System Architecture](#system-architecture) - - [Data Management](#data-management) - - [Enterprise Migration](#enterprise-migration) 1. [Time-Series](#time-series) - [Architecture](#architecture-1) - [VictoriaMetrics](#victoriametrics-1) @@ -274,11 +264,6 @@ - **(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 @@ -412,13 +397,6 @@ #### 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 @@ -534,6 +512,7 @@ #### 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. @@ -607,12 +586,7 @@ #### VictoriaMetrics - **(2024)** [VictoriaMetrics](https://victoriametrics.com) [GO CONTENT] [COMMUNITY-TOOL] β€” Official site of VictoriaMetrics, an extremely fast and cost-effective TSDB solution. Widely used as a drop-in replacement for Prometheus storage owing to high compression ratios and out-of-the-box cluster scalability. -### PostgreSQL (2) - -#### Database Monitoring (1) - - - **(2020)** [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes) [YAML CONTENT] [COMMUNITY-TOOL] β€” Hands-on implementation guide for deploying a scalable monitoring architecture for PostgreSQL. Instructs on integrating postgres_exporter configurations, configuring Prometheus scrape pools, and importing Grafana analytics interfaces. -## PostgreSQL (3) +## PostgreSQL (1) ### Alternative Paradigms @@ -626,7 +600,7 @@ ### 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 (1) +### Database Administration - **(2021)** [percona.com: Should I Create an Index on Foreign Keys in PostgreSQL?](https://www.percona.com/blog/should-i-create-an-index-on-foreign-keys-in-postgresql) [SQL CONTENT] [COMMUNITY-TOOL] β€” Analyzes the performance impact of indexing foreign keys in PostgreSQL. Evaluates join performance, query plans, and lock contention during parent table updates to optimize schema write throughput. ### Database Architecture (1) @@ -793,13 +767,6 @@ #### 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) @@ -810,5 +777,5 @@ - **(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:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Crunchydata](./crunchydata.md) +πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Newsql](./newsql.md) | [NoSQL](./nosql.md) diff --git a/v2-docs/demos.md b/v2-docs/demos.md index b5b96f3f..eb01bd47 100644 --- a/v2-docs/demos.md +++ b/v2-docs/demos.md @@ -52,6 +52,7 @@ - [Cloud-Native Java](#cloud-native-java) - [Advanced Microservices](#advanced-microservices) - [Spring Boot Microservices](#spring-boot-microservices) + - [Tanzu Framework](#tanzu-framework) - [Containerization](#containerization-1) - [Java Spring Boot](#java-spring-boot) - [Developer Tools](#developer-tools) @@ -159,6 +160,9 @@ - [Curriculum](#curriculum) - [Cloud Engineering](#cloud-engineering) 1. [Cloud Native](#cloud-native) + - [Continuous Integration](#continuous-integration) + - [CI-CD Pipelines](#ci-cd-pipelines) + - [Red Hat OpenShift](#red-hat-openshift) - [Security](#security) - [Policy Enforcement](#policy-enforcement) 1. [Cloud Native Architecture](#cloud-native-architecture) @@ -173,7 +177,7 @@ - [Observability and Testing](#observability-and-testing) - [Pod Mocking](#pod-mocking) 1. [Cloud Native Platforms](#cloud-native-platforms) - - [Red Hat OpenShift](#red-hat-openshift) + - [Red Hat OpenShift](#red-hat-openshift-1) - [Automation Grading](#automation-grading) - [Academic Homework](#academic-homework) - [Jenkins Pipelines](#jenkins-pipelines) @@ -223,6 +227,9 @@ - [Kubernetes Playgrounds](#kubernetes-playgrounds) - [Kubernetes Workshops](#kubernetes-workshops) 1. [Cloud-Native Java](#cloud-native-java-1) + - [Build Tools](#build-tools) + - [Eclipse JKube](#eclipse-jkube) + - [Developer Workflow](#developer-workflow) - [Runtimes](#runtimes) - [JBoss EAP](#jboss-eap) - [MicroProfile](#microprofile) @@ -255,6 +262,8 @@ 1. [Database and Storage](#database-and-storage) - [Stateful Workloads](#stateful-workloads) - [PostgreSQL](#postgresql) + - [Storage Infrastructure](#storage-infrastructure) + - [Persistent Volumes](#persistent-volumes) 1. [DevOps](#devops) - [CICD](#cicd-1) - [GitHub Actions](#github-actions-2) @@ -275,6 +284,7 @@ - [Infrastructure Provisioning](#infrastructure-provisioning) - [Crossplane Spinnaker Integration](#crossplane-spinnaker-integration) - [Spinnaker Setup](#spinnaker-setup) + - [Git Integration](#git-integration) - [Kubernetes Deployment Models](#kubernetes-deployment-models) - [Kubernetes Native Deployment](#kubernetes-native-deployment) - [Orchestration Concepts](#orchestration-concepts) @@ -296,6 +306,7 @@ - [Pipeline Execution Engine](#pipeline-execution-engine) - [Groovy CPS](#groovy-cps) - [Continuation Passing Style](#continuation-passing-style) + - [JobDSL API Reference](#jobdsl-api-reference) 1. [DevOps and CICD](#devops-and-cicd) - [AWS EKS](#aws-eks-2) - [CodePipeline](#codepipeline) @@ -419,6 +430,7 @@ - [Cost Optimization and Metering](#cost-optimization-and-metering) - [Metering Operator](#metering-operator) - [Enterprise Cluster Management](#enterprise-cluster-management) + - [Ansible and ACM](#ansible-and-acm) - [OKD Community Platform](#okd-community-platform) - [Red Hat ACM](#red-hat-acm) - [Ingress and Routing](#ingress-and-routing) @@ -454,6 +466,8 @@ - [Kubernetes Provider](#kubernetes-provider) - [Learning Platforms](#learning-platforms) 1. [Infrastructure as Code and CI-CD](#infrastructure-as-code-and-ci-cd) + - [CI-CD Pipelines](#ci-cd-pipelines-1) + - [Concourse CI](#concourse-ci) - [Configuration Management](#configuration-management) - [Ansible](#ansible) - [Ansible Galaxy](#ansible-galaxy) @@ -461,7 +475,7 @@ - [Ansible Tower](#ansible-tower) - [Ansible Workshops](#ansible-workshops) - [Developer Platforms](#developer-platforms-2) - - [CI-CD Pipelines](#ci-cd-pipelines) + - [CI-CD Pipelines](#ci-cd-pipelines-2) - [GitOps and Declarative Git](#gitops-and-declarative-git-1) - [Ansible and Helm](#ansible-and-helm) 1. [Java Cloud Native](#java-cloud-native) @@ -519,6 +533,8 @@ - [Azure DevOps](#azure-devops-1) - [Custom Controller Patterns](#custom-controller-patterns) - [Kubernetes Operators](#kubernetes-operators) + - [Developer Experience](#developer-experience-2) + - [Red Hat Ecosystem](#red-hat-ecosystem-1) - [Enterprise Kubernetes](#enterprise-kubernetes) - [OpenShift](#openshift-3) - [GitOps and CI-CD](#gitops-and-ci-cd) @@ -536,6 +552,8 @@ - [Flux Ecosystem](#flux-ecosystem) - [Machine Learning Operations](#machine-learning-operations) - [OpenShift AI](#openshift-ai) + - [Security and Compliance](#security-and-compliance-1) + - [Public Sector](#public-sector) 1. [Provisioning](#provisioning-3) - [Bootstrapping](#bootstrapping) - [Bare Metal](#bare-metal) @@ -573,7 +591,7 @@ - [Go Development](#go-development-1) - [Vulnerabilities](#vulnerabilities) - [Hacking Labs](#hacking-labs) -1. [Security and Compliance](#security-and-compliance-1) +1. [Security and Compliance](#security-and-compliance-2) - [Cloud Security Assessments](#cloud-security-assessments) - [AWS IAM Exploits](#aws-iam-exploits) 1. [Security and Governance](#security-and-governance) @@ -731,6 +749,9 @@ #### 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 @@ -999,6 +1020,13 @@ - **(2026)** [learntocloud.guide](https://learntocloud.guide) [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 @@ -1032,7 +1060,7 @@ - **(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 +### Red Hat OpenShift (1) #### Automation Grading @@ -1163,6 +1191,13 @@ - **(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 @@ -1244,6 +1279,11 @@ #### 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) @@ -1296,6 +1336,9 @@ - **(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. @@ -1353,6 +1396,9 @@ ##### 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. ## DevOps and CICD ### AWS EKS (2) @@ -1441,6 +1487,7 @@ - **(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 @@ -1658,6 +1705,9 @@ - **(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) [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. @@ -1752,6 +1802,11 @@ - **(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 @@ -1771,7 +1826,7 @@ - **(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 +#### CI-CD Pipelines (2) - **(2021)** [shipa.io: A Developer focused CI/CD pipeline for Kubernetes](https://shipa.io/a-developer-focused-ci-cd-pipeline-for-kubernetes) [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Outlines designing application-centric CI/CD pipelines that leverage developer platform layers to remove raw Kubernetes configuration friction. (Live Grounding: Highlights the evolving landscape of platform engineering where developers focus on code deliverables while security/infrastructure is handled declaratively by platforms). ### GitOps and Declarative Git (1) @@ -1790,7 +1845,7 @@ ### General Reference - - [kubernetesbyexample.com](https://kubernetesbyexample.com) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem. + - [kubernetesbyexample.com 🌟](https://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. @@ -2035,6 +2090,11 @@ #### 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) @@ -2086,6 +2146,11 @@ #### OpenShift AI - **(2023)** [==OpenShift AI Examples==](https://github.com/CastawayEGR/openshift-ai-examples) ⭐ 25 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A community collection of machine learning workflows and notebooks deployed on Red Hat OpenShift AI. Details deployment pipelines for distributed training, model serving, and GPU resource slicing. +### Security and Compliance (1) + +#### Public Sector + + - **(2026)** [**redhatgov.io**](https://redhatgov.io) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Specialized platform engineering portal with focused guides on locking down OpenShift infrastructure to meet strict military, intelligence, and federal government security benchmarks (DISA STIG, FIPS, NIST). A mandatory reference for architects building air-gapped, zero-trust container setups. ## Provisioning (3) ### Bootstrapping @@ -2180,7 +2245,7 @@ #### 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 (1) +## Security and Compliance (2) ### Cloud Security Assessments @@ -2276,5 +2341,5 @@ - **(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. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Kubernetes](./kubernetes.md) | [Cheatsheets](./cheatsheets.md) +πŸ’‘ **Explore Related:** [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md) diff --git a/v2-docs/devel-sites.md b/v2-docs/devel-sites.md index 79f6cb8c..67114cf9 100644 --- a/v2-docs/devel-sites.md +++ b/v2-docs/devel-sites.md @@ -31,9 +31,6 @@ 1. [DevOps Automation and Modern Systems Engineering](#devops-automation-and-modern-systems-engineering) - [Software Engineering Principles](#software-engineering-principles) - [Developer Cognitive Load](#developer-cognitive-load) -1. [Developer Productivity](#developer-productivity) - - [Integrated Development Environments](#integrated-development-environments) - - [Rust](#rust) 1. [Developer Tooling](#developer-tooling) - [CLI Frameworks](#cli-frameworks) - [Oclif](#oclif) @@ -56,7 +53,7 @@ - [Dhall](#dhall) - [Design Patterns](#design-patterns) - [Refactoring](#refactoring) - - [Developer Productivity](#developer-productivity-1) + - [Developer Productivity](#developer-productivity) - [Learning Paths](#learning-paths-1) - [Resources](#resources) - [Education](#education) @@ -143,13 +140,6 @@ #### Developer Cognitive Load - **(2022)** [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Addresses the rising developer cognitive load induced by the sprawl of cloud-native configurations, tooling, and infrastructure details. Argues for developer-centric abstractions and internal developer platforms (IDPs) to insulate application developers from cloud complexity and boost velocity. -## Developer Productivity - -### Integrated Development Environments - -#### Rust - - - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Comparative review evaluating IntelliJ Rust versus VSCode + rust-analyzer. Analyzes memory footprint, compilation speed feedback loops, macro expansion accuracy, and integrated debugger performance. ## Developer Tooling ### CLI Frameworks @@ -203,7 +193,7 @@ #### Refactoring - **(2026)** [refactoring.guru: Design Patterns](https://refactoring.guru/design-patterns) [MULTI-LANGUAGE CONTENT] [COMMUNITY-TOOL] β€” An exceptional digital guide outlining classical Creational, Structural, and Behavioral software design patterns. Provides clean, production-ready code examples in Go, Python, Java, and TypeScript alongside practical refactoring advice. -### Developer Productivity (1) +### Developer Productivity #### Learning Paths (1) @@ -252,5 +242,5 @@ - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/devops-tools.md b/v2-docs/devops-tools.md index c6710f67..ae86c43e 100644 --- a/v2-docs/devops-tools.md +++ b/v2-docs/devops-tools.md @@ -8,12 +8,6 @@ ## Table of Contents -1. [AI and Platform Engineering](#ai-and-platform-engineering) - - [AI Assistants](#ai-assistants) - - [Developer Productivity](#developer-productivity) -1. [AI Engineering](#ai-engineering) - - [Agentic Frameworks](#agentic-frameworks) - - [Developer Experience](#developer-experience) 1. [CICD Pipelines](#cicd-pipelines) - [AI and Automation](#ai-and-automation) - [Model Context Protocol](#model-context-protocol) @@ -28,10 +22,7 @@ - [UI Tools](#ui-tools) 1. [Deployment and Delivery](#deployment-and-delivery) - [CICD and Delivery](#cicd-and-delivery) - - [Developer Productivity](#developer-productivity-1) - - [Enterprise Tooling](#enterprise-tooling) - - [Platform Engineering](#platform-engineering) - - [Kubernetes Management](#kubernetes-management) + - [Developer Productivity](#developer-productivity) 1. [DevOps and Platform Engineering](#devops-and-platform-engineering) - [Architecture and Orchestration](#architecture-and-orchestration) - [Foundational Primer](#foundational-primer) @@ -57,33 +48,20 @@ - [Development Environments](#development-environments) - [Virtual Machines](#virtual-machines) 1. [Kubernetes and Container Orchestration](#kubernetes-and-container-orchestration) - - [Platform Engineering](#platform-engineering-1) + - [Platform Engineering](#platform-engineering) - [AppOps and GitOps](#appops-and-gitops) 1. [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) 1. [Local Developer Environment](#local-developer-environment) - [Container Runtime Setup](#container-runtime-setup) - [Docker Compose](#docker-compose) - - [Version Management](#version-management) - - [Multi-Language Runtimes](#multi-language-runtimes) 1. [Observability](#observability) - [UI Clients](#ui-clients) - [Multi-Cluster](#multi-cluster) +1. [Orchestration and Packaging](#orchestration-and-packaging) + - [Cloud-Native Delivery](#cloud-native-delivery) + - [Keptn](#keptn) -## 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 @@ -116,17 +94,9 @@ ### CICD and Delivery -#### Developer Productivity (1) +#### Developer Productivity - **(2025)** [**action-tmate: Debug GitHub Actions via SSH**](https://github.com/mxschmitt/action-tmate) ⭐ 3550 [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs. -#### Enterprise Tooling - - - **(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 @@ -202,7 +172,7 @@ - **(2023)** [devopscube.com: Vagrant Tutorial For Beginners: Getting Started Guide 🌟](https://devopscube.com/vagrant-tutorial-beginners) [N/A CONTENT] [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 (1) +### Platform Engineering #### AppOps and GitOps @@ -235,11 +205,6 @@ #### Docker Compose - **(2025)** [**DockSTARTer**](https://github.com/GhostWriters/DockSTARTer) ⭐ 2560 [SHELL CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies. -### Version Management - -#### Multi-Language Runtimes - - - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment drift across development machines and CI runners via a robust plugin-driven architecture. ## Observability ### UI Clients @@ -247,7 +212,14 @@ #### 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. +## 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. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/devops.md b/v2-docs/devops.md index 21f114fa..3067ca3c 100644 --- a/v2-docs/devops.md +++ b/v2-docs/devops.md @@ -8,6 +8,9 @@ ## Table of Contents +1. [AI and Agents](#ai-and-agents) + - [Environments](#environments) + - [Cloud Agents](#cloud-agents) 1. [Architectural Foundations](#architectural-foundations) - [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) @@ -41,12 +44,14 @@ - [Serverless Systems](#serverless-systems) - [DevOps Pipelines](#devops-pipelines) 1. [Cloud Infrastructure](#cloud-infrastructure) + - [AWS Ecosystem](#aws-ecosystem) + - [Cloud Services](#cloud-services) - [Automation](#automation-1) - [Developer Workflows](#developer-workflows) - [Glossary](#glossary) - [SysAdmin Practices](#sysadmin-practices) - - [Enterprise Containers](#enterprise-containers) - - [Strategy](#strategy) + - [Azure Ecosystem](#azure-ecosystem) + - [Platform Services](#platform-services) - [Network Infrastructure](#network-infrastructure) - [NetDevOps](#netdevops) - [Serverless](#serverless) @@ -67,6 +72,7 @@ - [CICD Pipeline Design](#cicd-pipeline-design) - [Database Delivery](#database-delivery) - [Release Strategies](#release-strategies) + - [Security Policy](#security-policy) 1. [Culture](#culture-1) - [Career Development](#career-development) - [Career Transition](#career-transition) @@ -81,6 +87,9 @@ - [Data Operations](#data-operations) - [Data Integration](#data-integration) - [Data-as-Code](#data-as-code) +1. [Deployment and Delivery](#deployment-and-delivery) + - [CICD and Delivery](#cicd-and-delivery) + - [Self-Hosted Runners](#self-hosted-runners) 1. [DevOps and CICD](#devops-and-cicd) - [Infrastructure as Code](#infrastructure-as-code) - [Orchestration Platforms](#orchestration-platforms) @@ -226,6 +235,7 @@ - [Podcasts](#podcasts) 1. [Education](#education) - [Syllabus](#syllabus) + - [Training Courses](#training-courses) 1. [Enterprise Agile](#enterprise-agile) - [SAFe Framework](#safe-framework) 1. [Enterprise Systems](#enterprise-systems) @@ -259,12 +269,16 @@ - [Security](#security-2) - [Infrastructure as Code](#infrastructure-as-code-3) 1. [Infrastructure as Code](#infrastructure-as-code-4) - - [CICD and Delivery](#cicd-and-delivery) - - [Self-Hosted Runners](#self-hosted-runners) + - [CICD and Delivery](#cicd-and-delivery-1) + - [Self-Hosted Runners](#self-hosted-runners-1) - [IaC Fundamentals](#iac-fundamentals) - [Overview](#overview-2) - [Terraform](#terraform) - [Entra ID Integration](#entra-id-integration) +1. [Kubernetes](#kubernetes-1) + - [Troubleshooting](#troubleshooting) + - [Guides](#guides) + - [Playbooks](#playbooks) 1. [Management](#management) - [Observability](#observability) - [Governance](#governance) @@ -286,14 +300,14 @@ - [Local Environment Setup](#local-environment-setup) - [Package Management](#package-management) 1. [Orchestration](#orchestration) - - [Kubernetes](#kubernetes-1) + - [Kubernetes](#kubernetes-2) - [Core Concepts](#core-concepts-2) - [Platform Building Challenges](#platform-building-challenges) 1. [Orchestration and Containers](#orchestration-and-containers) - [Containerization](#containerization-2) - [CICD Integration](#cicd-integration) - [Value Realization](#value-realization) - - [Kubernetes](#kubernetes-2) + - [Kubernetes](#kubernetes-3) - [DevOps Integration](#devops-integration) 1. [Platform Engineering](#platform-engineering-3) - [AI Platform](#ai-platform) @@ -303,7 +317,7 @@ - [Architecture](#architecture-2) - [GitOps Repository Design](#gitops-repository-design) - [Business Value](#business-value-1) - - [Strategy](#strategy-1) + - [Strategy](#strategy) - [Community Hub](#community-hub) - [General Resources](#general-resources) - [Declarative Configuration](#declarative-configuration) @@ -323,7 +337,7 @@ - [SRE Patterns](#sre-patterns) - [Enterprise Management](#enterprise-management) - [Kubernetes Fleet](#kubernetes-fleet) - - [Guides](#guides) + - [Guides](#guides-1) - [Foundational](#foundational) - [IDP Architecture](#idp-architecture) - [Control Plane](#control-plane) @@ -335,7 +349,7 @@ - [Articles and Presentations](#articles-and-presentations) - [Industry Trends](#industry-trends-1) - [Articles](#articles-1) - - [Kubernetes](#kubernetes-3) + - [Kubernetes](#kubernetes-4) - [Infrastructure Migration](#infrastructure-migration) - [VMware Alternatives](#vmware-alternatives) - [Internal Developer Platform](#internal-developer-platform) @@ -343,7 +357,7 @@ - [Internal Developer Platforms](#internal-developer-platforms) - [Architecture](#architecture-4) - [Organizational Structure](#organizational-structure) - - [Kubernetes](#kubernetes-4) + - [Kubernetes](#kubernetes-5) - [IDP Implementation](#idp-implementation) - [Local Environment](#local-environment) - [Hands-on](#hands-on) @@ -379,9 +393,16 @@ - [Core Architectures](#core-architectures) - [Version Control](#version-control) - [Git Best Practices](#git-best-practices) -1. [Strategy](#strategy-2) +1. [Strategy](#strategy-1) - [Enterprise Performance](#enterprise-performance) +## AI and Agents + +### Environments + +#### Cloud Agents + + - **(2025)** [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Analysis of building custom sandboxes and isolated development runtimes for LLM-based autonomous cloud agents. Discusses secure API mocking, resource isolation, and state rollbacks. ## Architectural Foundations ### Kubernetes Tools @@ -390,6 +411,7 @@ - [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. + - [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. - [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. @@ -438,7 +460,6 @@ - [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 @@ -510,6 +531,11 @@ - **(2022)** [searchitoperations.techtarget.com: Tips and tools to achieve a serverless DevOps workflow](https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Explores the fundamental paradigm shifts involved in building DevOps pipelines for abstracted serverless runtimes. The author breaks down the unique testing, cold-start optimization, and automated IAM policies required for ephemeral compute. Live architecture designs indicate that employing native CI tools combined with frameworks like AWS SAM or Serverless Framework is key to maintaining deployment reliability at scale. ## Cloud Infrastructure +### AWS Ecosystem + +#### Cloud Services + + - **(2026)** [AWS DevOps 🌟](https://aws.amazon.com/devops) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in. ### Automation (1) #### Developer Workflows @@ -521,11 +547,11 @@ #### 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 +### Azure Ecosystem -#### Strategy +#### Platform Services - - **(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. + - **(2026)** [Azure DevOps 🌟](https://azure.microsoft.com/en-us/products/devops) [N/A CONTENT] [COMMUNITY-TOOL] β€” Microsoft's enterprise-grade platform offering Boards, Pipelines, Repos, Test Plans, and Artifacts. Curator insights highlight its deep integration with corporate AD and Azure cloud services. Live enterprise architecture evaluations show that despite the rising popularity of GitHub Enterprise, Azure DevOps remains highly dominant in massive corporate ecosystems due to its robust work-item tracking and compliance engines. ### Network Infrastructure #### NetDevOps @@ -576,6 +602,9 @@ ### Release Strategies - **(2020)** [cloudacademy.com: Blog / DevOpsDevOps: Why Is It Important to Decouple Deployment From Release?](https://platform.qa.com/login) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Architectural analysis of separating physical code deployment from logical user release. Examines the use of feature flag systems and proxy-level traffic management to perform risk-free production promotions. +### Security Policy + + - **(2020)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines corporate initiatives aimed at embedding security validations and automated pipeline compliance directly within Jenkins-based and unified enterprise orchestration systems. ## Culture (1) ### Career Development @@ -617,6 +646,13 @@ - **(2021)** [thenewstack.io: The Coming Era of Data as Code 🌟](https://thenewstack.io/the-coming-era-of-data-as-code) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Presents the 'Data as Code' philosophy, where datasets are treated with the same version control, testing, and continuous delivery disciplines as application source code. The author argues that data pipelines must have rigorous validation tests before execution. Live enterprise analytics frameworks validate this trend, showing that treating data declaratively is essential for stable, reproducible machine learning and analytical pipelines. - **(2021)** [arrikto.com: What is Data as Code 🌟](https://www.arrikto.com/blog/what-is-data-as-code) [N/A CONTENT] [COMMUNITY-TOOL] β€” Outlines the foundational architectural pillars of Data as Code, focusing on git-like versioning for datasets, isolated staging environments, and immutable data storage snapshots. Curator points map this to reproducible machine learning pipelines. Live operational telemetry shows these patterns are key to preventing data drift and ensuring compliance with regulatory data auditing guidelines. +## Deployment and Delivery + +### CICD and Delivery + +#### 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. ## DevOps and CICD ### Infrastructure as Code @@ -999,6 +1035,9 @@ - **(2022)** [github.com/paragpallavsingh/90DaysOfDevOps: 90DaysOfDevOps Challenge](https://github.com/paragpallavsingh/90DaysOfDevOps) ⭐ 11 [MARKDOWN CONTENT] 🌟 [COMMUNITY-TOOL] β€” A highly practical 90-day learning path targeting foundational DevOps principles. Step-by-step tasks systematically introduce participants to continuous delivery pipelines, basic automation scripting, and system telemetry. - **(2020)** [DevOps for beginners: Where to start learning and focusing](https://enterprisersproject.com/article/2020/6/devops-beginners-where-start) [N/A CONTENT] 🌟 [COMMUNITY-TOOL] β€” Strategic advice for system engineers starting in the field. Argues for focusing deeply on operational telemetry, version management, and continuous delivery pipelines rather than specific cloud vendor tools. +### Training Courses + + - **(2023)** [Techworld with Nana: Learn DevOps topics easily](https://www.techworld-with-nana.com) [N/A CONTENT] [DOCUMENTATION] 🌟 [COMMUNITY-TOOL] β€” A premier technical curriculum focused on infrastructure automation, container mechanics, and deployment pipelines. Successfully bridges the gap between raw system administration and cloud native deployment methodologies. ## Enterprise Agile ### SAFe Framework @@ -1081,9 +1120,9 @@ - **(2023)** [thenewstack.io: How Drift Detection and IaC Help Maintain a Secure Infrastructure](https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infrastructure) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Details how continuous drift monitoring acts as a primary security perimeter control. Validating resource declarations against cloud runtimes prevents bad actors from executing persistence actions via untracked configuration edits. ## Infrastructure as Code (4) -### CICD and Delivery +### CICD and Delivery (1) -#### Self-Hosted Runners +#### Self-Hosted Runners (1) - **(2025)** [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A collection of Cloud Posse Terraform modules designed to automate secure, dynamically autoscaling self-hosted GitHub Actions runners inside AWS networks, optimization execution speed while keeping compute costs minimal. ### IaC Fundamentals @@ -1096,6 +1135,16 @@ #### Entra ID Integration - **(2024)** [Terraform: Get User Principal Name (UPN) of User Running Deployment without Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions) [HCL CONTENT] [COMMUNITY-TOOL] β€” A focused technical workaround detailing how to dynamically capture the current executing User Principal Name (UPN) inside Terraform scripts without relying on wide Microsoft Entra ID read access. +## Kubernetes (1) + +### Troubleshooting + +#### Guides + + - **(2023)** [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd) [COMMUNITY-TOOL] β€” A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times. +#### Playbooks + + - **(2023)** [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions) [COMMUNITY-TOOL] β€” This compilation details ten authentic, highly technical outage scenarios encountered in production Kubernetes clusters, complete with step-by-step diagnostic paths and resolutions. It covers complex issues like DNS resolution failure, certificate expiration, and stateful volume mounting locks. The practical nature of these scenarios makes this an invaluable resource for active operations teams. ## Management ### Observability @@ -1146,7 +1195,7 @@ - **(2023)** [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld) [COMMUNITY-TOOL] [GUIDE] β€” A step-by-step local workstation bootstrapping guide using the Windows Chocolatey package manager. Instructs how to quickly establish consistent local administration tooling, installing docker-cli, terraform, aws-cli, and ecs-cli to prepare for cloud resource management. ## Orchestration -### Kubernetes (1) +### Kubernetes (2) #### Core Concepts (2) @@ -1164,7 +1213,7 @@ #### Value Realization - **(2021)** [thenewstack.io: Maximizing the Value of Containerization for DevOps](https://thenewstack.io/maximizing-the-value-of-containerization-for-devops) [COMMUNITY-TOOL] β€” Explores how containerized virtualization architectures secure strict consistency across development, staging, and production networks. Analyzes image optimization protocols, layer caching mechanisms, secure base images, and container orchestrator deployment strategies. -### Kubernetes (2) +### Kubernetes (3) #### DevOps Integration @@ -1188,7 +1237,7 @@ - **(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 (1) +#### Strategy - **(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 @@ -1239,7 +1288,7 @@ #### Kubernetes Fleet - **(2023)** [frobes.com: How To Empower Modern Kubernetes Management With A Platform Team Model](https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0) [COMMUNITY-TOOL] β€” Delivers executive-level and architectural analysis on scale-out Kubernetes management. Discusses how dedicated platform engineering teams act as force multipliers, streamlining cluster lifecycle automation, centralized governance, and cost optimization across hybrid and multi-cloud environments. -### Guides +### Guides (1) #### Foundational @@ -1272,7 +1321,7 @@ #### Articles (1) - **(2025)** [thenewstack.io/platform-engineering](https://thenewstack.io/platform-engineering) [COMMUNITY-TOOL] β€” A curated repository of technical articles, case studies, and editorial content analyzing the evolution of Platform Engineering from traditional DevOps. Provides critical architectural comparisons, community trends, and technical insights on tool adoption in enterprise environments. -#### Kubernetes (3) +#### Kubernetes (4) - **(2023)** [siliconangle.com: The rise of platform engineering in the Kubernetes era](https://siliconangle.com/2023/04/20/rise-platform-engineering-kubernetes-era-kubecon) [COMMUNITY-TOOL] β€” An analysis from KubeCon covering the strategic convergence of cloud-native infrastructure and platform engineering. Details how standardizing on Kubernetes APIs enables organizations to construct extensible control planes that mask infrastructure complexity for developers. ### Infrastructure Migration @@ -1293,7 +1342,7 @@ #### Organizational Structure - **(2020)** [==softwareengineeringdaily.com: The Rise of Platform Engineering 🌟==](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Historically significant piece tracking the evolution from traditional DevOps silos to Platform Engineering. Discusses building Internal Developer Platforms (IDPs) to lower cognitive load for application developers, establishing self-service infrastructure portals, and applying product management principles to internal tooling. -### Kubernetes (4) +### Kubernetes (5) #### IDP Implementation @@ -1381,12 +1430,12 @@ #### 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) +## Strategy (1) ### 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:** [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) | [Test Automation Frameworks](./test-automation-frameworks.md) +πŸ’‘ **Explore Related:** [Developerportals](./developerportals.md) | [SRE](./sre.md) | [Chaos Engineering](./chaos-engineering.md) diff --git a/v2-docs/devsecops.md b/v2-docs/devsecops.md index ea93572a..82ba177e 100644 --- a/v2-docs/devsecops.md +++ b/v2-docs/devsecops.md @@ -8,21 +8,18 @@ ## Table of Contents -1. [Application Development](#application-development) - - [Cloud-Native Java](#cloud-native-java) - - [Tanzu Framework](#tanzu-framework) 1. [Architectural Foundations](#architectural-foundations) - [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) +1. [CICD Pipeline](#cicd-pipeline) + - [Pipeline Automation](#pipeline-automation) + - [JFrog Pipelines](#jfrog-pipelines) 1. [Cloud Architecture](#cloud-architecture) - [Infrastructure Automation](#infrastructure-automation) - [Hybrid Cloud Strategy](#hybrid-cloud-strategy) 1. [Cloud Native Operations](#cloud-native-operations) - [Kubernetes](#kubernetes) - [Advanced Templating](#advanced-templating) -1. [Container Infrastructure](#container-infrastructure) - - [CI-CD Pipelines](#ci-cd-pipelines) - - [Pipeline Security](#pipeline-security) 1. [Containers](#containers) - [Security and Hardening](#security-and-hardening) - [Supply Chain Security](#supply-chain-security) @@ -34,8 +31,6 @@ - [Static Code Analysis SAST](#static-code-analysis-sast) - [Compliance](#compliance) - [Static Analysis](#static-analysis) - - [Continuous Delivery](#continuous-delivery) - - [Security Policy](#security-policy) - [GitOps Secrets](#gitops-secrets) - [Mozilla SOPS](#mozilla-sops) - [Operator Architecture](#operator-architecture) @@ -125,7 +120,6 @@ - [Zero Trust Architectures](#zero-trust-architectures) - [Container Security](#container-security) - [Aqua Security Integration](#aqua-security-integration) - - [DevSecOps](#devsecops) - [Hardening Standards](#hardening-standards) - [Industry Vulnerability Reports](#industry-vulnerability-reports) - [Linux Kernel Sandboxing](#linux-kernel-sandboxing) @@ -137,7 +131,7 @@ - [Hashing Algorithms](#hashing-algorithms) - [PKI Automation](#pki-automation) - [Public Key Infrastructure](#public-key-infrastructure) - - [DevSecOps](#devsecops-1) + - [DevSecOps](#devsecops) - [Business Strategy](#business-strategy) - [Engineering Skills](#engineering-skills) - [Enterprise Infrastructure](#enterprise-infrastructure) @@ -331,7 +325,7 @@ - [Misconfiguration Prevention](#misconfiguration-prevention) - [Container Security](#container-security-2) - [Industry Trends](#industry-trends-1) - - [DevSecOps](#devsecops-2) + - [DevSecOps](#devsecops-1) - [AWS Implementations](#aws-implementations) - [Automated Pipelines](#automated-pipelines) - [Best Practices](#best-practices) @@ -351,13 +345,6 @@ - [Web Security](#web-security) - [Testing Environments](#testing-environments) -## 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 @@ -365,6 +352,7 @@ #### General Reference - [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. + - [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. - [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. @@ -393,7 +381,6 @@ - [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. @@ -465,6 +452,13 @@ - [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 @@ -479,13 +473,6 @@ #### 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 @@ -513,11 +500,6 @@ #### Static Analysis - **(2021)** [securecoding.com: Code Audit: How to Ensure Compliance for an Application](https://www.securecoding.com/blog/code-audit-how-to-ensure-compliance-for-an-application) [N/A CONTENT] [COMMUNITY-TOOL] β€” Focuses on designing structural code auditing protocols to assure continuous regulatory and technical compliance. Outlines SAST/DAST tooling patterns, automated linting integration, and structured reviewer workflows. Designed for engineering managers seeking to build high-maturity compliance loops into software delivery pipelines. -### Continuous Delivery - -#### Security Policy - - - **(2020)** [computing.co.uk: CloudBees gets busy with security, visibility and control as DevOps evolves](https://www.computing.co.uk/news/4020521/cloudbees-busy-security-visibility-control-devops-evolves) [N/A CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Examines corporate initiatives aimed at embedding security validations and automated pipeline compliance directly within Jenkins-based and unified enterprise orchestration systems. ### GitOps Secrets #### Mozilla SOPS @@ -748,9 +730,6 @@ #### Aqua Security Integration - **(2021)** [europeclouds.com: Implementing Aqua Security to Secure Kubernetes](https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes) [NONE CONTENT] [COMMUNITY-TOOL] β€” This reference implementation analyzes Aqua Security's threat protection suite inside Kubernetes platforms. It details automated configuration of image scanning workflows, continuous drift detection mechanisms, and custom-built runtime profiles. Grounded in actual platform defense, this approach addresses immediate container exploitation vectors by establishing clear trust domains. -#### DevSecOps - - - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A deep dive into Kubernetes security practices through a modern DevSecOps lens. Covers critical strategies including RBAC refinement, network policies, pod security standards, container vulnerability scanning, and managing runtime security alerts. #### Hardening Standards - **(2021)** [infracloud.io: The Ten Commandments of Container Security](https://www.infracloud.io/blogs/top-10-things-for-container-security) [COMMUNITY-TOOL] β€” Compiles ten key principles of container hardening. Focuses on restricting privileged users, defining hard CPU/memory resource limits, enforcing read-only root filesystems, applying seccomp filters, and eliminating administrative packages from final container builds. @@ -787,7 +766,7 @@ #### Public Key Infrastructure - **(2021)** [arsouyes.org: PKCS, pem, der, key, crt,...](https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt) [FRENCH CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” A deep-dive structural reference of Public Key Infrastructure (PKI) formats, including PEM, DER, PKCS#12, CRT, and KEY. Explains standard formatting variations, binary-versus-base64 representations, and practical OpenSSL command syntaxes for conversion operations in production environments. -### DevSecOps (1) +### DevSecOps #### Business Strategy @@ -1363,7 +1342,7 @@ #### Industry Trends (1) - **(2021)** [devclass.com: Docker: It’s not dead yet, but there’s a tendency to walk away, security report finds](https://www.devclass.com/containers/2021/01/13/docker-its-not-dead-yet-but-theres-a-tendency-to-walk-away-security-report-finds/1620265) [COMMUNITY-TOOL] β€” Explores shifting enterprise preferences from traditional Docker runtimes to modern, container runtime standards like containerd and CRI-O. Focuses on security reports indicating how Kubernetes runtime deprecations and attack-surface reduction drive this trend. -### DevSecOps (2) +### DevSecOps (1) #### AWS Implementations @@ -1425,5 +1404,5 @@ - **(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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md) +πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md) diff --git a/v2-docs/digital-money.md b/v2-docs/digital-money.md index be7a31e7..2c37b83e 100644 --- a/v2-docs/digital-money.md +++ b/v2-docs/digital-money.md @@ -32,5 +32,5 @@ - **(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:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [HR](./hr.md) diff --git a/v2-docs/digitalocean.md b/v2-docs/digitalocean.md index 19626e9c..332d0eeb 100644 --- a/v2-docs/digitalocean.md +++ b/v2-docs/digitalocean.md @@ -8,6 +8,9 @@ ## Table of Contents +1. [Artificial Intelligence and Machine Learning](#artificial-intelligence-and-machine-learning) + - [LLM Deployment](#llm-deployment) + - [DeepSeek R1](#deepseek-r1) 1. [Cloud Infrastructure](#cloud-infrastructure) - [PaaS](#paas) - [DigitalOcean](#digitalocean) @@ -15,10 +18,21 @@ - [Alternative Clouds](#alternative-clouds) - [Community Portal](#community-portal) - [DigitalOcean](#digitalocean-1) + - [Kubernetes DOKS](#kubernetes-doks) - [Visual Deployment](#visual-deployment) - [PaaS](#paas-1) - [DigitalOcean App Platform](#digitalocean-app-platform) +1. [Web Servers](#web-servers) + - [NGINXConfig](#nginxconfig) + - [Community Tools](#community-tools) +## 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 @@ -37,6 +51,9 @@ #### 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. @@ -46,7 +63,14 @@ - **(2024)** [App Platform](https://docs.digitalocean.com/products/app-platform) [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” App Platform reference document outlining core specs of DigitalOcean's fully managed Platform-as-a-Service (PaaS). Allows automated code deployments directly from Git systems, managing containers, databases, and SSL endpoints. - **(2024)** [App Platform - Digital Ocean PaaS](https://try.digitalocean.com/app-platform) [N/A CONTENT] [COMMUNITY-TOOL] β€” Highlights onboarding pathways and scalability paradigms inside DigitalOcean's PaaS. Highly optimized for small-to-medium enterprises wanting to run microservice networks without complex VM configurations. +## Web Servers + +### NGINXConfig + +#### Community Tools + + - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] β€” An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers. --- -πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/docker.md b/v2-docs/docker.md index 6b125f50..f1ea00f6 100644 --- a/v2-docs/docker.md +++ b/v2-docs/docker.md @@ -30,9 +30,6 @@ 1. [CICD Pipelines](#cicd-pipelines) - [Build Speed](#build-speed) - [Docker Buildx](#docker-buildx) -1. [Cloud Computing](#cloud-computing) - - [Training](#training) - - [Multi-Cloud Education](#multi-cloud-education) 1. [Cloud Infrastructure](#cloud-infrastructure) - [AWS](#aws) - [ECS Integration](#ecs-integration) @@ -233,9 +230,6 @@ - [Automation](#automation-1) - [Windows Containers](#windows-containers) - [PKI](#pki) -1. [Software Engineering Practices](#software-engineering-practices) - - [Containerized Workflows](#containerized-workflows) - - [Cookbooks](#cookbooks) 1. [Testing](#testing) - [Integration Testing](#integration-testing) - [Infrastructure as Code](#infrastructure-as-code) @@ -369,13 +363,6 @@ #### 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 @@ -921,13 +908,6 @@ #### PKI - **(2026)** [techcommunity.microsoft.com: IIS Central Certificate Store and Windows containers](https://techcommunity.microsoft.com/blog/itopstalkblog/iis-central-certificate-store-and-windows-containers/4181509) [MARKDOWN CONTENT] [LEGACY] β€” This Microsoft Technical Community post details how to configure Windows Containers using IIS to leverage the Central Certificate Store (CCS) for simplified SSL/TLS management. It addresses the architectural hurdles of handling dynamic certificates inside ephemeral containers by mounting central network shares. This guide is highly valuable for enterprise operations targeting legacy Windows Server and .NET Framework containerization workloads. -## Software Engineering Practices - -### Containerized Workflows - -#### Cookbooks - - - **(2021)** [itnext.io: Software development in containers β€” a cookbook 🌟🌟🌟](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535) [COMMUNITY-TOOL] β€” A comprehensive developer cookbook outlining containerized development workflows. Details multi-stage Docker builds, development-time mounts, image layer caching optimization, and secure packaging designs. ## Testing ### Integration Testing @@ -937,5 +917,5 @@ - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md) +πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md) diff --git a/v2-docs/dom.md b/v2-docs/dom.md index d2cd443e..18e1be76 100644 --- a/v2-docs/dom.md +++ b/v2-docs/dom.md @@ -33,5 +33,5 @@ - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Java_Frameworks](./java_frameworks.md) diff --git a/v2-docs/dotnet.md b/v2-docs/dotnet.md index 85d067a2..aac75b4c 100644 --- a/v2-docs/dotnet.md +++ b/v2-docs/dotnet.md @@ -25,6 +25,7 @@ - [General Reference](#general-reference) 1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration) - [Container Orchestration](#container-orchestration) + - [Helm and Packaging](#helm-and-packaging) - [Kubernetes](#kubernetes) 1. [Software Architecture and .NET Development](#software-architecture-and-net-development) - [Application Diagnostics](#application-diagnostics) @@ -89,6 +90,9 @@ ### 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. @@ -136,5 +140,5 @@ - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/edge-computing.md b/v2-docs/edge-computing.md index 99352cf1..75f265cf 100644 --- a/v2-docs/edge-computing.md +++ b/v2-docs/edge-computing.md @@ -62,5 +62,5 @@ - **(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) | [Azure](./azure.md) | [AWS Storage](./aws-storage.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/embedded-servlet-containers.md b/v2-docs/embedded-servlet-containers.md index 38550a22..d78736d0 100644 --- a/v2-docs/embedded-servlet-containers.md +++ b/v2-docs/embedded-servlet-containers.md @@ -36,5 +36,5 @@ - **(2026)** [Undertow](https://undertow.io) [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A highly performant, modular web server designed by Red Hat. Written in Java, it features non-blocking, asynchronous capabilities, functioning as a powerful, lightweight container engine for high-density microservices. --- -πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/faq.md b/v2-docs/faq.md index 4ea4313a..23790b05 100644 --- a/v2-docs/faq.md +++ b/v2-docs/faq.md @@ -21,8 +21,13 @@ - [Talent Acquisition](#talent-acquisition) - [Full Stack Development](#full-stack-development) 1. [Cloud Infrastructure](#cloud-infrastructure) + - [Enterprise Containers](#enterprise-containers) + - [Strategy](#strategy) - [Storage and Databases](#storage-and-databases) - [Storage Strategy](#storage-strategy) +1. [DevOps](#devops) + - [CICD](#cicd) + - [Kubernetes Orchestration](#kubernetes-orchestration) 1. [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) 1. [Microservices Architecture](#microservices-architecture) @@ -40,6 +45,9 @@ - [Strategies](#strategies) - [Containerization](#containerization) - [Case Study](#case-study) +1. [Networking](#networking) + - [Multi-Cluster](#multi-cluster) + - [DNS](#dns) ## Architecture @@ -74,17 +82,29 @@ - **(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 - **(2022)** [thenewstack.io: Choosing Between Container-Native and Container-Ready Storage 🌟](https://thenewstack.io/choosing-between-container-native-and-container-ready-storage) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” A structural comparison between container-native and container-ready storage systems for Kubernetes. It explains how container-native storage operates inside the orchestration engine using CSI (Container Storage Interface), offering dynamic scaling and pod-level isolation, whereas container-ready options rely on enterprise external SAN/NAS storage arrays mapped to Kubernetes nodes. +## DevOps + +### CICD + +#### Kubernetes Orchestration + + - **(2021)** [devopsdigest.com: CI/CD Deployments: How to Expedite Across a Kubernetes Environment With DevOps Orchestration](https://www.devopsdigest.com/cicd-deployments-how-to-expedite-across-a-kubernetes-environment-with-devops-orchestration) [COMMUNITY-TOOL] β€” Accelerating release cycles in Kubernetes environments requires modernizing the CI/CD pipeline with cloud-native orchestration techniques. By automating build, test, and container promotion workflows, teams can minimize deployment errors and configuration drift. The focus is on implementing progressive delivery strategies such as canary and blue-green deployments to de-risk production releases. ## Kubernetes Tools ### General Reference - - [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. + - [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. - [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. @@ -131,7 +151,14 @@ #### Case Study - **(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. +## 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. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/flux.md b/v2-docs/flux.md index 2813da62..9a946c36 100644 --- a/v2-docs/flux.md +++ b/v2-docs/flux.md @@ -112,6 +112,7 @@ - **(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) [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. @@ -124,5 +125,5 @@ - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Argo](./argo.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md) diff --git a/v2-docs/freelancing.md b/v2-docs/freelancing.md index 807a9e4c..c45ee4b0 100644 --- a/v2-docs/freelancing.md +++ b/v2-docs/freelancing.md @@ -177,5 +177,5 @@ - **(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:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md) diff --git a/v2-docs/git.md b/v2-docs/git.md index 3f4e7c6e..6304c75e 100644 --- a/v2-docs/git.md +++ b/v2-docs/git.md @@ -875,7 +875,6 @@ Guides developers on configuring autonomous multi-file refactoring, debugging, a - [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. - [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. - [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. @@ -1426,5 +1425,5 @@ Guides developers on configuring autonomous multi-file refactoring, debugging, a - **(2021)** [css-tricks.com: Git: Switching Unstaged Changes to a New Branch](https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch) [COMMUNITY-TOOL] β€” Analyzes rapid tactics for extracting uncommitted, unstaged alterations into a newly spawned local feature branch. Guides developers on preserving workspace fluidity when starting feature-work inside the wrong branch context without triggering merge hazards. --- -πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/gitops.md b/v2-docs/gitops.md index b43d1ea3..3d9dc927 100644 --- a/v2-docs/gitops.md +++ b/v2-docs/gitops.md @@ -35,13 +35,12 @@ 1. [Cloud Infrastructure](#cloud-infrastructure) - [Infrastructure as Code](#infrastructure-as-code-1) - [Terraform Practices](#terraform-practices) + - [Kubernetes and Operators](#kubernetes-and-operators) + - [Platform Engineering](#platform-engineering) 1. [Cloud Native](#cloud-native) - [Kubernetes](#kubernetes) - [Cluster API](#cluster-api) - [ClusterClass](#clusterclass) -1. [Cloud Native and Kubernetes](#cloud-native-and-kubernetes) - - [GitOps and Continuous Delivery](#gitops-and-continuous-delivery) - - [ArgoCD integration](#argocd-integration) 1. [Cluster Management](#cluster-management) - [GitOps](#gitops-4) - [Anthos](#anthos) @@ -81,6 +80,8 @@ - [Progressive Delivery](#progressive-delivery) - [GitOps Integration](#gitops-integration) 1. [Deployment and Delivery](#deployment-and-delivery) + - [Application Delivery](#application-delivery-1) + - [Waypoint](#waypoint) - [GitOps](#gitops-6) - [Octopilot](#octopilot) - [Training](#training) @@ -157,7 +158,6 @@ - [GitOps](#gitops-8) - [Kubernetes Distributions](#kubernetes-distributions) - [Automated Operations](#automated-operations) - - [Enterprise Distributions](#enterprise-distributions) 1. [Infrastructure as Code](#infrastructure-as-code-4) - [Kubernetes Provisioning](#kubernetes-provisioning) - [GitOps Frameworks](#gitops-frameworks) @@ -171,17 +171,10 @@ - [Overlay Networks](#overlay-networks) - [Ingress and Gateway](#ingress-and-gateway) - [Automation](#automation-4) - - [Service Mesh](#service-mesh) - - [eBPF vs Proxy](#ebpf-vs-proxy) -1. [Orchestration and Packaging](#orchestration-and-packaging) - - [Helm and GitOps](#helm-and-gitops) - - [Helm Overview](#helm-overview) 1. [Platform Architecture](#platform-architecture) - [GitOps](#gitops-10) - [Modern Pipelines](#modern-pipelines) -1. [Platform Engineering](#platform-engineering) - - [GitOps](#gitops-11) - - [Helm Lifecycle Management](#helm-lifecycle-management) +1. [Platform Engineering](#platform-engineering-1) - [GitOps and Deployment](#gitops-and-deployment) - [Flux Ecosystem](#flux-ecosystem) - [Infrastructure as Code](#infrastructure-as-code-5) @@ -192,7 +185,7 @@ - [Multi-Cluster Routing](#multi-cluster-routing) - [Fleet Orchestration](#fleet-orchestration) 1. [Provisioning](#provisioning) - - [GitOps](#gitops-12) + - [GitOps](#gitops-11) - [Legacy Tools](#legacy-tools-1) - [Media](#media) @@ -307,6 +300,11 @@ #### Terraform Practices - **(2026)** [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) ⭐ 2473 [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A definitive guide detailing patterns and antipatterns for structural Terraform designs. Features industry-accepted guidelines on monorepo layout, variable validation, dynamic module injection, and drift remediation within production enterprise clouds. +### Kubernetes and Operators + +#### Platform Engineering + + - **(2026)** [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough) [NONE CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Compares traditional static IaC runtimes against active reconciliation patterns in Kubernetes Operators. Highlights instances where platform engineering teams require continuously running controller loops to prevent configuration drifts. ## Cloud Native ### Kubernetes @@ -316,13 +314,6 @@ ##### 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) @@ -447,6 +438,11 @@ - **(2023)** [opensourceforu.com: Embracing Progressive Delivery In Kubernetes With GitOps](https://www.opensourceforu.com/2023/10/embracing-progressive-delivery-in-kubernetes-with-gitops) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Detailing structural implementations of progressive delivery, such as automated canaries, A/B testing, and blue-green rollouts, working in tandem with GitOps tools (like Flagger or Argo Rollouts) to control application lifecycle safety dynamically. ## Deployment and Delivery +### Application Delivery (1) + +#### Waypoint + + - **(2024)** [waypointproject.io](https://developer.hashicorp.com/waypoint) [GO CONTENT] [COMMUNITY-TOOL] β€” HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. Utilizing a single declarative configuration file, it unifies the build, deployment, and release pipeline stages. ### GitOps (6) #### Octopilot @@ -656,9 +652,6 @@ #### 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 @@ -690,18 +683,6 @@ #### 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) @@ -709,19 +690,13 @@ #### Modern Pipelines - **(2020)** [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](https://www.redhat.com/en/blog/from-code-to-production-with-gitops) [YAML CONTENT] [ADVANCED LEVEL] [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces robust continuous delivery architectures utilizing Tekton for image construction and Argo CD for GitOps-based state syncs. Serves as the primary operational blueprint for enterprise microservice platforms in 2026. -## Platform Engineering +## Platform Engineering (1) -### GitOps (11) - -#### Helm Lifecycle Management - - - **(2022)** [**codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟**](https://octopus.com/devops) [EN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions. ### GitOps and Deployment #### 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 @@ -741,7 +716,7 @@ - **(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. ## Provisioning -### GitOps (12) +### GitOps (11) #### Legacy Tools (1) @@ -752,5 +727,5 @@ - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md) +πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md) diff --git a/v2-docs/golang.md b/v2-docs/golang.md index 1a95dd63..76049ec8 100644 --- a/v2-docs/golang.md +++ b/v2-docs/golang.md @@ -34,6 +34,8 @@ - [Testing Frameworks](#testing-frameworks) - [Kubernetes Observability](#kubernetes-observability) - [Debugging Tools](#debugging-tools) + - [Microservice Runtimes](#microservice-runtimes) + - [Dapr](#dapr) - [Web Frameworks](#web-frameworks) - [Request Binding](#request-binding) 1. [Cloud Native Languages](#cloud-native-languages) @@ -54,6 +56,9 @@ 1. [DevOps Tools](#devops-tools) - [Templating](#templating) - [Go Templates](#go-templates) +1. [Developer Productivity](#developer-productivity) + - [Integrated Development Environments](#integrated-development-environments) + - [Rust](#rust) 1. [Kubernetes Platform](#kubernetes-platform) - [K8s API and Development](#k8s-api-and-development) - [Golang Client](#golang-client) @@ -95,9 +100,6 @@ #### 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. @@ -111,8 +113,11 @@ - [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. + - [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. + - [Koa.js](https://koa) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js 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. + - [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. ## Architecture ### Microservices @@ -173,6 +178,11 @@ #### 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 @@ -246,6 +256,13 @@ #### Go Templates - [Masterminds/sprig: Sprig: Template functions for Go templates](https://github.com/Masterminds/sprig) ⭐ 4721 [ENTERPRISE-STABLE] β€” Curator Insight presents Sprig as a comprehensive library of template functions for Go, heavily utilized in Helm charts. Live Grounding confirms its status as an industry-standard dependency for dynamic Helm manifest generation, though recent development has shifted to maintenance mode. +## Developer Productivity + +### Integrated Development Environments + +#### Rust + + - **(2022)** [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499) [MARKDOWN CONTENT] [COMMUNITY-TOOL] β€” Comparative review evaluating IntelliJ Rust versus VSCode + rust-analyzer. Analyzes memory footprint, compilation speed feedback loops, macro expansion accuracy, and integrated debugger performance. ## Kubernetes Platform ### K8s API and Development @@ -320,6 +337,7 @@ #### Go (2) + - **(2025)** [devhints.io/go: Go cheatsheet](https://devhints.io/go) [GO CONTENT] [COMMUNITY-TOOL] β€” A high-density Go interface dashboard providing rapid syntactical access. Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming. - **(2025)** [github.com: golang-cheat-sheet](https://github.com/a8m/golang-cheat-sheet) ⭐ 8800 [GO CONTENT] [ADVANCED LEVEL] [ENTERPRISE-STABLE] β€” A high-density Go reference database. It details Go core syntaxes, standard library definitions, channels, interface rules, and concurrency patterns to accelerate systems-level software development. ### Web Development @@ -335,5 +353,5 @@ - [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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/grafana.md b/v2-docs/grafana.md index 0a5dc66a..0cd90b56 100644 --- a/v2-docs/grafana.md +++ b/v2-docs/grafana.md @@ -8,10 +8,6 @@ ## Table of Contents -1. [Cloud Architecture](#cloud-architecture) - - [Certification](#certification) - - [AWS](#aws) - - [Solutions Architect Professional](#solutions-architect-professional) 1. [Infrastructure as Code](#infrastructure-as-code) - [Package Archives](#package-archives) - [Visualization](#visualization) @@ -93,15 +89,6 @@ - [User Experience Monitoring](#user-experience-monitoring) - [Frontend Observability](#frontend-observability) -## 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 @@ -331,5 +318,5 @@ - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/helm.md b/v2-docs/helm.md index 702f6e2a..1e298e9e 100644 --- a/v2-docs/helm.md +++ b/v2-docs/helm.md @@ -73,6 +73,9 @@ 1. [Cloud Native Architecture](#cloud-native-architecture) - [Development Methodologies](#development-methodologies) - [Operator Perspectives](#operator-perspectives) +1. [Infrastructure as Code](#infrastructure-as-code) + - [Helm](#helm-2) + - [Prometheus Deployment](#prometheus-deployment) 1. [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) 1. [Multi-Cluster Management](#multi-cluster-management) @@ -88,8 +91,6 @@ - [Prometheus Ecosystem](#prometheus-ecosystem) - [Helm Deployments](#helm-deployments) 1. [Platform Engineering](#platform-engineering) - - [Application Delivery](#application-delivery-1) - - [Catalog UI](#catalog-ui) - [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging) - [Alternative Deployment Engines](#alternative-deployment-engines) - [Auditing and Maintenance](#auditing-and-maintenance) @@ -104,6 +105,7 @@ - [Helm Templates](#helm-templates) - [Helm Visualization and UI](#helm-visualization-and-ui) - [Java Microservices](#java-microservices) + - [Learning Hubs](#learning-hubs) - [Legacy Charts](#legacy-charts) - [Legacy Utilities](#legacy-utilities) - [Lifecycle Hooks](#lifecycle-hooks) @@ -290,6 +292,13 @@ #### 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 Tools ### General Reference @@ -386,11 +395,6 @@ - **(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 (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. ### Kubernetes GitOps and Packaging #### Alternative Deployment Engines @@ -438,6 +442,9 @@ #### 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. @@ -473,5 +480,5 @@ - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/hr.md b/v2-docs/hr.md index d51aa1fc..adc908bb 100644 --- a/v2-docs/hr.md +++ b/v2-docs/hr.md @@ -45,5 +45,5 @@ - **(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:** [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) | [Workfromhome](./workfromhome.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md) diff --git a/v2-docs/ibm_cloud.md b/v2-docs/ibm_cloud.md index d2e4dd8d..58e3aea1 100644 --- a/v2-docs/ibm_cloud.md +++ b/v2-docs/ibm_cloud.md @@ -18,6 +18,9 @@ - [WebSphere](#websphere) - [Docker](#docker) 1. [Enterprise Integration](#enterprise-integration) + - [Cloud-Native Storage](#cloud-native-storage) + - [IBM Spectrum Scale Integration](#ibm-spectrum-scale-integration) + - [IBM Storage Systems](#ibm-storage-systems) - [Enterprise Mainframe](#enterprise-mainframe) - [Bare Metal Installation](#bare-metal-installation) - [Deployment Experience](#deployment-experience) @@ -42,19 +45,19 @@ #### 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. - [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. + - [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. - [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. + - [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. - [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 @@ -74,6 +77,14 @@ - **(2026)** [**DockerHub: websphere-liberty**](https://hub.docker.com/_/websphere-liberty) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise application modernization, delivering low-footprint containers with IBM technical backing. ## Enterprise Integration +### Cloud-Native Storage + +#### IBM Spectrum Scale Integration + + - **(2020)** [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](https://www.redbooks.ibm.com/abstracts/redp5565.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] β€” This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads. +#### IBM Storage Systems + + - **(2022)** [IBM Spectrum](https://www.ibm.com/solutions) [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] β€” IBM Spectrum (now rebranded under IBM Storage) delivers enterprise-grade software-defined storage architectures tailored for highly demanding Kubernetes deployments. The portfolio provides integrated high-performance block, file, and object interfaces designed for secure backup, recovery, and dynamic persistent volume management in complex hybrid-cloud ecosystems. ### Enterprise Mainframe #### Bare Metal Installation @@ -118,5 +129,5 @@ - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) +πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md) diff --git a/v2-docs/interview-questions.md b/v2-docs/interview-questions.md index ab175493..893a9518 100644 --- a/v2-docs/interview-questions.md +++ b/v2-docs/interview-questions.md @@ -260,5 +260,5 @@ - **(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:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md) +πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md) diff --git a/v2-docs/introduction.md b/v2-docs/introduction.md index 0ce72183..97e4dcfe 100644 --- a/v2-docs/introduction.md +++ b/v2-docs/introduction.md @@ -32,8 +32,6 @@ - [Technical Debt](#technical-debt) - [Microservices](#microservices-1) - [Orchestration](#orchestration) - - [Web Applications](#web-applications) - - [Enterprise Patterns](#enterprise-patterns) 1. [Architecture Patterns](#architecture-patterns) - [Microservices](#microservices-2) - [Cloud-Native Infrastructure](#cloud-native-infrastructure) @@ -84,6 +82,7 @@ - [Hybrid and Private Cloud](#hybrid-and-private-cloud) - [High Availability](#high-availability) - [Core Patterns](#core-patterns) + - [Multi-Region Deployments](#multi-region-deployments) - [Market Trends](#market-trends-1) - [Open Source Business Models](#open-source-business-models) - [Migration and Modernization](#migration-and-modernization) @@ -95,6 +94,8 @@ - [Architecture Designs](#architecture-designs) - [Architecture Planning](#architecture-planning) - [Business Drivers](#business-drivers) + - [Storage and Hybrid Systems](#storage-and-hybrid-systems) + - [Topology Comparison](#topology-comparison) 1. [Cloud Infrastructure](#cloud-infrastructure) - [Automation](#automation) - [Concepts](#concepts) @@ -106,9 +107,6 @@ - [Container Patterns](#container-patterns) - [OpenShift](#openshift) - [OpenShift Comparison](#openshift-comparison) -1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration) - - [Public Cloud Administration](#public-cloud-administration) - - [AWS Fundamentals](#aws-fundamentals) 1. [Cloud Native and Kubernetes Core](#cloud-native-and-kubernetes-core) - [Business Value and ROI](#business-value-and-roi) - [Operational Automation](#operational-automation) @@ -433,11 +431,6 @@ graph TD #### 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 (2) @@ -609,6 +602,13 @@ graph TD Explores three fundamental high-availability cloud strategies: active-active vs active-passive configurations, geo-redundant database replication, and zero-downtime DNS-routed failovers. Discusses mathematical SLA models and network traffic planning required to achieve high service uptime. +#### Multi-Region Deployments + +??? note "engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive" + **[Access Resource](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive)** 🌟🌟🌟🌟🌟 | Level: Advanced + + A real-world architectural dissection of how monday.com implemented a highly resilient, multi-regional cloud strategy to improve latency and adhere to strict regional data regulations. Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling. + ### Market Trends (1) #### Open Source Business Models @@ -658,6 +658,15 @@ 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 @@ -689,13 +698,6 @@ 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 @@ -714,6 +716,11 @@ 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 @@ -1080,8 +1087,8 @@ graph TD - [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) [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. + - [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. - [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. @@ -1622,5 +1629,5 @@ 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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md) +πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) diff --git a/v2-docs/istio.md b/v2-docs/istio.md index 9e42e245..aa14502b 100644 --- a/v2-docs/istio.md +++ b/v2-docs/istio.md @@ -18,6 +18,7 @@ - [Data Plane](#data-plane) - [API Gateway](#api-gateway) - [Installation](#installation) + - [Proxy](#proxy) - [Multi-Cluster](#multi-cluster) - [Automation](#automation) - [Service Mesh](#service-mesh-1) @@ -144,6 +145,9 @@ #### 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 @@ -209,6 +213,7 @@ #### 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. @@ -296,6 +301,7 @@ #### 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. @@ -309,6 +315,7 @@ #### Enterprise Platforms - **(2024)** [Red Hat Developer: Istio Service Mesh](https://developers.redhat.com/topics/service-mesh) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Red Hat's developer hub offering deep integration architectures for managing Red Hat OpenShift Service Mesh. Synthesizes Istio, Kiali, and Jaeger into an enterprise-ready networking stack. + - **(2020)** [blog.openshift.com: Red Hat OpenShift Service Mesh is now available: What you should know 🌟](https://www.redhat.com/en/blog/red-hat-openshift-service-mesh-is-now-available-what-you-should-know) [COMMUNITY-TOOL] β€” Announcement detailing the GA availability of Red Hat OpenShift Service Mesh. Explains the integrated packaging of Istio, Envoy, and Jaeger under OpenShift's strict security paradigms. #### Observability (2) - **(2020)** [openshift.com: Monitoring Services like an SRE in OpenShift ServiceMesh Part 2: Collecting Standard Metrics 🌟](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] β€” Step-by-step SRE manual describing standard metrics collection (latency, error rates, throughput) across an enterprise OpenShift Service Mesh. Leveraging Prometheus and Kiali telemetry mappings. @@ -325,5 +332,5 @@ - **(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:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) +πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Caching](./caching.md) diff --git a/v2-docs/java-and-java-performance-optimization.md b/v2-docs/java-and-java-performance-optimization.md index f606a39a..1baa16b0 100644 --- a/v2-docs/java-and-java-performance-optimization.md +++ b/v2-docs/java-and-java-performance-optimization.md @@ -11,6 +11,10 @@ 1. [Architectural Foundations](#architectural-foundations) - [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) +1. [CICD Pipelines](#cicd-pipelines) + - [Jenkins Management](#jenkins-management) + - [Infrastructure Upgrades](#infrastructure-upgrades) + - [JVM Performance Tuning](#jvm-performance-tuning) 1. [Cloud Native Infrastructure](#cloud-native-infrastructure) - [Kubernetes](#kubernetes) - [Containerized JVM Tuning](#containerized-jvm-tuning) @@ -69,10 +73,10 @@ - [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](https://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering www.javacodegeeks.com in the Kubernetes Tools ecosystem. + - [DZone 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: 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. @@ -95,6 +99,16 @@ - [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. - [Hazelcast JET](https://jet-start.sh) [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Hazelcast JET 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) [LEGACY] β€” Comprehensive administration runbook describing JVM upgrade pathways from Java 8 to Java 11. Addresses class-loading modifications, modularization parameters, and deprecated agent arguments. +#### JVM Performance Tuning + + - **(2016)** [jenkins.io - Tuning Jenkins GC For Responsiveness and Stability with Large Instances 🌟](https://www.jenkins.io/blog/2016/11/21/gc-tuning) [ADVANCED LEVEL] [COMMUNITY-TOOL] β€” Critical infrastructure advisory detailing memory allocation and G1GC GC argument tuning for massive Jenkins instances. Provides ready-to-use flag structures to eliminate long-duration Stop-The-World JVM freezes. ## Cloud Native Infrastructure ### Kubernetes @@ -234,5 +248,5 @@ - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/java_app_servers.md b/v2-docs/java_app_servers.md index 43172514..dbd95212 100644 --- a/v2-docs/java_app_servers.md +++ b/v2-docs/java_app_servers.md @@ -11,10 +11,6 @@ 1. [Architectural Foundations](#architectural-foundations) - [Kubernetes Tools](#kubernetes-tools) - [General Reference](#general-reference) -1. [Cloud DevOps](#cloud-devops) - - [CI-CD Pipelines](#ci-cd-pipelines) - - [Build Environments](#build-environments) - - [Runtime Configuration](#runtime-configuration) 1. [Cloud-Native Java](#cloud-native-java) - [Runtimes](#runtimes) - [Payara Micro](#payara-micro) @@ -35,21 +31,12 @@ #### General Reference + - [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. - [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 @@ -85,5 +72,5 @@ - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) +πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md) diff --git a/v2-docs/java_frameworks.md b/v2-docs/java_frameworks.md index e62d7444..a08fd575 100644 --- a/v2-docs/java_frameworks.md +++ b/v2-docs/java_frameworks.md @@ -34,6 +34,7 @@ - [Inner Loop](#inner-loop) - [Kubernetes CLI](#kubernetes-cli) - [Manifest Generation](#manifest-generation) + - [Maven Integration](#maven-integration) - [Orchestration Tooling](#orchestration-tooling) - [Observability](#observability) - [Logging](#logging-1) @@ -105,6 +106,8 @@ - [Documentation](#documentation) - [Javadoc](#javadoc) 1. [Kubernetes and Cloud Native](#kubernetes-and-cloud-native) + - [CICD](#cicd) + - [Dockerization](#dockerization) - [Microservices](#microservices-1) - [Best Practices](#best-practices) - [Observability](#observability-1) @@ -203,11 +206,10 @@ #### 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. + - [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. + - [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. - [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. @@ -216,6 +218,7 @@ - [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. + - [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. - [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. @@ -297,6 +300,9 @@ #### Manifest Generation - **(2025)** [**Dekorate**](https://dekorate.io) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An annotation-based code generation tool that automatically creates Kubernetes manifests (YAML, JSON) during compile time. By decorating Java code directly, developers can emit Deployment, Service, and Ingress templates without leaving their IDEs. While highly convenient for Java-centric shops, it can obscure platform-level complexities that DevOps teams may need to manage externally. +#### Maven Integration + + - **(2025)** [**JKube**](https://eclipse.dev/jkube) [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Eclipse JKube is a collection of plugins and libraries used for building container images and generating Kubernetes manifests out of Java projects. Successor to the popular Fabric8 Maven Plugin, it integrates natively into Maven and Gradle builds. In 2026, it remains a robust enterprise choice for teams seeking to automate image builds and deployments directly from their existing JVM build pipelines. #### Orchestration Tooling - **(2025)** [==Skaffold --generate-manifests==](https://skaffold.dev/docs/pipeline-stages/init) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Detail on Skaffold's `--generate-manifests` capability, which facilitates local build and deployment orchestration on Kubernetes. This tool manages the developer inner loop by tracking local code modifications, triggering rebuilding/tagging of images, and automating deployments. It has become an industry standard for continuous local feedback loops in multi-service local environments. @@ -500,6 +506,11 @@ - **(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
@@ -625,6 +636,7 @@
 #### 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.
@@ -755,5 +767,5 @@
   - **(2022)** [javarevisited.blogspot.com: Spring Boot + Angular Example Tutorial for Java Developers](https://javarevisited.blogspot.com/2022/01/spring-boot-angular-example-tutorial.html) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” A fullstack starter tutorial demonstrating how to integrate a Spring Boot backend API with an Angular single-page frontend application. It covers structuring cross-origin request policies (CORS), handling JSON model parsing, and securing application endpoints.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/javascript.md b/v2-docs/javascript.md
index 69b70fe8..e7ceb5ae 100644
--- a/v2-docs/javascript.md
+++ b/v2-docs/javascript.md
@@ -149,5 +149,5 @@
   - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/jenkins-alternatives.md b/v2-docs/jenkins-alternatives.md
index 6dfadfc7..e8ce6f0a 100644
--- a/v2-docs/jenkins-alternatives.md
+++ b/v2-docs/jenkins-alternatives.md
@@ -14,22 +14,10 @@
 1. [CICD Pipeline](#cicd-pipeline)
   - [OpenShift and JFrog](#openshift-and-jfrog)
     - [DevOps Integrations](#devops-integrations)
-  - [Pipeline Automation](#pipeline-automation)
-    - [JFrog Pipelines](#jfrog-pipelines)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS Ecosystem](#aws-ecosystem)
-    - [Cloud Services](#cloud-services)
-  - [Azure Ecosystem](#azure-ecosystem)
-    - [Platform Services](#platform-services)
 1. [Continuous Delivery](#continuous-delivery)
   - [CI-CD Pipelines](#ci-cd-pipelines)
     - [GitHub Actions](#github-actions)
 1. [Deployment and Delivery](#deployment-and-delivery)
-  - [Application Delivery](#application-delivery)
-    - [Waypoint](#waypoint)
-  - [CICD and Delivery](#cicd-and-delivery)
-    - [Industry Reports](#industry-reports)
-    - [Self-Hosted Runners](#self-hosted-runners)
   - [CICD Engines](#cicd-engines)
     - [Local Execution](#local-execution)
   - [CICD Orchestration](#cicd-orchestration)
@@ -46,14 +34,9 @@
     - [Multi-Cloud Continuous Delivery](#multi-cloud-continuous-delivery)
     - [Spinnaker Architectures](#spinnaker-architectures)
 1. [DevOps](#devops)
-  - [CI-CD Platforms](#ci-cd-platforms)
-    - [Tooling](#tooling)
   - [Container Orchestration](#container-orchestration)
     - [CICD Libraries](#cicd-libraries)
-    - [Self-Hosted Runners](#self-hosted-runners-1)
-  - [Continuous Delivery](#continuous-delivery-1)
-    - [Spinnaker Setup](#spinnaker-setup)
-      - [Git Integration](#git-integration)
+    - [Self-Hosted Runners](#self-hosted-runners)
 1. [DevSecOps](#devsecops)
   - [CICD Pipelines](#cicd-pipelines)
     - [Tekton Pipelines](#tekton-pipelines)
@@ -68,27 +51,23 @@
     - [Enterprise DevOps](#enterprise-devops)
     - [Jenkins Alternatives](#jenkins-alternatives)
     - [Tool Comparison](#tool-comparison-1)
+  - [Enterprise DevOps](#enterprise-devops-1)
+    - [Release Orchestration](#release-orchestration)
 1. [Infrastructure](#infrastructure)
   - [CI-CD](#ci-cd)
     - [Kubernetes-Native CI](#kubernetes-native-ci-1)
 1. [Kubernetes and Container Orchestration](#kubernetes-and-container-orchestration)
   - [Platform Engineering](#platform-engineering)
     - [AppOps and GitOps](#appops-and-gitops)
-1. [Kubernetes Developer Experience](#kubernetes-developer-experience)
-  - [Inner-Loop Automation](#inner-loop-automation)
-    - [Skaffold](#skaffold)
 1. [MLOps](#mlops)
   - [Kubernetes](#kubernetes)
     - [Kubeflow](#kubeflow)
-1. [Orchestration and Packaging](#orchestration-and-packaging)
-  - [Cloud-Native Delivery](#cloud-native-delivery-1)
-    - [Keptn](#keptn)
 1. [Platform Architecture](#platform-architecture)
   - [CICD](#cicd)
     - [Tekton Pipelines](#tekton-pipelines-1)
 1. [Software Delivery](#software-delivery)
   - [Artifact Management](#artifact-management)
-    - [Enterprise DevOps](#enterprise-devops-1)
+    - [Enterprise DevOps](#enterprise-devops-2)
   - [Automated Testing](#automated-testing)
     - [Database Integration](#database-integration)
   - [CI-CD Pipelines](#ci-cd-pipelines-1)
@@ -97,11 +76,11 @@
     - [Declarative Architectures](#declarative-architectures)
     - [Declarative Templates](#declarative-templates)
     - [Pipeline Control](#pipeline-control)
-  - [CI-CD Platforms](#ci-cd-platforms-1)
+  - [CI-CD Platforms](#ci-cd-platforms)
     - [Container-Native CI](#container-native-ci-1)
     - [Dynamic Execution](#dynamic-execution)
     - [Enterprise Continuous Delivery](#enterprise-continuous-delivery)
-    - [Enterprise DevOps](#enterprise-devops-2)
+    - [Enterprise DevOps](#enterprise-devops-3)
     - [Enterprise Suites](#enterprise-suites)
     - [Kubernetes Onboarding](#kubernetes-onboarding)
     - [Legacy Automation](#legacy-automation)
@@ -117,7 +96,7 @@
     - [Runner Utilities](#runner-utilities)
   - [GitOps](#gitops)
     - [ArgoCD Enterprise](#argocd-enterprise)
-  - [Release Orchestration](#release-orchestration)
+  - [Release Orchestration](#release-orchestration-1)
     - [Enterprise Deployment](#enterprise-deployment)
     - [Infrastructure as Code](#infrastructure-as-code-1)
     - [SDKs](#sdks)
@@ -153,23 +132,6 @@
 #### 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) [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
-
-  - **(2026)** [Azure DevOps 🌟](https://azure.microsoft.com/en-us/products/devops) [N/A CONTENT]  [COMMUNITY-TOOL] β€” Microsoft's enterprise-grade platform offering Boards, Pipelines, Repos, Test Plans, and Artifacts. Curator insights highlight its deep integration with corporate AD and Azure cloud services. Live enterprise architecture evaluations show that despite the rising popularity of GitHub Enterprise, Azure DevOps remains highly dominant in massive corporate ecosystems due to its robust work-item tracking and compliance engines.
 ## Continuous Delivery
 
 ### CI-CD Pipelines
@@ -179,19 +141,6 @@
   - **(2026)** [**Awesome GitHub Actions**](https://github.com/sdras/awesome-actions) ⭐ 27907  [MARKDOWN CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier community-backed library for GitHub Actions workflows, custom actions, and orchestrator tools. Streamlines structural pipelines by detailing matrix patterns, self-hosted runner optimizations, and security hardening configurations.
 ## Deployment and Delivery
 
-### Application Delivery
-
-#### 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
@@ -214,6 +163,7 @@
 #### 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.
@@ -240,26 +190,14 @@
   - **(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 (1)
+#### Self-Hosted Runners
 
   - **(2024)** [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners) [DOCKERFILE CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] β€” Holds Red Hat's containerized self-hosted GitHub Actions runner configurations optimized for execution on OpenShift clusters. Offers secure scaling patterns that allow pipelines to process resource-intensive compilation and container builds natively within the cluster fabric.
-### Continuous Delivery (1)
-
-#### 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
@@ -300,6 +238,11 @@
   - **(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
@@ -314,13 +257,6 @@
 #### AppOps and GitOps
 
   - **(2025)** [==Devtron==](https://github.com/devtron-labs/devtron) ⭐ 5513  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
-## Kubernetes Developer Experience
-
-### Inner-Loop Automation
-
-#### Skaffold
-
-  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's Skaffold remains an industry-leading workflow engine that orchestrates code building, artifact pushing, and target deployment steps. It features smart caching, file sync capability, and multi-profile handling configurations.
 ## MLOps
 
 ### Kubernetes
@@ -328,13 +264,6 @@
 #### 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
@@ -346,7 +275,7 @@
 
 ### Artifact Management
 
-#### Enterprise DevOps (1)
+#### Enterprise DevOps (2)
 
   - **(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
@@ -371,7 +300,7 @@
 #### 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 (1)
+### CI-CD Platforms
 
 #### Container-Native CI (1)
 
@@ -382,7 +311,7 @@
 #### 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 (2)
+#### Enterprise DevOps (3)
 
   - **(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.
@@ -434,7 +363,7 @@
 #### 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
+### Release Orchestration (1)
 
 #### Enterprise Deployment
 
@@ -453,5 +382,5 @@
   - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
 
diff --git a/v2-docs/jvm-parameters-matrix-table.md b/v2-docs/jvm-parameters-matrix-table.md
index beeddf6d..95f2b36d 100644
--- a/v2-docs/jvm-parameters-matrix-table.md
+++ b/v2-docs/jvm-parameters-matrix-table.md
@@ -15,5 +15,5 @@
   - [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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/keptn.md b/v2-docs/keptn.md
index cb7eb69f..64fd6b4e 100644
--- a/v2-docs/keptn.md
+++ b/v2-docs/keptn.md
@@ -80,5 +80,5 @@
   - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
 
diff --git a/v2-docs/kubectl-commands.md b/v2-docs/kubectl-commands.md
index 6f860549..c63acc83 100644
--- a/v2-docs/kubectl-commands.md
+++ b/v2-docs/kubectl-commands.md
@@ -14,19 +14,33 @@
 1. [Automation](#automation)
   - [Kubernetes](#kubernetes)
     - [Ansible Modules](#ansible-modules)
+1. [CICD](#cicd)
+  - [Automation](#automation-1)
+    - [Deployment Tools](#deployment-tools)
+    - [Jenkins Integration](#jenkins-integration)
 1. [Cloud Native](#cloud-native)
   - [Kubernetes](#kubernetes-1)
     - [CICD and Builds](#cicd-and-builds)
     - [CLI and Debugging](#cli-and-debugging)
     - [Security](#security)
+1. [Container Orchestration](#container-orchestration)
+  - [Kubernetes](#kubernetes-2)
+    - [Ansible Integration](#ansible-integration)
+1. [Deployment and Orchestration](#deployment-and-orchestration)
+  - [Cluster Provisioning](#cluster-provisioning)
+    - [Remote Access](#remote-access)
+1. [DevSecOps and Registry](#devsecops-and-registry)
+  - [Java Tools](#java-tools)
+    - [Gradle Reference](#gradle-reference)
 1. [Developer Experience](#developer-experience)
   - [Shell](#shell)
     - [Productivity](#productivity)
-1. [Kubernetes](#kubernetes-2)
+1. [Kubernetes](#kubernetes-3)
   - [Developer Experience](#developer-experience-1)
     - [Container Builds](#container-builds)
   - [Operations](#operations)
     - [Kubectl Plugins](#kubectl-plugins)
+    - [Productivity](#productivity-1)
 1. [Kubernetes Platform](#kubernetes-platform)
   - [Cluster Administration](#cluster-administration)
     - [K8s Contexts](#k8s-contexts)
@@ -37,9 +51,21 @@
     - [Shell Environments](#shell-environments)
   - [K8s API and Development](#k8s-api-and-development)
     - [Config Management](#config-management)
+1. [Observability](#observability)
+  - [Debugging](#debugging)
+    - [CLI Operations](#cli-operations)
 1. [Operations and UX](#operations-and-ux)
   - [CLI Plugins](#cli-plugins)
     - [Output Formatting](#output-formatting)
+1. [Orchestration](#orchestration)
+  - [Kubernetes](#kubernetes-4)
+    - [CLI Management](#cli-management)
+1. [Orchestration and Packaging](#orchestration-and-packaging)
+  - [Helm and GitOps](#helm-and-gitops)
+    - [Helm Overview](#helm-overview)
+1. [Storage and Data](#storage-and-data)
+  - [Performance Benchmarking](#performance-benchmarking)
+    - [Etcd Storage Tuning](#etcd-storage-tuning)
 
 ## Architectural Foundations
 
@@ -73,6 +99,16 @@
 #### Ansible Modules
 
   - **(2024)** [Manage Kubernetes (K8s) objects](https://docs.ansible.com/collections.html) [PYTHON CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official documentation detailing Ansible's specialized `kubernetes.core.k8s` module capabilities. It focuses on declaratively orchestrating Kubernetes objects directly from Ansible playbooks, allowing organizations to cleanly bridge traditional VM configuration setups with modern containerized platform configurations.
+## CICD
+
+### Automation (1)
+
+#### Deployment Tools
+
+  - **(2023)** [==Kubernetes Continuous Deploy==](https://plugins.jenkins.io/kubernetes-cd) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A specialized Jenkins plugin designed to coordinate container deployment pipelines, allowing seamless application delivery onto Kubernetes clusters. It handles cluster authentication, manifest interpolation, and rollout verification, although modern enterprise GitOps architectures have largely transitioned target deployments to ArgoCD or Flux.
+#### Jenkins Integration
+
+  - **(2024)** [==Jenkins Kubernetes Plugin==](https://plugins.jenkins.io/kubernetes) [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A foundational plugin that integrates Jenkins with Kubernetes clusters to dynamically provision Jenkins agent pods on-demand. By leveraging Kubernetes namespaces and resources, it ensures isolated build environments, scaling agent capacity up during intensive test stages and scaling down to save compute budget.
 ## Cloud Native
 
 ### Kubernetes (1)
@@ -84,6 +120,7 @@
 
   - **(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.
@@ -92,6 +129,27 @@
 #### Security
 
   - **(2026)** [goteleport.com: kubectl exec vs SSH](https://goteleport.com/blog/ssh-vs-kubectl) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural comparison contrasting standard SSH access with the API-driven 'kubectl exec' command. From a security boundary posture, it highlights why 'kubectl exec' is preferred inside modern clusters as it eliminates secondary authentication pipelines and relies purely on Kubernetes RBAC structures.
+## Container Orchestration
+
+### Kubernetes (2)
+
+#### Ansible Integration
+
+  - **(2025)** [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Reference site for Jeff Geerling's "Ansible for Kubernetes" book. It showcases advanced architectural patterns using Ansible to orchestrate cloud-native Kubernetes systems, write custom operators, and manage application lifecycles inside pods.
+## Deployment and Orchestration
+
+### Cluster Provisioning
+
+#### Remote Access
+
+  - **(2020)** [blog.alexellis.io: Get kubectl access to your private cluster from anywhere](https://blog.alexellis.io/get-private-kubectl-access-anywhere) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores techniques for securely accessing the Kubernetes API control plane of isolated or private networks without exposing standard firewall ports. Explains how reverse-proxy tunnels provide secure endpoints. Live Grounding validates that tunnel mechanisms like inlets, Tailscale, or Cloudflare Tunnels have become common choices for secure edge environments.
+## 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.
 ## Developer Experience
 
 ### Shell
@@ -99,7 +157,7 @@
 #### Productivity
 
   - **(2026)** [==complete-alias==](https://github.com/cykerway/complete-alias) ⭐ 814  [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A shell integration tool designed to resolve completion mechanisms for aliased commands. For platform engineers running complex aliased 'kubectl' pipelines, this tool bridges the gap by enabling native parameter autocomplete for custom aliases, preserving system-level speed.
-## Kubernetes (2)
+## Kubernetes (3)
 
 ### Developer Experience (1)
 
@@ -111,6 +169,9 @@
 #### 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
@@ -154,6 +215,13 @@
 #### Config Management
 
   - **(2023)** [**learnitguide.net: How to Create ConfigMap from Properties File Using K8s' Client**](https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Demonstrates methods to compile Kubernetes ConfigMaps from structured properties files. Bridges common application configurations with native cloud manifest patterns.
+## Observability
+
+### Debugging
+
+#### CLI Operations
+
+  - **(2023)** [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide explaining the inner workings of the 'kubectl exec' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).
 ## Operations and UX
 
 ### CLI Plugins
@@ -161,7 +229,28 @@
 #### Output Formatting
 
   - **(2026)** [hidetatz/kubecolor 🌟](https://github.com/hidetatz/kubecolor) ⭐ 1446  [GO CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Kubecolor is a highly adopted command-line wrapper for kubectl that colorizes terminal outputs. It improves cluster observability by visually distinguishing resource types, labels, statuses, and namespaces during interactive CLI operations.
+## Orchestration
+
+### Kubernetes (4)
+
+#### CLI Management
+
+  - **(2026)** [==kubernetes.io 🌟==](https://kubernetes.io/docs/reference/kubectl/quick-reference) [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log analysis across active nodes.
+## Orchestration and Packaging
+
+### Helm and GitOps
+
+#### Helm Overview
+
+  - **(2026)** [==Helm==](https://nubenetes.com/helm/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines.
+## Storage and Data
+
+### Performance Benchmarking
+
+#### Etcd Storage Tuning
+
+  - **(2021)** [ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](https://www.ibm.com/think/cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-alternatives.md b/v2-docs/kubernetes-alternatives.md
index ed3204d6..dac42d75 100644
--- a/v2-docs/kubernetes-alternatives.md
+++ b/v2-docs/kubernetes-alternatives.md
@@ -24,6 +24,8 @@
 1. [Infrastructure](#infrastructure)
   - [Containerization](#containerization)
     - [Container Management](#container-management)
+  - [Kubernetes Distributions](#kubernetes-distributions)
+    - [Market Landscapes](#market-landscapes)
 1. [Infrastructure as Code](#infrastructure-as-code)
   - [Ansible](#ansible)
     - [Docker Swarm](#docker-swarm)
@@ -66,8 +68,8 @@
 
 #### 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.
+  - [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.
   - [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.
@@ -104,6 +106,11 @@
 #### 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.
+### 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.
 ## Infrastructure as Code
 
 ### Ansible
@@ -210,5 +217,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md) | [Kubectl Commands](./kubectl-commands.md)
 
diff --git a/v2-docs/kubernetes-autoscaling.md b/v2-docs/kubernetes-autoscaling.md
index a82631b9..3389937e 100644
--- a/v2-docs/kubernetes-autoscaling.md
+++ b/v2-docs/kubernetes-autoscaling.md
@@ -17,9 +17,6 @@
 1. [Architecture and Strategy](#architecture-and-strategy)
   - [Scalability Foundations](#scalability-foundations)
     - [System Design](#system-design)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [Kubernetes FinOps](#kubernetes-finops)
-    - [Foundational Concepts](#foundational-concepts)
 1. [Infrastructure and Platform](#infrastructure-and-platform)
   - [Autoscaling](#autoscaling-1)
     - [Cluster Autoscaling](#cluster-autoscaling)
@@ -143,13 +140,6 @@
 #### 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)
@@ -307,5 +297,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-backup-migrations.md b/v2-docs/kubernetes-backup-migrations.md
index 4bd3ca27..6c3e7aa2 100644
--- a/v2-docs/kubernetes-backup-migrations.md
+++ b/v2-docs/kubernetes-backup-migrations.md
@@ -17,10 +17,9 @@
 1. [Cloud-Native Migration](#cloud-native-migration)
   - [Application Modernization](#application-modernization)
     - [Source-to-Image](#source-to-image)
-1. [Hybrid Cloud and Enterprise](#hybrid-cloud-and-enterprise)
-  - [OpenShift](#openshift)
-    - [Data Management](#data-management)
 1. [Infrastructure](#infrastructure)
+  - [Cluster Management](#cluster-management)
+    - [RKE2](#rke2)
   - [Control Plane](#control-plane)
     - [ETCD Administration](#etcd-administration)
   - [Data Protection](#data-protection)
@@ -36,6 +35,7 @@
     - [Best Practices](#best-practices)
     - [Industry Analysis](#industry-analysis-1)
   - [Enterprise Backup](#enterprise-backup)
+    - [Cloud-Native Integration](#cloud-native-integration)
     - [OpenShift Integration](#openshift-integration)
     - [Proprietary Platforms](#proprietary-platforms)
   - [Storage Systems](#storage-systems)
@@ -44,7 +44,7 @@
   - [Workload Mobility](#workload-mobility)
     - [Migration Toolkits](#migration-toolkits)
 1. [Kubernetes](#kubernetes)
-  - [Data Management](#data-management-1)
+  - [Data Management](#data-management)
     - [Backup](#backup)
     - [Checkpointing API](#checkpointing-api)
 
@@ -81,15 +81,13 @@
 #### 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]  [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
@@ -150,6 +148,9 @@
   - **(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.
@@ -202,7 +203,7 @@
   - **(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 (1)
+### Data Management
 
 #### Backup
 
@@ -212,5 +213,5 @@
   - **(2022)** [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) [ADVANCED LEVEL]  [EMERGING] β€” The Kubernetes Checkpointing API introduces the revolutionary ability to freeze and snapshot a running container's state to disk for backup or migration purposes. This technical analysis demonstrates how to leverage this API to capture memory-level states, enabling ultra-fast recovery and deep forensics of active workloads. However, as of 2026, this feature remains highly experimental and runtime-dependent.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-based-devel.md b/v2-docs/kubernetes-based-devel.md
index 451b0c64..61f7980e 100644
--- a/v2-docs/kubernetes-based-devel.md
+++ b/v2-docs/kubernetes-based-devel.md
@@ -10,6 +10,7 @@
 
 1. [API and Integration Testing](#api-and-integration-testing)
   - [Mocking and Virtualization](#mocking-and-virtualization)
+    - [Microcks](#microcks)
     - [Microcks Integration](#microcks-integration)
 1. [Architectural Foundations](#architectural-foundations)
   - [Kubernetes Tools](#kubernetes-tools)
@@ -25,10 +26,14 @@
 1. [Kubernetes Developer Experience](#kubernetes-developer-experience)
   - [Cloud Development Environments](#cloud-development-environments)
     - [Okteto](#okteto)
+  - [Graph-Based Dev and Test](#graph-based-dev-and-test)
+    - [Garden Documentation](#garden-documentation)
   - [Inner-Loop Automation](#inner-loop-automation)
     - [Comparisons](#comparisons)
     - [DevSpace](#devspace)
     - [DevSpace Analysis](#devspace-analysis)
+    - [Guides](#guides)
+    - [Skaffold](#skaffold)
     - [Skaffold Tutorials](#skaffold-tutorials)
     - [Skaffold Use Cases](#skaffold-use-cases)
     - [Tilt](#tilt)
@@ -62,7 +67,7 @@
   - [Single-Node Clusters](#single-node-clusters)
     - [Comparisons](#comparisons-2)
     - [Evaluation](#evaluation-1)
-    - [Guides](#guides)
+    - [Guides](#guides-1)
     - [Minikube](#minikube)
     - [Sandbox Tools](#sandbox-tools)
     - [Tutorials](#tutorials)
@@ -71,9 +76,11 @@
     - [Tooling Evaluation](#tooling-evaluation)
 1. [Platform Engineering](#platform-engineering)
   - [Application Delivery](#application-delivery)
+    - [Catalog UI](#catalog-ui)
     - [Dynamic Forms](#dynamic-forms)
   - [GitOps](#gitops)
     - [Configuration Management](#configuration-management)
+    - [Helm Lifecycle Management](#helm-lifecycle-management)
   - [Multi-Cloud](#multi-cloud)
     - [PaaS Framework](#paas-framework)
   - [UI and Dashboards](#ui-and-dashboards)
@@ -91,11 +98,17 @@
 1. [Security](#security)
   - [Threat Vector](#threat-vector)
     - [UI Exploitation](#ui-exploitation)
+1. [Software Engineering Practices](#software-engineering-practices)
+  - [Containerized Workflows](#containerized-workflows)
+    - [Cookbooks](#cookbooks)
 
 ## API and Integration Testing
 
 ### Mocking and Virtualization
 
+#### Microcks
+
+  - **(2026)** [**microcks.io**](https://microcks.io) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Microcks is a cloud-native platform for mocking and virtualization of APIs (REST, gRPC, GraphQL, AsyncAPI). It speeds up microservices testing by generating mock endpoints and testing compliance directly against enterprise schemas.
 #### Microcks Integration
 
   - **(2022)** [microcks.io: Podman Compose support in Microcks](https://microcks.io/blog/podman-compose-support)  [COMMUNITY-TOOL] β€” Explains how to design local mock environments using Microcks combined with Podman Compose. This is ideal for developers running daemonless environments who require automated contract API validation.
@@ -158,6 +171,11 @@
 #### 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
@@ -169,6 +187,12 @@
 #### 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
+
+  - **(2026)** [**Skaffold 🌟**](https://skaffold.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Google's Skaffold remains an industry-leading workflow engine that orchestrates code building, artifact pushing, and target deployment steps. It features smart caching, file sync capability, and multi-profile handling configurations.
 #### 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.
@@ -255,7 +279,7 @@
 #### 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
+#### Guides (1)
 
   - **(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.
@@ -279,6 +303,9 @@
 
 ### Application Delivery
 
+#### Catalog UI
+
+  - **(2025)** [==kubeapps.dev 🌟==](https://kubeapps.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A web-based control plane for deploying and managing packaged cloud-native applications on Kubernetes. Provides visual tooling to interact with Helm charts, Operators, and Carvel packages with integrated RBAC and multi-cluster deployment scopes.
 #### Dynamic Forms
 
   - **(2025)** [**github.com/cyclops-ui/cyclops**](https://github.com/cyclops-ui/cyclops) ⭐ 3323  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source developer-focused UI that dynamically generates highly intuitive forms from Kubernetes configurations and Helm schemas. Reduces cognitive overhead for non-operations teams, allowing secure and error-free deployments.
@@ -287,6 +314,9 @@
 #### Configuration Management
 
   - **(2025)** [**kubeshop.github.io/monokle**](https://docs.monokle.io) [TYPESCRIPT CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An open-source IDE developed by Kubeshop for managing, refactoring, and verifying Kubernetes manifests. Facilitates dynamic schema-based validation, pre-deployment policy checks, and structural reviews of raw YAML, Helm, and Kustomize files.
+#### 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.
 ### Multi-Cloud
 
 #### PaaS Framework
@@ -344,7 +374,14 @@
 #### UI Exploitation
 
   - **(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.
+## Software Engineering Practices
+
+### Containerized Workflows
+
+#### Cookbooks
+
+  - **(2021)** [itnext.io: Software development in containers β€” a cookbook 🌟🌟🌟](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535)  [COMMUNITY-TOOL] β€” A comprehensive developer cookbook outlining containerized development workflows. Details multi-stage Docker builds, development-time mounts, image layer caching optimization, and secure packaging designs.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-bigdata.md b/v2-docs/kubernetes-bigdata.md
index 3eece66d..3fad59e3 100644
--- a/v2-docs/kubernetes-bigdata.md
+++ b/v2-docs/kubernetes-bigdata.md
@@ -18,6 +18,8 @@
     - [OpenShift](#openshift)
     - [Performance and Tuning](#performance-and-tuning)
     - [Streaming and Scheduling](#streaming-and-scheduling)
+  - [Batch Scheduling](#batch-scheduling)
+    - [Kueue](#kueue)
   - [Cloud Platforms](#cloud-platforms)
     - [Databricks](#databricks)
   - [Data Pipelines](#data-pipelines)
@@ -57,6 +59,11 @@
 #### Streaming and Scheduling
 
   - **(2023)** [**docs.databricks.com: Use scheduler pools for multiple streaming workloads**](https://docs.databricks.com/aws/en/structured-streaming/production) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Deep dives into configuring Spark scheduler pools to enforce Fair Scheduling (FAIR) when running multiple concurrent Structured Streaming queries in a shared production workspace. Prevents heavy resource queries from starving lightweight streaming jobs. Live Grounding verifies that proper allocation of pool weights remains a mandatory configuration practice for robust multi-tenant streaming pipelines.
+### Batch Scheduling
+
+#### Kueue
+
+  - **(2024)** [**Red Hat Build of Kueue**](https://docs.redhat.com/en/documentation/openshift_container_platform/4.21/html/ai_workloads/red-hat-build-of-kueue) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Focuses on Red Hat's enterprise integration of Kueue, a Kubernetes-native job queueing system designed to manage resource quotas, tenant isolation, and fair-share scheduling for high-performance AI/ML and batch workloads. Live Grounding confirms Kueue is crucial in 2026 for orchestrating GPU and CPU cluster resource allocation dynamically across large-scale enterprise clusters.
 ### Cloud Platforms
 
 #### Databricks
@@ -79,5 +86,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-client-libraries.md b/v2-docs/kubernetes-client-libraries.md
index f9857762..ee9133e5 100644
--- a/v2-docs/kubernetes-client-libraries.md
+++ b/v2-docs/kubernetes-client-libraries.md
@@ -33,7 +33,6 @@
 1. [Cloud-Native Java](#cloud-native-java)
   - [Build Tools](#build-tools)
     - [Eclipse JKube](#eclipse-jkube)
-      - [Developer Workflow](#developer-workflow)
       - [Migration](#migration)
       - [Quarkus Integration](#quarkus-integration)
       - [Release Announcement](#release-announcement)
@@ -44,9 +43,6 @@
 1. [Configuration](#configuration)
   - [CDK and DSLs](#cdk-and-dsls)
     - [CDK8s](#cdk8s)
-1. [Developer Experience](#developer-experience)
-  - [Inner Loop](#inner-loop)
-    - [Maven Integration](#maven-integration)
 1. [Kubernetes Development](#kubernetes-development)
   - [Code Generation](#code-generation)
     - [Fabric8 CRD](#fabric8-crd)
@@ -72,6 +68,7 @@
 
 #### General Reference
 
+  - [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: 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.
@@ -80,7 +77,6 @@
   - [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
@@ -134,9 +130,6 @@
 
 #### 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.
@@ -164,13 +157,6 @@
 #### 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
@@ -199,5 +185,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubectl Commands](./kubectl-commands.md)
 
diff --git a/v2-docs/kubernetes-monitoring.md b/v2-docs/kubernetes-monitoring.md
index 546ded40..f66e9ffe 100644
--- a/v2-docs/kubernetes-monitoring.md
+++ b/v2-docs/kubernetes-monitoring.md
@@ -47,9 +47,12 @@
     - [Object State Monitoring](#object-state-monitoring)
   - [Workload Monitoring](#workload-monitoring)
     - [Job and CronJob Execution](#job-and-cronjob-execution)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Helm](#helm)
-    - [Prometheus Deployment](#prometheus-deployment)
+1. [Infrastructure](#infrastructure)
+  - [Hardware](#hardware)
+    - [GPU Virtualization](#gpu-virtualization)
+1. [Kubernetes](#kubernetes-2)
+  - [Resource Management](#resource-management)
+    - [CPU Throttling](#cpu-throttling)
 1. [Log Management and Diagnostics](#log-management-and-diagnostics)
   - [Audit Logging](#audit-logging)
     - [Compliance and Forensics](#compliance-and-forensics)
@@ -70,7 +73,7 @@
     - [eBPF and NetObserv](#ebpf-and-netobserv)
   - [Reliability Engineering](#reliability-engineering)
     - [eBPF-Based Telemetry](#ebpf-based-telemetry-1)
-  - [Resource Management](#resource-management)
+  - [Resource Management](#resource-management-1)
     - [Sizing and Quotas](#sizing-and-quotas)
   - [Telemetry Protocols](#telemetry-protocols-1)
     - [OpenTelemetry Runtime](#opentelemetry-runtime)
@@ -264,13 +267,20 @@
 #### 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 as Code
+## Infrastructure
 
-### Helm
+### Hardware
 
-#### Prometheus Deployment
+#### GPU Virtualization
 
-  - **(2023)** [Setup Prometheus Using Helm Chart on Kubernetes](https://devopscube.com/setup-prometheus-helm-chart) [NONE CONTENT]  [COMMUNITY-TOOL] β€” Technical guide on installing a production-ready Prometheus instance into Kubernetes using Helm. Explains configuring persistent storage claims, setting retention policies, and overriding default ingress objects.
+  - **(2022)** [Sharing a NVIDIA GPU Between Pods in Kubernetes](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” In-depth technical exploration of fractional GPU sharing techniques, including NVIDIA Multi-Instance GPU (MIG) and MPS, within Kubernetes clusters. Resolves major resource allocation bottlenecks to drive cost-effective machine learning workflows.
+## 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) [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.
 ## Log Management and Diagnostics
 
 ### Audit Logging
@@ -324,7 +334,7 @@
 #### 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
+### Resource Management (1)
 
 #### Sizing and Quotas
 
@@ -440,5 +450,5 @@
   - **(2022)** [betterstack.com: 10 Best Kubernetes Monitoring Tools in 2022 🌟](https://betterstack.com/community/comparisons/kubernetes-monitoring-tools) [NONE CONTENT]  [COMMUNITY-TOOL] β€” A comparative market review of ten leading commercial and open-source Kubernetes monitoring suites. Evaluates architecture models, scaling properties, out-of-the-box features, and implementation overheads across modern toolchains like Prometheus, Datadog, Dynatrace, and Better Stack.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-networking.md b/v2-docs/kubernetes-networking.md
index a5257936..ec3980e5 100644
--- a/v2-docs/kubernetes-networking.md
+++ b/v2-docs/kubernetes-networking.md
@@ -14,9 +14,6 @@
 1. [Container Orchestration](#container-orchestration)
   - [Kubernetes Networking](#kubernetes-networking-1)
     - [Kube-Proxy](#kube-proxy)
-1. [Deployment and Orchestration](#deployment-and-orchestration)
-  - [Cluster Provisioning](#cluster-provisioning)
-    - [Remote Access](#remote-access)
 1. [Infrastructure](#infrastructure)
   - [Networking](#networking)
     - [Comprehensive Guide](#comprehensive-guide)
@@ -33,6 +30,7 @@
       - [Network Model](#network-model)
       - [On-Premises](#on-premises)
       - [Overview](#overview)
+      - [Service Discovery](#service-discovery)
       - [Service Topology](#service-topology)
       - [Service Types](#service-types)
     - [Ingress](#ingress)
@@ -82,13 +80,14 @@
     - [Documentation](#documentation)
   - [Core Services](#core-services)
     - [DNS](#dns-1)
+    - [kube-proxy](#kube-proxy)
   - [DNS](#dns-2)
     - [Caching](#caching)
     - [Global Load Balancing](#global-load-balancing)
     - [Guides](#guides)
     - [Ingress](#ingress-1)
     - [Monitoring](#monitoring)
-    - [Service Discovery](#service-discovery)
+    - [Service Discovery](#service-discovery-1)
   - [IPAM](#ipam)
     - [Software-Defined](#software-defined)
   - [Ingress and Gateway](#ingress-and-gateway)
@@ -99,6 +98,7 @@
     - [Gateway API](#gateway-api)
     - [NGINX](#nginx)
     - [Operations](#operations)
+    - [Traefik](#traefik)
   - [Multi-Cluster](#multi-cluster)
     - [Cluster Mesh](#cluster-mesh)
     - [Service Interconnect](#service-interconnect)
@@ -124,6 +124,8 @@
     - [Global Load Balancing](#global-load-balancing-1)
     - [Ingress and Traffic](#ingress-and-traffic)
     - [Performance and Tuning](#performance-and-tuning)
+  - [Load Balancing](#load-balancing-1)
+    - [Performance and Tuning](#performance-and-tuning-1)
 
 ## Architectural Foundations
 
@@ -131,8 +133,8 @@
 
 #### 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.
+  - [Project Calico](https://www.projectcalico.org)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Project Calico 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.
@@ -232,13 +234,6 @@
 #### Kube-Proxy
 
   - **(2025)** [NFTables mode for kube-proxy in Kubernetes](https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Examines the transition of `kube-proxy` from traditional `iptables` and IPVS modes to the modern `nftables` backend in Kubernetes. Highlighting structural efficiency, the article explores how nftables reduces CPU-bound routing overhead and improves packet processing scalability in massive cluster environments.
-## Deployment and Orchestration
-
-### Cluster Provisioning
-
-#### Remote Access
-
-  - **(2020)** [blog.alexellis.io: Get kubectl access to your private cluster from anywhere](https://blog.alexellis.io/get-private-kubectl-access-anywhere) [MARKDOWN CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] β€” Explores techniques for securely accessing the Kubernetes API control plane of isolated or private networks without exposing standard firewall ports. Explains how reverse-proxy tunnels provide secure endpoints. Live Grounding validates that tunnel mechanisms like inlets, Tailscale, or Cloudflare Tunnels have become common choices for secure edge environments.
 ## Infrastructure
 
 ### Networking
@@ -283,6 +278,9 @@
 
   - **(2021)** [matthewpalmer.net: Kubernetes Networking Guide for Beginners](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-networking-guide-beginners.html) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory, developer-focused guidebook breaking down cluster network boundaries and abstract IP allocations. Designed to demystify container routing and service discovery for application programmers.
   - **(2020)** [edureka.co: Kubernetes Networking – A Comprehensive Guide To The Networking Concepts In Kubernetes](https://www.edureka.co/blog/kubernetes-networking) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” A broad, conceptual handbook introducing standard network boundaries in cloud-native deployments. Outlines how namespaces share interfaces within a pod and details the routing hops required for intra-cluster communication.
+##### Service Discovery
+
+  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
 ##### Service Topology
 
   - **(2022)** [==home.robusta.dev: The ultimate guide to Kubernetes Services, LoadBalancers, and Ingress 🌟🌟🌟==](https://home.robusta.dev/blog/kubernetes-service-vs-loadbalancer-vs-ingress) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] [GUIDE] β€” A visual, high-impact guide illuminating structural boundaries and usage paradigms across ClusterIP, NodePort, LoadBalancer, and Ingress. Translates complex routing definitions into clear deployment rules of thumb to help architects select the optimal entry channel based on target budgets and security policies.
@@ -391,6 +389,7 @@
   - **(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
@@ -424,10 +423,15 @@
 #### 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
 
@@ -441,7 +445,7 @@
 #### 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
+#### Service Discovery (1)
 
   - **(2021)** [thenewstack.io: Supercharge CoreDNS with Cluster Addons 🌟](https://thenewstack.io/supercharge-coredns-with-cluster-addons)  [COMMUNITY-TOOL] β€” Explains how to optimize and expand CoreDNS utilizing custom cluster addons and selective plugin combinations. Details core performance profiles and caching methodologies to supercharge name resolution in dense, highly dynamic cloud environments.
 ### IPAM
@@ -479,6 +483,9 @@
 #### 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
@@ -543,7 +550,18 @@
 
 #### Deep Dive (1)
 
+
+??? 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 | 🌟🌟🌟 |
+
   - **(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.
@@ -556,6 +574,7 @@
 ??? abstract "Architect's Technical Comparison Table"
     | Solution | Maturity | Primary Focus | Language | Stars |
     | :--- | :--- | :--- | :--- | :--- |
+    | [Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟🌟 |
     | [containo.us: Kubernetes Ingress & Service API Demystified](https://traefik.io/blog/kubernetes-ingress-service-api-demystified) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
     | [externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes](https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
     | [thenewstack.io: HAProxy Kubernetes Ingress Controller Moves Outside the Cluster](https://thenewstack.io/haproxy-kubernetes-ingress-controller-moves-outside-the-cluster) |  | Ingress & Traffic | Markdown | 🌟🌟🌟🌟 |
@@ -565,8 +584,8 @@
     | [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) [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.
@@ -582,7 +601,12 @@
 
   - **(2020)** [==kubernetes.io: Scaling Kubernetes Networking With EndpointSlices==](https://kubernetes.io/blog/2020/09/02/scaling-kubernetes-networking-with-endpointslices) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Explains how the EndpointSlices API addresses the scalability issues of traditional Endpoints resources. Avoids sending large network update payloads across all cluster nodes by grouping endpoints. Live Grounding shows that EndpointSlices are crucial in large clusters with thousands of pods, keeping control plane traffic minimal.
   - **(2021)** [**blog.cloudflare.com: Moving k8s communication to gRPC**](https://blog.cloudflare.com/moving-k8s-communication-to-grpc) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” An insightful case study detailing Cloudflare's transition of internal microservices and Kubernetes cluster control-plane communications from traditional REST/JSON endpoints to high-performance gRPC over HTTP/2. Live Grounding shows that adopting gRPC significantly reduces CPU utilization and network latency across high-throughput distributed architectures.
+### Load Balancing (1)
+
+#### Performance and Tuning (1)
+
+  - **(2023)** [==learnk8s.io: Load balancing and scaling long-lived connections in Kubernetes 🌟🌟🌟==](https://learnkube.com/kubernetes-long-lived-connections) [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An exceptional, highly-detailed exploration of how Kubernetes handles long-lived connections such as gRPC, HTTP/2, and WebSockets. Analyzes why standard iptables-based kube-proxy L4 load balancing fails to distribute traffic evenly, causing backend starvation. Live Grounding highlights that resolving these issues requires client-side load balancing, proxy-assisted gRPC routing, or active connection-termination intervals.
 
 ---
-πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Caching](./caching.md)
 
diff --git a/v2-docs/kubernetes-on-premise.md b/v2-docs/kubernetes-on-premise.md
index ef5186d7..94cd30f3 100644
--- a/v2-docs/kubernetes-on-premise.md
+++ b/v2-docs/kubernetes-on-premise.md
@@ -40,6 +40,7 @@
   - [Kubernetes Distributions](#kubernetes-distributions)
     - [Custom Installers](#custom-installers)
     - [Edge and IoT](#edge-and-iot)
+    - [Enterprise Distributions](#enterprise-distributions)
     - [Market Landscapes](#market-landscapes)
     - [Selection Criteria](#selection-criteria)
   - [Training and Enablement](#training-and-enablement)
@@ -47,9 +48,6 @@
     - [Interactive Labs](#interactive-labs)
   - [Virtualization](#virtualization)
     - [VMware Tanzu](#vmware-tanzu-3)
-1. [Kubernetes](#kubernetes-1)
-  - [Operations](#operations)
-    - [Productivity](#productivity)
 1. [Kubernetes Platforms](#kubernetes-platforms)
   - [Mirantis](#mirantis)
     - [Enterprise](#enterprise)
@@ -94,6 +92,7 @@
     - [AWS](#aws-1)
     - [Comparison](#comparison-1)
     - [Security](#security)
+    - [Ubuntu Stack](#ubuntu-stack)
   - [GitOps](#gitops-1)
     - [Legacy Tools](#legacy-tools)
   - [Infrastructure-as-Code](#infrastructure-as-code)
@@ -219,6 +218,9 @@
   - **(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.
@@ -240,13 +242,6 @@
   - **(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
@@ -367,6 +362,9 @@
 #### 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 (1)
 
 #### Legacy Tools
@@ -393,5 +391,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-releases.md b/v2-docs/kubernetes-releases.md
index 58e91a4f..cdf5f212 100644
--- a/v2-docs/kubernetes-releases.md
+++ b/v2-docs/kubernetes-releases.md
@@ -294,5 +294,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-security.md b/v2-docs/kubernetes-security.md
index 7701d46d..088b3f03 100644
--- a/v2-docs/kubernetes-security.md
+++ b/v2-docs/kubernetes-security.md
@@ -55,9 +55,6 @@
     - [Infrastructure Provisioning](#infrastructure-provisioning)
   - [Container Runtimes](#container-runtimes)
     - [Runtime Isolation](#runtime-isolation)
-1. [Networking](#networking-1)
-  - [CNI](#cni)
-    - [Cilium](#cilium)
 1. [Networking and Security](#networking-and-security)
   - [Security Compliance](#security-compliance)
     - [CIS Benchmarks](#cis-benchmarks)
@@ -100,12 +97,15 @@
     - [General Hardening](#general-hardening)
   - [Cloud Security](#cloud-security)
     - [AWS EKS Network](#aws-eks-network)
+    - [EKS Hardening](#eks-hardening)
   - [Cluster Hardening](#cluster-hardening-2)
     - [Audit Logs](#audit-logs)
     - [Best Practices](#best-practices-1)
     - [Deployment Security](#deployment-security)
     - [Pod Security](#pod-security)
     - [Standard Checklists](#standard-checklists)
+  - [Compliance](#compliance)
+    - [CIS Benchmarks](#cis-benchmarks-1)
   - [Deployment Security](#deployment-security-1)
     - [Hardening](#hardening)
   - [DevSecOps](#devsecops-1)
@@ -203,7 +203,7 @@
     - [Case Studies](#case-studies-1)
     - [Post-Deployment Scanning](#post-deployment-scanning)
   - [Vulnerability Assessment](#vulnerability-assessment)
-    - [CIS Benchmarks](#cis-benchmarks-1)
+    - [CIS Benchmarks](#cis-benchmarks-2)
     - [Policy Enforcement](#policy-enforcement-1)
     - [Threat Modeling](#threat-modeling-2)
   - [Zero Trust](#zero-trust)
@@ -238,7 +238,6 @@
 #### 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.
@@ -331,6 +330,7 @@
   - [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.
+  - [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.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
 
@@ -438,13 +438,6 @@
 #### 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
@@ -555,6 +548,9 @@
 #### 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
@@ -573,6 +569,11 @@
 #### 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
@@ -859,7 +860,7 @@
   - **(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 (1)
+#### CIS Benchmarks (2)
 
   - **(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.
@@ -924,5 +925,5 @@
   - **(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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
 
diff --git a/v2-docs/kubernetes-storage.md b/v2-docs/kubernetes-storage.md
index 9bcb1d03..e6fb405f 100644
--- a/v2-docs/kubernetes-storage.md
+++ b/v2-docs/kubernetes-storage.md
@@ -11,9 +11,6 @@
 1. [Architectural Foundations](#architectural-foundations)
   - [Kubernetes Tools](#kubernetes-tools)
     - [General Reference](#general-reference)
-1. [Cloud Architecture and Infrastructure Strategy](#cloud-architecture-and-infrastructure-strategy)
-  - [Storage and Hybrid Systems](#storage-and-hybrid-systems)
-    - [Topology Comparison](#topology-comparison)
 1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
   - [Storage and Databases](#storage-and-databases)
     - [Distributed Block Storage](#distributed-block-storage)
@@ -30,13 +27,6 @@
     - [Platform Overview](#platform-overview)
     - [Stateful Applications](#stateful-applications)
     - [Storage Paradigms](#storage-paradigms-1)
-1. [Database and Storage](#database-and-storage)
-  - [Storage Infrastructure](#storage-infrastructure)
-    - [Persistent Volumes](#persistent-volumes)
-1. [Enterprise Integration](#enterprise-integration)
-  - [Cloud-Native Storage](#cloud-native-storage)
-    - [IBM Spectrum Scale Integration](#ibm-spectrum-scale-integration)
-    - [IBM Storage Systems](#ibm-storage-systems)
 1. [Kubernetes Storage Implementation](#kubernetes-storage-implementation)
   - [Persistent Volumes and Provisioners](#persistent-volumes-and-provisioners)
     - [Alternative Storage Drivers](#alternative-storage-drivers)
@@ -48,9 +38,15 @@
   - [Volume Fundamentals](#volume-fundamentals)
     - [Ephemeral Storage](#ephemeral-storage)
     - [Implementation Basics](#implementation-basics-1)
+1. [Platform Engineering](#platform-engineering)
+  - [Ecosystem](#ecosystem)
+    - [Marketplace](#marketplace)
 1. [Storage](#storage)
+  - [Distributed Storage](#distributed-storage)
+    - [Ceph](#ceph)
   - [Enterprise Storage](#enterprise-storage)
     - [Legacy Platforms](#legacy-platforms)
+    - [Red Hat Storage](#red-hat-storage)
     - [Storage Definitions](#storage-definitions)
   - [Kubernetes CSI](#kubernetes-csi)
     - [Documentation](#documentation)
@@ -76,6 +72,7 @@
     - [Performance Analysis](#performance-analysis)
     - [Platform Integration](#platform-integration)
     - [Storage Operators](#storage-operators)
+    - [Storage Orchestrators](#storage-orchestrators)
   - [Object Storage](#object-storage-1)
     - [MinIO](#minio)
 1. [Storage and Data](#storage-and-data)
@@ -84,8 +81,6 @@
   - [Data on Kubernetes](#data-on-kubernetes)
     - [Community Hub](#community-hub)
     - [Industry Research](#industry-research)
-  - [Performance Benchmarking](#performance-benchmarking)
-    - [Etcd Storage Tuning](#etcd-storage-tuning)
 
 ## Architectural Foundations
 
@@ -130,13 +125,6 @@
   - [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
@@ -193,23 +181,6 @@
 #### Storage Paradigms (1)
 
   - **(2020)** [thenewstack.io: Compute and Storage Should Be Decoupled for Log Management at Scale](https://thenewstack.io/why-compute-and-storage-should-be-decoupled-for-log-management-at-scale) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An architectural case study advocating for the strict decoupling of compute nodes and storage backends within log-aggregation systems. This pattern, exemplified by Loki and Elasticsearch, ensures that volatile search workloads do not degrade raw historical index durability.
-## Database and Storage
-
-### Storage Infrastructure
-
-#### Persistent Volumes
-
-  - **(2020)** [developers.redhat.com: Persistent storage in action: Understanding Red Hat OpenShift’s persistent volume framework 🌟](https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Deep-dives into Red Hat OpenShift's persistent volume (PV) framework, focusing on the Container Storage Interface (CSI). Explains dynamic storage allocation, access modes, and how to safely secure transaction-heavy datastores.
-## Enterprise Integration
-
-### Cloud-Native Storage
-
-#### IBM Spectrum Scale Integration
-
-  - **(2020)** [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](https://www.redbooks.ibm.com/abstracts/redp5565.html) [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads.
-#### IBM Storage Systems
-
-  - **(2022)** [IBM Spectrum](https://www.ibm.com/solutions) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” IBM Spectrum (now rebranded under IBM Storage) delivers enterprise-grade software-defined storage architectures tailored for highly demanding Kubernetes deployments. The portfolio provides integrated high-performance block, file, and object interfaces designed for secure backup, recovery, and dynamic persistent volume management in complex hybrid-cloud ecosystems.
 ## Kubernetes Storage Implementation
 
 ### Persistent Volumes and Provisioners
@@ -246,13 +217,28 @@
   - **(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.
@@ -330,6 +316,9 @@
 #### 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
@@ -350,12 +339,7 @@
 #### Industry Research
 
   - **(2021)** [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  [CASE STUDY] [COMMUNITY-TOOL] β€” This classic report maps standard adoption trends of stateful workloads in containerized environments. It highlights performance, operations, and resource efficiency as key factors convincing enterprises to run workloads on native Kubernetes storage pools instead of external infrastructure.
-### Performance Benchmarking
-
-#### Etcd Storage Tuning
-
-  - **(2021)** [ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd](https://www.ibm.com/think/cloud) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md) | [Kubectl Commands](./kubectl-commands.md)
 
diff --git a/v2-docs/kubernetes-troubleshooting.md b/v2-docs/kubernetes-troubleshooting.md
index 920c7e84..7e871471 100644
--- a/v2-docs/kubernetes-troubleshooting.md
+++ b/v2-docs/kubernetes-troubleshooting.md
@@ -20,6 +20,9 @@
 1. [Cloud-Native Platforms](#cloud-native-platforms)
   - [Operating Systems](#operating-systems)
     - [Flatcar Linux](#flatcar-linux)
+1. [Container Runtimes](#container-runtimes)
+  - [containerd](#containerd)
+    - [ctr CLI](#ctr-cli)
 1. [Development Workflow](#development-workflow)
   - [IDE Extensions](#ide-extensions)
     - [Bridge to Kubernetes](#bridge-to-kubernetes)
@@ -67,6 +70,9 @@
     - [Real-World Examples](#real-world-examples)
   - [Troubleshooting Tooling](#troubleshooting-tooling)
     - [kubectl plugins](#kubectl-plugins)
+1. [Kubernetes Platform Engine](#kubernetes-platform-engine)
+  - [Cluster Operations](#cluster-operations)
+    - [Memory Management](#memory-management)
 1. [Observability](#observability-1)
   - [Debugging](#debugging)
     - [Automation](#automation)
@@ -93,7 +99,6 @@
 
 #### General Reference
 
-  - [Kubernetes Troubleshooting: A Step-by-Step Guide](https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.
   - [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.
@@ -132,6 +137,7 @@
   - [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.
+  - [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.
   - [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.
@@ -168,6 +174,13 @@
 #### Flatcar Linux
 
   - **(2024)** [kinvolk.io](https://kinvolk.io) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” The official portal of Kinvolk (acquired by Microsoft), pioneers of Flatcar Container Linux, Lokomotive Kubernetes, and Inspektor Gadget. The platform represents an essential pillar in the development of minimal, immutable operating systems and eBPF-based Kubernetes tooling.
+## Container Runtimes
+
+### containerd
+
+#### ctr CLI
+
+  - **(2023)** [labs.iximiuz.com: How to work with container images using ctr](https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep technical laboratory exercise focused on managing low-level container images using the containerd 'ctr' CLI. Vital for operations engineers debugging nodes directly where high-level runtimes like docker are not installed.
 ## Development Workflow
 
 ### IDE Extensions
@@ -297,6 +310,13 @@
 #### 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
@@ -309,7 +329,6 @@
   - **(2021)** [github.com/JamesTGrant/kubectl-debug](https://github.com/JamesTGrant/kubectl-debug) ⭐ 373  [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] β€” A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.
 #### CLI Operations
 
-  - **(2023)** [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  [COMMUNITY-TOOL] [GUIDE] β€” Comprehensive guide explaining the inner workings of the 'kubectl exec' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).
   - **(2021)** [thenewstack.io: Living with Kubernetes: 12 Commands to Debug Your Workloads 🌟](https://thenewstack.io/living-with-kubernetes-12-commands-to-debug-your-workloads)  [COMMUNITY-TOOL] β€” Curated list of 12 essential kubectl commands designed to streamline low-level container and network diagnostics. Targets common day-2 operational challenges, addressing resource pressure, storage attachments, and system event inspection.
 #### Container Debugging
 
@@ -353,5 +372,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/kubernetes-tutorials.md b/v2-docs/kubernetes-tutorials.md
index 0a3d7d15..66a8eac9 100644
--- a/v2-docs/kubernetes-tutorials.md
+++ b/v2-docs/kubernetes-tutorials.md
@@ -24,45 +24,29 @@
     - [Spanish Tutorials](#spanish-tutorials)
   - [Enterprise Kubernetes](#enterprise-kubernetes)
     - [OpenShift Infrastructure Deployment](#openshift-infrastructure-deployment)
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Service Mesh](#service-mesh)
-    - [Tutorials](#tutorials)
 1. [Cloud-Native Infrastructure](#cloud-native-infrastructure)
   - [Learning Resources](#learning-resources)
     - [Kubernetes Courses](#kubernetes-courses)
-1. [Container Orchestration](#container-orchestration-1)
-  - [AKS Labs](#aks-labs)
-    - [Hands-on Learning](#hands-on-learning)
 1. [DevOps](#devops)
   - [Automation](#automation)
     - [Education Tooling](#education-tooling)
 1. [DevOps and CICD](#devops-and-cicd)
   - [Roadmaps](#roadmaps)
     - [Career Path](#career-path)
-1. [Frontend Development](#frontend-development)
-  - [React Framework](#react-framework)
-    - [State Management](#state-management)
 1. [Fundamentals](#fundamentals)
   - [Developer Workflows](#developer-workflows)
     - [Architecture](#architecture)
-1. [Infrastructure](#infrastructure)
-  - [Networking](#networking)
-    - [Fundamentals](#fundamentals-1)
-      - [Service Discovery](#service-discovery)
-1. [Kubernetes](#kubernetes)
-  - [Troubleshooting](#troubleshooting)
-    - [Guides](#guides)
 1. [Kubernetes Tools](#kubernetes-tools)
   - [General Reference](#general-reference)
 1. [Orchestration](#orchestration)
   - [Containers and Kubernetes](#containers-and-kubernetes)
     - [Video Series](#video-series)
       - [Foundations](#foundations)
-  - [Kubernetes](#kubernetes-1)
+  - [Kubernetes](#kubernetes)
     - [Comprehensive Reference](#comprehensive-reference)
     - [Continuous Learning](#continuous-learning)
       - [Platform Engineering](#platform-engineering)
-    - [Fundamentals](#fundamentals-2)
+    - [Fundamentals](#fundamentals-1)
     - [Hands-on Labs](#hands-on-labs-1)
       - [Cheat Sheets](#cheat-sheets)
     - [Interactive Platform](#interactive-platform)
@@ -77,20 +61,15 @@
     - [Video Series](#video-series-1)
       - [Bare Metal and Local](#bare-metal-and-local)
       - [Enterprise Fundamentals](#enterprise-fundamentals)
-      - [Fundamentals](#fundamentals-3)
+      - [Fundamentals](#fundamentals-2)
       - [Networking and Core](#networking-and-core)
       - [Production Mechanics](#production-mechanics)
   - [Kubernetes Fundamentals](#kubernetes-fundamentals)
     - [Visual Learning](#visual-learning)
-1. [Platform Engineering](#platform-engineering-1)
-  - [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-    - [Learning Hubs](#learning-hubs)
 1. [Professional Development](#professional-development)
   - [Opinion and Strategy](#opinion-and-strategy-1)
     - [Course Reviews](#course-reviews)
 1. [Software Engineering](#software-engineering)
-  - [Collaboration](#collaboration)
-    - [Documentation Specifications](#documentation-specifications)
   - [Education](#education-1)
     - [Systems Programming](#systems-programming)
 
@@ -136,13 +115,6 @@
 #### 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
@@ -150,13 +122,6 @@
 #### 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
@@ -171,13 +136,6 @@
 #### 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
@@ -185,27 +143,13 @@
 #### Architecture
 
   - **(2020)** [millionvisit.blogspot.com: Kubernetes for Developers #1: Kubernetes Architecture and Features 🌟](https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-1-kubernetes-architecture.html) 🌟🌟🌟 [COMMUNITY-TOOL] β€” A developer-first manual illustrating structural components and cluster design properties. Guides programmers to understand how their API payload deployments translates to actual container lifecycle actions on physical machines.
-## Infrastructure
-
-### Networking
-
-#### Fundamentals (1)
-
-##### Service Discovery
-
-  - **(2024)** [**Kubernetes Services and Load Balancing Explained**](https://learnkube.com/kubernetes-services-and-load-balancing) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” A contemporary structural breakdown explaining how Kubernetes leverages service endpoints to build abstract load balancing layers. Reviews the operations of kube-proxy in writing local node routing rules and traces how traffic migrates from virtual endpoints to real pod ports.
-## Kubernetes
-
-### Troubleshooting
-
-#### Guides
-
-  - **(2023)** [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  [COMMUNITY-TOOL] β€” A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times.
 ## Kubernetes Tools
 
 ### General Reference
 
-  - [kubernetesbyexample.com](https://kubernetesbyexample.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem.
+  - [kubernetesbyexample.com 🌟](https://kubernetesbyexample.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering kubernetesbyexample.com 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.
+  - [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.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.
@@ -223,8 +167,6 @@
   - [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
 
@@ -235,7 +177,7 @@
 ##### 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 (1)
+### Kubernetes
 
 #### Comprehensive Reference
 
@@ -246,7 +188,7 @@
 ##### 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 (2)
+#### Fundamentals (1)
 
   - **(2025)** [**devopscube.com: Kubernetes Tutorials For Beginners: Getting Started Guide**](https://devopscube.com/kubernetes-tutorials-beginners) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” An exceptional introductory portal that distills container architecture into highly digestible guides. Explores standard pod mechanics, ingress controllers, environment configs, and scaling strategies with clean procedural steps.
 #### Hands-on Labs (1)
@@ -288,7 +230,7 @@
 ##### 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 (3)
+##### Fundamentals (2)
 
   - **(2024)** [youtube playlist: Thetips4you - Kubernetes Tutorial for Beginners](https://www.youtube.com/playlist?app=desktop&list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” An introductory video collection teaching standard configuration, secret integration, dynamic cloud volumes, and fundamental deployment syntax. Recommended for engineers transitioning from traditional VM hypervisors.
 ##### Networking and Core
@@ -302,13 +244,6 @@
 #### 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)
@@ -318,11 +253,6 @@
   - **(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
@@ -330,5 +260,5 @@
   - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
 
diff --git a/v2-docs/kubernetes.md b/v2-docs/kubernetes.md
index f854c0c8..6a727bd4 100644
--- a/v2-docs/kubernetes.md
+++ b/v2-docs/kubernetes.md
@@ -71,7 +71,6 @@
     - [Distributed Systems](#distributed-systems)
     - [Fundamentals](#fundamentals-1)
     - [Node Lifecycle](#node-lifecycle)
-    - [Scalability Limits](#scalability-limits)
   - [Deployment Anti-Patterns](#deployment-anti-patterns)
     - [Operational Safety](#operational-safety)
   - [Design Patterns](#design-patterns)
@@ -102,8 +101,6 @@
     - [Compute Scaling](#compute-scaling)
   - [Internal Mechanics](#internal-mechanics)
     - [Control Loops](#control-loops)
-  - [Kubernetes Enhancements](#kubernetes-enhancements)
-    - [Resources](#resources)
   - [Microservices](#microservices-1)
     - [Platform Engineering](#platform-engineering)
   - [Migration](#migration)
@@ -136,9 +133,6 @@
     - [Control Plane](#control-plane-4)
   - [Workloads](#workloads)
     - [Enterprise Use-Cases](#enterprise-use-cases)
-1. [Architecture and Visualization](#architecture-and-visualization)
-  - [Guides](#guides)
-    - [AWS](#aws)
 1. [Automation](#automation)
   - [Configuration Management](#configuration-management-1)
     - [Ansible](#ansible)
@@ -153,9 +147,6 @@
     - [Best Practices](#best-practices)
   - [GitOps](#gitops)
     - [Policy and Compliance](#policy-and-compliance)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [Security and Supply Chain](#security-and-supply-chain)
-    - [Dependabot](#dependabot)
 1. [Capacity Management](#capacity-management)
   - [Resource Optimization](#resource-optimization)
     - [Node Allocation](#node-allocation)
@@ -176,28 +167,12 @@
 1. [Cloud Architecture](#cloud-architecture)
   - [NoOps and Serverless](#noops-and-serverless)
     - [Overview](#overview)
-1. [Cloud Architecture and Infrastructure Strategy](#cloud-architecture-and-infrastructure-strategy)
-  - [High Availability](#high-availability-1)
-    - [Multi-Region Deployments](#multi-region-deployments)
 1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Azure Networking](#azure-networking)
-    - [Latency Optimization](#latency-optimization)
   - [Kubernetes](#kubernetes-1)
     - [Workload Management](#workload-management)
-1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
-  - [Container Orchestration](#container-orchestration-2)
-    - [Helm and Packaging](#helm-and-packaging)
 1. [Cloud Native](#cloud-native)
   - [Community](#community)
     - [Directory](#directory)
-    - [Events](#events)
-      - [ArgoCon](#argocon)
-1. [Cloud Native and Kubernetes](#cloud-native-and-kubernetes)
-  - [Networking and Edge Routing](#networking-and-edge-routing)
-    - [Gateway API](#gateway-api)
-1. [Cloud Native and Kubernetes Core](#cloud-native-and-kubernetes-core)
-  - [Container Orchestration](#container-orchestration-3)
-    - [Fundamentals](#fundamentals-3)
 1. [Cloud Native Platforms](#cloud-native-platforms)
   - [Kubernetes](#kubernetes-2)
     - [Telemetry Bundles](#telemetry-bundles)
@@ -216,6 +191,7 @@
   - [On-Premises](#on-premises)
     - [Infrastructure](#infrastructure-1)
   - [Sizing](#sizing)
+    - [Node Allocatable](#node-allocatable)
     - [Research](#research)
     - [Worker Nodes](#worker-nodes)
 1. [Cluster Management](#cluster-management-1)
@@ -281,17 +257,12 @@
 1. [Configuration Management](#configuration-management-2)
   - [Declarative Templates](#declarative-templates)
     - [Programmatic Generation](#programmatic-generation)
-1. [Container Orchestration](#container-orchestration-4)
-  - [Azure Kubernetes Service](#azure-kubernetes-service)
-    - [Well-Architected Framework](#well-architected-framework)
+1. [Container Orchestration](#container-orchestration-2)
   - [Kubernetes](#kubernetes-3)
     - [Community Platforms](#community-platforms)
 1. [Container Runtime](#container-runtime-1)
   - [Core Infrastructure](#core-infrastructure)
     - [Execution Engines](#execution-engines)
-1. [Container Runtimes](#container-runtimes)
-  - [containerd](#containerd)
-    - [ctr CLI](#ctr-cli)
 1. [Containers and Orchestration](#containers-and-orchestration)
   - [Container Concepts](#container-concepts)
     - [Pods Deep Dive](#pods-deep-dive)
@@ -319,7 +290,7 @@
     - [Deployment Map](#deployment-map)
 1. [Core Concepts](#core-concepts-2)
   - [Containerization](#containerization)
-    - [Fundamentals](#fundamentals-4)
+    - [Fundamentals](#fundamentals-3)
     - [Virtualization Layers](#virtualization-layers)
   - [Introduction](#introduction)
     - [Orchestration Basics](#orchestration-basics)
@@ -354,9 +325,6 @@
 1. [Data Management](#data-management)
   - [Databases](#databases)
     - [Microservices Datastores](#microservices-datastores)
-1. [Deployment and Delivery](#deployment-and-delivery)
-  - [Deployment Strategies](#deployment-strategies)
-    - [Blue-Green and Canary](#blue-green-and-canary)
 1. [DevOps](#devops)
   - [CICD](#cicd-1)
     - [Reference Architecture](#reference-architecture)
@@ -374,9 +342,6 @@
     - [CICD Integration](#cicd-integration)
   - [Validation Protocols](#validation-protocols)
     - [CICD Integration](#cicd-integration-1)
-1. [Ecosystem](#ecosystem-1)
-  - [Developer Tooling](#developer-tooling)
-    - [CLI Utilities](#cli-utilities)
 1. [Education](#education)
   - [Backend Development](#backend-development)
     - [Containerization](#containerization-1)
@@ -396,10 +361,13 @@
     - [Catalog](#catalog)
     - [Concept](#concept)
     - [Tutorial](#tutorial)
+1. [Extensibility](#extensibility-2)
+  - [Operators](#operators)
+    - [Lifecycle Management](#lifecycle-management)
 1. [FinOps](#finops-1)
   - [Resource Optimization](#resource-optimization-1)
     - [API Usage](#api-usage)
-1. [Fundamentals](#fundamentals-5)
+1. [Fundamentals](#fundamentals-4)
   - [Advocacy](#advocacy)
     - [Developer Workflows](#developer-workflows)
   - [Architecture](#architecture-5)
@@ -417,7 +385,7 @@
     - [Best Practices](#best-practices-1)
     - [Complete Guides](#complete-guides)
     - [Conceptual Explanations](#conceptual-explanations)
-    - [Container Runtimes](#container-runtimes-1)
+    - [Container Runtimes](#container-runtimes)
     - [Core Abstractions](#core-abstractions)
     - [Entrypoints](#entrypoints)
     - [History](#history)
@@ -464,7 +432,7 @@
     - [Self-Hosted Clusters](#self-hosted-clusters)
   - [CRI](#cri)
     - [Alternative Runtimes](#alternative-runtimes)
-    - [Container Runtimes](#container-runtimes-2)
+    - [Container Runtimes](#container-runtimes-1)
   - [Container Runtime](#container-runtime-2)
     - [Dockershim Deprecation](#dockershim-deprecation)
     - [RuntimeClass](#runtimeclass)
@@ -479,7 +447,7 @@
     - [etcd Monitoring](#etcd-monitoring)
   - [Etcd](#etcd)
     - [Performance Tuning](#performance-tuning)
-  - [Fundamentals](#fundamentals-6)
+  - [Fundamentals](#fundamentals-5)
     - [Comparisons](#comparisons)
     - [Orchestration Comparisons](#orchestration-comparisons)
   - [Kernel Namespaces](#kernel-namespaces)
@@ -492,7 +460,7 @@
   - [Managed Offerings](#managed-offerings)
     - [Provider Comparison](#provider-comparison)
   - [Migration](#migration-1)
-    - [Container Orchestration](#container-orchestration-5)
+    - [Container Orchestration](#container-orchestration-3)
     - [Dev Environments](#dev-environments)
   - [OS](#os)
     - [Immutable Infrastructure](#immutable-infrastructure)
@@ -500,8 +468,6 @@
     - [OpenStack Integration](#openstack-integration)
   - [Registry](#registry)
     - [Security](#security-1)
-  - [Windows Containers](#windows-containers)
-    - [Guides](#guides-1)
 1. [Infrastructure Optimization](#infrastructure-optimization)
   - [Cluster Architecture](#cluster-architecture-1)
     - [Sizing](#sizing-1)
@@ -512,16 +478,11 @@
     - [FinOps Practices](#finops-practices)
     - [Tooling](#tooling-2)
 1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [CICD and Delivery](#cicd-and-delivery)
-    - [Self-Hosted Runners](#self-hosted-runners)
   - [Crossplane and Control Planes](#crossplane-and-control-planes)
     - [Overview](#overview-1)
 1. [Introductory](#introductory)
   - [Concepts](#concepts-1)
     - [Kubernetes Basics](#kubernetes-basics)
-1. [Kubernetes Platform Engine](#kubernetes-platform-engine)
-  - [Cluster Operations](#cluster-operations)
-    - [Memory Management](#memory-management)
 1. [Kubernetes Tools](#kubernetes-tools)
   - [General Reference](#general-reference)
 1. [Machine Learning](#machine-learning)
@@ -533,8 +494,6 @@
   - [Service Management](#service-management)
     - [Operator Framework](#operator-framework)
 1. [Networking](#networking-1)
-  - [Core Services](#core-services)
-    - [kube-proxy](#kube-proxy)
   - [Multi-Cloud Networking](#multi-cloud-networking)
     - [VPN Overlay](#vpn-overlay)
   - [Multi-Cluster](#multi-cluster-3)
@@ -554,17 +513,14 @@
   - [Services](#services)
     - [Basics](#basics-1)
     - [Deep Dive](#deep-dive-1)
-    - [Fundamentals](#fundamentals-7)
+    - [Fundamentals](#fundamentals-6)
     - [IPVS](#ipvs)
-  - [kube-proxy](#kube-proxy-1)
+  - [kube-proxy](#kube-proxy)
     - [IPVS Routing](#ipvs-routing)
     - [Traffic Routing](#traffic-routing)
 1. [Networking and Ingress](#networking-and-ingress)
   - [DNS](#dns)
     - [Automation](#automation-1)
-1. [Networking and Security](#networking-and-security)
-  - [Kubernetes Networking](#kubernetes-networking)
-    - [Deep Dive](#deep-dive-2)
 1. [Observability](#observability-1)
   - [Debugging](#debugging-2)
     - [Resource Lifecycle](#resource-lifecycle)
@@ -621,13 +577,13 @@
     - [Resource Cleanup](#resource-cleanup)
   - [Governance](#governance-2)
     - [Maturity Frameworks](#maturity-frameworks)
-  - [High Availability](#high-availability-2)
+  - [High Availability](#high-availability-1)
     - [Deployment Best Practices](#deployment-best-practices)
     - [Failover Mechanics](#failover-mechanics)
   - [Installation](#installation)
     - [Architecture Overview](#architecture-overview)
     - [Bootstrap Methods](#bootstrap-methods)
-  - [Lifecycle Management](#lifecycle-management)
+  - [Lifecycle Management](#lifecycle-management-1)
     - [Day 2 Operations](#day-2-operations)
   - [Maintenance](#maintenance)
     - [Upgrades](#upgrades)
@@ -654,7 +610,7 @@
     - [Checklists](#checklists)
     - [Operational Checklist](#operational-checklist)
   - [Registry](#registry-1)
-    - [High Availability](#high-availability-3)
+    - [High Availability](#high-availability-2)
   - [Reliability](#reliability-3)
     - [Auditing](#auditing)
     - [Probes](#probes-1)
@@ -679,7 +635,7 @@
   - [Session Management](#session-management)
     - [Context Isolation](#context-isolation)
   - [System Administration](#system-administration-1)
-    - [Fundamentals](#fundamentals-8)
+    - [Fundamentals](#fundamentals-7)
   - [Troubleshooting](#troubleshooting-3)
     - [Namespace Deletion](#namespace-deletion)
     - [Reliability](#reliability-4)
@@ -690,7 +646,7 @@
 1. [Orchestration](#orchestration-1)
   - [Concurrency](#concurrency)
     - [Distributed Locks](#distributed-locks)
-  - [Fundamentals](#fundamentals-9)
+  - [Fundamentals](#fundamentals-8)
     - [Pods](#pods-2)
   - [Pod Lifecycle](#pod-lifecycle-1)
     - [Hooks](#hooks)
@@ -741,9 +697,6 @@
     - [Bare Metal and Storage](#bare-metal-and-storage)
   - [Training and Education](#training-and-education)
     - [Tutorials](#tutorials-1)
-1. [Provisioning](#provisioning)
-  - [Deployment Tools](#deployment-tools)
-    - [Ubuntu Stack](#ubuntu-stack)
 1. [Resource Management](#resource-management-2)
   - [Automation and Tools](#automation-and-tools)
     - [Rightsizing Tools](#rightsizing-tools)
@@ -763,7 +716,7 @@
     - [CPU Limits and Throttling](#cpu-limits-and-throttling-1)
     - [Capacity Management](#capacity-management-2)
     - [Capacity Planning](#capacity-planning-3)
-    - [Memory Management](#memory-management-1)
+    - [Memory Management](#memory-management)
     - [Quality of Service QoS](#quality-of-service-qos)
     - [Reliability vs Cost](#reliability-vs-cost)
     - [Requests and Limits](#requests-and-limits)
@@ -809,7 +762,6 @@
   - [Identity](#identity)
     - [OpenShift](#openshift)
   - [Identity and Access](#identity-and-access)
-    - [AKS](#aks)
     - [RBAC](#rbac)
   - [Identity and Access Control](#identity-and-access-control)
     - [Least Privilege](#least-privilege)
@@ -830,7 +782,7 @@
     - [Monitoring and Observability](#monitoring-and-observability)
     - [Static Analysis](#static-analysis)
   - [Registry Integration](#registry-integration)
-    - [Container Runtimes](#container-runtimes-3)
+    - [Container Runtimes](#container-runtimes-2)
   - [Resource Management](#resource-management-3)
     - [Audit](#audit)
   - [Secrets Management](#secrets-management-1)
@@ -856,9 +808,6 @@
 1. [Serverless](#serverless-1)
   - [Knative](#knative)
     - [Architecture Scaling](#architecture-scaling)
-1. [Service Mesh](#service-mesh)
-  - [Networking](#networking-3)
-    - [Traffic Management](#traffic-management)
 1. [Storage](#storage)
   - [Failure Stories](#failure-stories)
     - [Database Migration](#database-migration)
@@ -887,7 +836,7 @@
 1. [Testing](#testing)
   - [API Mocking](#api-mocking)
     - [Microcks](#microcks)
-1. [Traffic Management](#traffic-management-1)
+1. [Traffic Management](#traffic-management)
   - [Ingress](#ingress)
     - [Canary Deployments](#canary-deployments)
 1. [Training](#training)
@@ -1120,9 +1069,6 @@
 #### 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
@@ -1208,11 +1154,6 @@
 #### Control Loops
 
   - **(2026)** [learnsteps.com: How Kubernetes works on reconciler pattern](https://www.learnsteps.com/how-kubernetes-works-on-a-reconciler-pattern) [NONE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A breakdown detailing the core control loop underlying Kubernetes' architecture: the state reconciliation pattern. Explains how controllers constantly poll state using an active feedback loop, identifying deviations between target specifications and current infrastructure status, and scheduling atomic changes to reconcile them.
-### Kubernetes Enhancements
-
-#### Resources
-
-  - **(2021)** [==KEP-2837: Especificaciones de Recursos a Nivel de Pod==](https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md) ⭐ 3887  [MARKDOWN CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.
 ### Microservices (1)
 
 #### Platform Engineering
@@ -1298,13 +1239,6 @@
 #### 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)
@@ -1339,13 +1273,6 @@
 #### 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
@@ -1395,32 +1322,13 @@
 #### Overview
 
   - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads.
-## Cloud Architecture and Infrastructure Strategy
-
-### High Availability (1)
-
-#### Multi-Region Deployments
-
-  - **(2023)** [==engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep Dive==](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive) [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [CASE STUDY] [DE FACTO STANDARD] β€” A real-world architectural dissection of how monday.com implemented a highly resilient, multi-regional cloud strategy to improve latency and adhere to strict regional data regulations. Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling.
 ## Cloud Infrastructure
 
-### Azure Networking
-
-#### 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
@@ -1428,25 +1336,6 @@
 #### 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)  [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 (2)
@@ -1494,6 +1383,9 @@
   - **(2018)** [kubernetes.io: Out of the Clouds onto the Ground: How to Make Kubernetes Production Grade Anywhere](https://kubernetes.io/blog/2018/08/03/out-of-the-clouds-onto-the-ground-how-to-make-kubernetes-production-grade-anywhere) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Classic architectural review detailing how to host production-grade Kubernetes outside public cloud boundaries. Addresses high-availability physical networking, load balancer layers, and resilient persistent storage backends.
 ### Sizing
 
+#### Node Allocatable
+
+  - **(2023)** [learnk8s.io: Allocatable memory and CPU in Kubernetes Nodes](https://learnkube.com/allocatable-resources) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demystifies how Kubernetes computes physical allocatable resources. Deeply details the underlying formulas for `kube-reserved`, `system-reserved`, and eviction thresholds to ensure cluster stability under heavy workloads.
 #### Research
 
   - **(2022)** [docs.google.com - learnk8s.io: Research on the trade offs when choosing an instance type for a kubernetes cluster](https://docs.google.com/spreadsheets/d/1yhkuBJBY2iO2Ax5FcbDMdWD5QLTVO6Y_kYt_VumnEtI/edit) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A comprehensive reference spreadsheet mapping public cloud compute options. Analyzes network limits, local disks performance, memory ratios, and OS-reserved compute resources to guide infrastructure designers.
@@ -1668,13 +1560,8 @@
 #### Programmatic Generation
 
   - **(2023)** [Templating YAML in Kubernetes with real code](https://learnkube.com/templating-yaml-with-code) [GO CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Advocates for programmatic Kubernetes resource generation in real-world programming languages (Go, Python, Java) over raw text-interpolated tools like Helm. Details static typing validation advantages, testing, and GitOps orchestration scale benefits.
-## Container Orchestration (4)
+## Container Orchestration (2)
 
-### Azure Kubernetes Service
-
-#### Well-Architected Framework
-
-  - **(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
@@ -1687,13 +1574,6 @@
 #### Execution Engines
 
   - **(2026)** [==containerd - An open and reliable container runtime==](https://github.com/containerd/containerd) ⭐ 20835  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker's native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.
-## Container Runtimes
-
-### containerd
-
-#### ctr CLI
-
-  - **(2023)** [labs.iximiuz.com: How to work with container images using ctr](https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Deep technical laboratory exercise focused on managing low-level container images using the containerd 'ctr' CLI. Vital for operations engineers debugging nodes directly where high-level runtimes like docker are not installed.
 ## Containers and Orchestration
 
 ### Container Concepts
@@ -1761,7 +1641,7 @@
 
 ### Containerization
 
-#### Fundamentals (4)
+#### Fundamentals (3)
 
   - **(2023)** [geeksforgeeks.org: Kubernetes – Concept of Containers](https://www.geeksforgeeks.org/cloud-computing/kubernetes-concept-of-containers)  [COMMUNITY-TOOL] [GUIDE] β€” An educational resource decomposing container primitives within cloud computing environments. Details namespace isolation, cgroups resource enforcement, and how Kubernetes orchestrates these isolated Linux runtimes across virtual and physical bare-metal hardware.
 #### Virtualization Layers
@@ -1854,13 +1734,6 @@
 #### 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)  [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)
@@ -1903,13 +1776,6 @@
 
   - **(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
@@ -1961,6 +1827,13 @@
 #### Tutorial
 
   - **(2020)** [dev.to: Creating a Custom Resource Definition In Kubernetes | Michael Levan](https://dev.to/thenjdevopsguy/creating-a-custom-resource-definition-in-kubernetes-2k7o) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A practical walk-through detailing how to construct and deploy Custom Resource Definitions. Explores API versioning schema fields, spec declarations, and the foundational design of corresponding controller reconciliation loops.
+## Extensibility (2)
+
+### Operators
+
+#### Lifecycle Management
+
+  - **(2024)** [==Red Hat OLM==](https://github.com/operator-framework/operator-lifecycle-manager) ⭐ 1857  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.
 ## FinOps (1)
 
 ### Resource Optimization (1)
@@ -1968,7 +1841,7 @@
 #### 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.
-## Fundamentals (5)
+## Fundamentals (4)
 
 ### Advocacy
 
@@ -2014,7 +1887,7 @@
 #### 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 (1)
+#### Container Runtimes
 
   - **(2020)** [css-tricks.com: Kubernetes Explained Simply: Containers, Pods and Images](https://css-tricks.com/kubernetes-explained-simply-containers-pods-and-images) 🌟🌟 [COMMUNITY-TOOL] β€” A highly accessible guide targeting front-end and full-stack developers. It traces the hierarchy from container images and isolated container layers up to multi-container Pod topologies and network configuration.
 #### Core Abstractions
@@ -2135,7 +2008,7 @@
 #### 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 (2)
+#### Container Runtimes (1)
 
   - **(2021)** [kruyt.org: Migrate from Docker to Containerd in Kubernetes](https://kruyt.org/migrate-docker-containerd-kubernetes) [BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Walks engineers through swapping the Docker container engine for Containerd inside a running Kubernetes node group, addressing the DockerShim deprecation and explaining runtime socket migration.
 ### Container Runtime (2)
@@ -2175,7 +2048,7 @@
 #### 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 (6)
+### Fundamentals (5)
 
 #### Comparisons
 
@@ -2211,7 +2084,7 @@
   - **(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 (5)
+#### Container Orchestration (3)
 
   - **(2021)** [opensourcerers.org: How to go from Docker to Kubernetes the right way 🌟](https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-the-right-way) [YAML CONTENT]  [COMMUNITY-TOOL] β€” A comprehensive migration roadmap targeting teams transitioning from local Docker-centric environments to multi-node Kubernetes topologies. Focuses on rewriting network exposes, volume mounts, and orchestrating stateful workloads.
 #### Dev Environments
@@ -2232,11 +2105,6 @@
 #### 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)
@@ -2273,11 +2141,6 @@
   - **(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)
@@ -2290,13 +2153,6 @@
 #### 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
@@ -2306,13 +2162,14 @@
   - [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](https://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.
+  - [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.
   - [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.
-  - [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.
+  - [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.
+  - [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.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.
   - [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.
@@ -2382,8 +2239,6 @@
   - [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.
@@ -2411,6 +2266,7 @@
   - [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.
+  - [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.
   - [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.
@@ -2526,6 +2382,7 @@
   - [doordash.engineering: Fast Feedback Loop for Kubernetes Product Development' in a Production Environment](https://doordash.engineering/2022/06/23/fast-feedback-loop-for-kubernetes-product-development-in-a-production-environment)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering doordash.engineering: Fast Feedback Loop for Kubernetes Product Development' in a Production Environment in the Kubernetes Tools ecosystem.
   - [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.
+  - [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.
   - [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.
@@ -2607,7 +2464,6 @@
   - [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.
   - [dzone: Dive Deep Into Resource Requests and Limits in Kubernetes](https://dzone.com/articles/dive-deep-into-resource-requests-and-limits-in-kub)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: Dive Deep Into Resource Requests and Limits in Kubernetes in the Kubernetes Tools ecosystem.
@@ -2729,12 +2585,6 @@
   - **(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
@@ -2783,13 +2633,13 @@
 #### Deep Dive (1)
 
   - **(2021)** [**harness.io: Kubernetes Services Explained 🌟**](https://www.harness.io/blog/kubernetes-services-explained) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” Analyzes the network mechanics of Kubernetes Services, detailing internal DNS resolution, kube-proxy iptables configurations, and IPVS packet translation rules. Useful for tracing service discovery latencies.
-#### Fundamentals (7)
+#### Fundamentals (6)
 
   - **(2020)** [blog.alexellis.io: A Primer: Accessing services in Kubernetes](https://blog.alexellis.io/primer-accessing-kubernetes-services) 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Demystifies service exposition mechanisms. Breaks down the network plumbing and structural configuration differences between ClusterIP, NodePort, and cloud-provider LoadBalancer integrations.
 #### IPVS
 
   - **(2021)** [dustinspecker.com: IPVS: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/ipvs-how-kubernetes-services-direct-traffic-to-pods) [GO/BASH CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A core-level networking analysis explaining how the IP Virtual Server (IPVS) routing layer handles service balancing inside high-scale clusters, demonstrating massive throughput advantages over standard iptables.
-### kube-proxy (1)
+### kube-proxy
 
 #### IPVS Routing
 
@@ -2804,13 +2654,6 @@
 #### 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)
@@ -2969,7 +2812,7 @@
 #### 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 (2)
+### High Availability (1)
 
 #### Deployment Best Practices
 
@@ -2985,7 +2828,7 @@
 #### Bootstrap Methods
 
   - **(2023)** [itnext.io: Kubernetes Installation Methods The Complete Guide](https://itnext.io/kubernetes-installation-methods-the-complete-guide-1036c860a2b3) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” A comprehensive analysis of various Kubernetes bootstrap frameworks. Compares local learning solutions (Kind, Minikube, K3s) with enterprise production installation engines (Kubeadm, Kubespray, and fully managed public cloud options like GKE, EKS, AKS), detailing networking setup and etcd topography trade-offs.
-### Lifecycle Management
+### Lifecycle Management (1)
 
 #### Day 2 Operations
 
@@ -3056,7 +2899,7 @@
   - **(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 (3)
+#### High Availability (2)
 
   - **(2021)** [blog.kintone.io: Tolerating failures in container image registries 🌟](https://blog.kintone.io/entry/neco-registry) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Case study analyzing how to deploy failure-tolerant private registries in high-availability environments. Explains how to set up resilient storage layers, handle replication synchronization, and use local pull-through caching to shield nodes from upstream network outages.
 ### Reliability (3)
@@ -3066,7 +2909,6 @@
   - **(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) 🌟🌟🌟🌟 [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)
 
@@ -3122,7 +2964,7 @@
   - **(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 (8)
+#### Fundamentals (7)
 
   - **(2021)** [redhat.com: Kubernetes basics for sysadmins](https://www.redhat.com/en/blog/kubernetes-basics-sysadmins) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Examines Kubernetes through the lens of bare-metal and VM sysadmins. Contextualizes namespaces, control groups (cgroups), and network namespaces against traditional Linux system administration paradigms.
 ### Troubleshooting (3)
@@ -3151,7 +2993,7 @@
 #### 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 (9)
+### Fundamentals (8)
 
 #### Pods (2)
 
@@ -3296,13 +3138,6 @@
 #### 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
@@ -3404,7 +3239,7 @@
   - **(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 (1)
+#### Memory Management
 
   - **(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.
@@ -3552,9 +3387,6 @@
   - **(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.
@@ -3607,7 +3439,7 @@
   - **(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 (3)
+#### Container Runtimes (2)
 
   - **(2026)** [==k8scr 🌟==](https://github.com/hasheddan/k8scr) ⭐ 119  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” A lightweight and specific CLI utility used to inspect and fetch container image metadata from within a Kubernetes context. It bypasses complex registry credential configurations, allowing developers and administrators to debug and analyze container layers directly.
 ### Resource Management (3)
@@ -3672,13 +3504,6 @@
 #### 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
@@ -3748,7 +3573,7 @@
 #### 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 (1)
+## Traffic Management
 
 ### Ingress
 
@@ -3947,5 +3772,5 @@
   - **(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:** [About](./about.md) | [Demos](./demos.md) | [Cheatsheets](./cheatsheets.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md) | [Cloud Asset Inventory](./cloud-asset-inventory.md)
 
diff --git a/v2-docs/kustomize.md b/v2-docs/kustomize.md
index b1c59f51..dabb635d 100644
--- a/v2-docs/kustomize.md
+++ b/v2-docs/kustomize.md
@@ -29,6 +29,9 @@
 1. [Declarative GitOps](#declarative-gitops-1)
   - [GitOps Frameworks](#gitops-frameworks)
     - [Kubestack](#kubestack)
+1. [Infrastructure Security](#infrastructure-security)
+  - [Inbound Traffic Management](#inbound-traffic-management)
+    - [Traefik](#traefik)
 
 ## Application Configuration
 
@@ -114,7 +117,14 @@
 #### 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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
 
diff --git a/v2-docs/linux-dev-env.md b/v2-docs/linux-dev-env.md
index 72520681..27b4d168 100644
--- a/v2-docs/linux-dev-env.md
+++ b/v2-docs/linux-dev-env.md
@@ -24,6 +24,9 @@
     - [Ubuntu](#ubuntu)
     - [VS Code Integration](#vs-code-integration)
     - [WSL Installation](#wsl-installation)
+1. [Local Developer Environment](#local-developer-environment)
+  - [Version Management](#version-management)
+    - [Multi-Language Runtimes](#multi-language-runtimes)
 1. [Local Development](#local-development)
   - [Operating Systems](#operating-systems)
     - [WSL](#wsl)
@@ -79,6 +82,13 @@
   - **(2021)** [bleepingcomputer.com: Windows 11 can now install WSL from the Microsoft' Store 🌟](https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-from-the-microsoft-store) [N/A CONTENT]  [COMMUNITY-TOOL] β€” This technical review details Microsoft's strategic shift to deliver WSL as an application through the Microsoft Store on Windows 11. Decoupling WSL from core OS updates allows rapid feature and driver iterations without requiring full system reboots. It guarantees that development teams can access the latest filesystem speed improvements and driver updates immediately.
   - **(2020)** [Microsoft Makes it Easier to Install WSL on Windows 10 🌟](https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command) [N/A CONTENT]  [COMMUNITY-TOOL] β€” An overview of Microsoft's streamlined WSL installation process, highlighting the creation of the unified `wsl --install` command. This enhancement automates feature enablement and default distribution retrieval, lowering the onboarding barrier for DevOps engineers. This simplification is highly beneficial for enterprise-wide developer environment standardization.
   - **(2020)** [Distro installation added to WSL --install in Windows 10 insiders preview build 20246](https://devblogs.microsoft.com/commandline/distro-installation-added-to-wsl-install-in-windows-10-insiders-preview-build-20246) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” This release overview highlights improvements to the `wsl --install` process in Windows Insider Build 20246, enabling customized distribution selection during initialization. These upgrades allow teams to script automated workspace setup processes without manual user interaction. This automated workflow is essential for building reproducible local development environments via code.
+## Local Developer Environment
+
+### Version Management
+
+#### Multi-Language Runtimes
+
+  - **(2026)** [==ASDF 🌟==](https://asdf-vm.com) [SHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment drift across development machines and CI runners via a robust plugin-driven architecture.
 ## Local Development
 
 ### Operating Systems
@@ -89,5 +99,5 @@
   - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/linux.md b/v2-docs/linux.md
index 5031df89..f38758a1 100644
--- a/v2-docs/linux.md
+++ b/v2-docs/linux.md
@@ -88,9 +88,6 @@
     - [Tricks and Tweaks](#tricks-and-tweaks)
   - [Virtualization](#virtualization)
     - [Hypervisors](#hypervisors)
-1. [Kubernetes](#kubernetes)
-  - [Resource Management](#resource-management)
-    - [CPU Throttling](#cpu-throttling)
 1. [Kubernetes Tools](#kubernetes-tools)
   - [General Reference](#general-reference)
 1. [Networking](#networking-2)
@@ -449,13 +446,6 @@
 #### 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) [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
@@ -827,5 +817,5 @@
   - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
 
diff --git a/v2-docs/liquibase.md b/v2-docs/liquibase.md
index ceafb0f2..1e2b6b7c 100644
--- a/v2-docs/liquibase.md
+++ b/v2-docs/liquibase.md
@@ -91,5 +91,5 @@
   - **(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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
 
diff --git a/v2-docs/lowcode-nocode.md b/v2-docs/lowcode-nocode.md
index b1b4f1dc..487b6bb6 100644
--- a/v2-docs/lowcode-nocode.md
+++ b/v2-docs/lowcode-nocode.md
@@ -56,5 +56,5 @@
   - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/managed-kubernetes-in-public-cloud.md b/v2-docs/managed-kubernetes-in-public-cloud.md
index 4ab41ee1..d508106d 100644
--- a/v2-docs/managed-kubernetes-in-public-cloud.md
+++ b/v2-docs/managed-kubernetes-in-public-cloud.md
@@ -29,7 +29,6 @@
     - [Infrastructure Design](#infrastructure-design)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws)
-    - [Container Orchestration](#container-orchestration)
     - [EKS and Container Orchestration](#eks-and-container-orchestration)
   - [Amazon EKS](#amazon-eks)
     - [ACK](#ack)
@@ -48,9 +47,6 @@
     - [Prometheus](#prometheus)
   - [Cloud Migration](#cloud-migration)
     - [Automation](#automation)
-  - [Container Orchestration](#container-orchestration-1)
-    - [AKS Integration](#aks-integration)
-    - [EKS Security](#eks-security)
   - [Continuous Delivery](#continuous-delivery)
     - [GitOps](#gitops)
     - [Preview Environments](#preview-environments)
@@ -93,9 +89,6 @@
     - [Industry Trends](#industry-trends)
     - [Managed Services](#managed-services)
     - [Platform Engineering](#platform-engineering)
-1. [Cloud Native and Kubernetes](#cloud-native-and-kubernetes)
-  - [Monitoring and Observability](#monitoring-and-observability)
-    - [Network Observability](#network-observability)
 1. [Cloud Providers](#cloud-providers)
   - [AWS EKS](#aws-eks-1)
     - [Cluster Lifecycle](#cluster-lifecycle)
@@ -121,7 +114,7 @@
       - [Base Build](#base-build)
     - [Machine Learning](#machine-learning-1)
       - [Kubeflow Storage](#kubeflow-storage)
-    - [Monitoring and Observability](#monitoring-and-observability-1)
+    - [Monitoring and Observability](#monitoring-and-observability)
       - [API Server Diagnostics](#api-server-diagnostics)
     - [Networking](#networking-2)
       - [CoreDNS Scaling](#coredns-scaling)
@@ -203,9 +196,6 @@
     - [KubeKey](#kubekey)
   - [Managed Kubernetes](#managed-kubernetes)
     - [Azure AKS](#azure-aks)
-1. [Cluster Architecture](#cluster-architecture)
-  - [Sizing](#sizing)
-    - [Node Allocatable](#node-allocatable)
 1. [Container Platforms](#container-platforms)
   - [Enterprise Platforms](#enterprise-platforms)
     - [Cluster API](#cluster-api)
@@ -222,17 +212,10 @@
 1. [Development Tools](#development-tools)
   - [Storage](#storage-3)
     - [Volume Synchronization](#volume-synchronization)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [AWS Optimization](#aws-optimization)
-    - [EKS Log Optimization](#eks-log-optimization)
-  - [Kubernetes FinOps](#kubernetes-finops)
-    - [Cost Management](#cost-management)
 1. [Financial Operations](#financial-operations)
   - [Cost Optimization](#cost-optimization-5)
     - [Node Allocation](#node-allocation)
 1. [Infrastructure](#infrastructure)
-  - [Enterprise Backup](#enterprise-backup)
-    - [Cloud-Native Integration](#cloud-native-integration)
   - [Hybrid and On-Premises](#hybrid-and-on-premises)
     - [Azure Stack Hub](#azure-stack-hub)
   - [Ingress and Routing](#ingress-and-routing-2)
@@ -305,12 +288,6 @@
     - [Legacy Scaffolding](#legacy-scaffolding)
   - [GitOps](#gitops-1)
     - [Declarative Infrastructure](#declarative-infrastructure)
-1. [Resilience](#resilience)
-  - [Chaos Engineering](#chaos-engineering-1)
-    - [Cloud Architecture](#cloud-architecture)
-1. [Security](#security-2)
-  - [Cloud Security](#cloud-security)
-    - [EKS Hardening](#eks-hardening)
 1. [Security and Governance](#security-and-governance)
   - [Access and Identity](#access-and-identity)
     - [Azure Key Vault](#azure-key-vault)
@@ -366,8 +343,11 @@
 
 #### General Reference
 
+  - [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.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.
+  - [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: 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.
   - [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.
@@ -379,7 +359,6 @@
   - [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.
@@ -388,7 +367,6 @@
   - [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.
@@ -462,7 +440,6 @@
   - [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.
@@ -507,11 +484,6 @@
 
 ### 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.
@@ -567,14 +539,6 @@
 #### 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
@@ -705,13 +669,6 @@
 #### 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)
@@ -778,7 +735,7 @@
 ##### 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 (1)
+#### Monitoring and Observability
 
 ##### API Server Diagnostics
 
@@ -1008,13 +965,6 @@
 #### Azure AKS
 
   - **(2025)** [youtube: The AKS Community](https://www.youtube.com/@theakscommunity) [N/A CONTENT]  [COMMUNITY-TOOL] β€” A dedicated developer and operator community resource focusing on Azure Kubernetes Service (AKS). Tracks the evolution of enterprise-ready features, including node autoscale profiles, azure-cni overlays, Workload Identity, and cost optimization practices. (Live Grounding: Serves as an invaluable hub for tracking live updates directly from Microsoft engineers).
-## Cluster Architecture
-
-### Sizing
-
-#### Node Allocatable
-
-  - **(2023)** [learnk8s.io: Allocatable memory and CPU in Kubernetes Nodes](https://learnkube.com/allocatable-resources) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Demystifies how Kubernetes computes physical allocatable resources. Deeply details the underlying formulas for `kube-reserved`, `system-reserved`, and eviction thresholds to ensure cluster stability under heavy workloads.
 ## Container Platforms
 
 ### Enterprise Platforms
@@ -1055,18 +1005,6 @@
 #### 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)
@@ -1076,11 +1014,6 @@
   - **(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
@@ -1266,20 +1199,6 @@
 #### 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
@@ -1356,5 +1275,5 @@
   - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
 
diff --git a/v2-docs/matrix-table.md b/v2-docs/matrix-table.md
index e2705717..bdfc9494 100644
--- a/v2-docs/matrix-table.md
+++ b/v2-docs/matrix-table.md
@@ -43,10 +43,10 @@
 
 ### General Reference
 
-  - [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.
+  - [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.
 ## Local Development
 
 ### Kubernetes Environments
@@ -66,13 +66,6 @@
 #### Minikube
 
   - **(2026)** [==Minikube==](https://github.com/kubernetes/minikube) ⭐ 31871  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.
-## Networking and Security
-
-### Kubernetes Networking
-
-#### Ingress and Traffic
-
-  - **(2023)** [==Learnk8s: Comparison of Kubernetes Ingress Controllers 🌟🌟==](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit) [MARKDOWN CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An expansive, community-maintained comparison spreadsheet detailing the feature matrices, protocol supports, dynamic reloading behaviors, and ecosystem integrations of various Ingress Controllers. Live Grounding highlights this dynamic reference as an essential resource for architects choosing ingress tools based on enterprise requirements.
 ## Platform Architecture
 
 ### Cloud Providers
@@ -108,5 +101,5 @@
   - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
 
diff --git a/v2-docs/maven-gradle.md b/v2-docs/maven-gradle.md
index b52510cb..d48fbc30 100644
--- a/v2-docs/maven-gradle.md
+++ b/v2-docs/maven-gradle.md
@@ -184,5 +184,5 @@
   - **(2026)** [**code.visualstudio.com: Java Project Management in VS Code**](https://code.visualstudio.com/docs/java/java-project) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Guide on setting up VS Code for enterprise Java development. Showcases full integration with Apache Maven, offering seamless debugging, project dependency visualization, and execution pipelines.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/message-queue.md b/v2-docs/message-queue.md
index e9d87b42..fc086eb1 100644
--- a/v2-docs/message-queue.md
+++ b/v2-docs/message-queue.md
@@ -264,9 +264,6 @@
       - [Monitoring](#monitoring-3)
     - [Kubernetes SDKs](#kubernetes-sdks)
       - [Couler](#couler)
-1. [Security](#security-4)
-  - [Compliance](#compliance)
-    - [CIS Benchmarks](#cis-benchmarks)
 1. [Software Engineering](#software-engineering)
   - [Backend Development](#backend-development)
     - [Java Enterprise](#java-enterprise)
@@ -1088,13 +1085,6 @@
 ##### 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
@@ -1106,5 +1096,5 @@
   - **(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:** [Yaml](./yaml.md) | [Databases](./databases.md) | [Crunchydata](./crunchydata.md)
+πŸ’‘ **Explore Related:** [Yaml](./yaml.md) | [Newsql](./newsql.md) | [NoSQL](./nosql.md)
 
diff --git a/v2-docs/mkdocs.md b/v2-docs/mkdocs.md
index b59375e3..f4d74e43 100644
--- a/v2-docs/mkdocs.md
+++ b/v2-docs/mkdocs.md
@@ -100,7 +100,6 @@
 #### 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
@@ -110,5 +109,5 @@
   - **(2026)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] β€” The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
 
diff --git a/v2-docs/mlops.md b/v2-docs/mlops.md
index 36fa6663..4d5e89de 100644
--- a/v2-docs/mlops.md
+++ b/v2-docs/mlops.md
@@ -550,5 +550,5 @@
   - **(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) | [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md)
+πŸ’‘ **Explore Related:** [AI](./ai.md) | [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md)
 
diff --git a/v2-docs/monitoring.md b/v2-docs/monitoring.md
index 854eebc5..91818957 100644
--- a/v2-docs/monitoring.md
+++ b/v2-docs/monitoring.md
@@ -116,6 +116,9 @@
     - [Observability](#observability-7)
   - [Sysadmin](#sysadmin)
     - [Resources](#resources)
+1. [Kubernetes Management](#kubernetes-management)
+  - [Monitoring and Observability](#monitoring-and-observability)
+    - [etcd Monitoring](#etcd-monitoring)
 1. [Kubernetes Tools](#kubernetes-tools)
   - [General Reference](#general-reference)
 1. [Observability](#observability-8)
@@ -133,6 +136,7 @@
   - [Application Monitoring](#application-monitoring)
     - [.NET Core](#net-core)
     - [Java Diagnostics](#java-diagnostics)
+    - [Java JMX](#java-jmx)
     - [Java Spring Boot](#java-spring-boot)
   - [Business Strategy](#business-strategy-1)
     - [Adoption](#adoption)
@@ -169,6 +173,8 @@
   - [Metrics](#metrics-2)
     - [Core Stack](#core-stack)
     - [Prometheus Scale](#prometheus-scale)
+  - [Monitoring](#monitoring)
+    - [Metrics Collection](#metrics-collection)
   - [OpenTelemetry](#opentelemetry-1)
     - [Collector Infrastructure](#collector-infrastructure)
   - [Platform Monitoring](#platform-monitoring)
@@ -194,8 +200,11 @@
   - [Profiling](#profiling)
     - [Development Workflow](#development-workflow)
       - [Continuous Profiling](#continuous-profiling)
+  - [Testing](#testing)
+    - [Benchmarking](#benchmarking)
+      - [HTTP Tools](#http-tools)
 1. [Security](#security-1)
-  - [Monitoring](#monitoring)
+  - [Monitoring](#monitoring-1)
     - [Host Security](#host-security)
 1. [Site Reliability Engineering](#site-reliability-engineering-1)
   - [Observability](#observability-9)
@@ -217,6 +226,8 @@
   - [Observability](#observability-10)
     - [Data Pipelines](#data-pipelines-1)
       - [Telemetry Routing](#telemetry-routing)
+    - [Infrastructure Design](#infrastructure-design)
+      - [Telemetry Pipelines](#telemetry-pipelines)
     - [Logging Systems](#logging-systems)
       - [Architecture](#architecture-1)
 
@@ -496,21 +507,26 @@
 #### 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
 
   - [Transitive blocks](https://fastthread.io/ft-error.jsp)  [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.
+  - [Zebrium](https://www.zebrium.com)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Zebrium 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.
+  - [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.
   - [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.
@@ -559,6 +575,7 @@
   - [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.
   - [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.
@@ -569,6 +586,7 @@
   - [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.
   - [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.
@@ -616,6 +634,9 @@
   - **(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.
@@ -722,6 +743,11 @@
 #### Prometheus Scale
 
   - **(2020)** [Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration](https://github.com/flaviostutz/promster) ⭐ 31  [GO CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] β€” Leverages ETCD service registration to provide dynamic clustering and automated scrape sharding for distributed Prometheus deployments. While offering a lightweight alternative for scale-out setups, modern production environments in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available global metrics engines.
+### 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
@@ -785,9 +811,16 @@
 ##### 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
+### Monitoring (1)
 
 #### Host Security
 
@@ -842,6 +875,11 @@
 ##### 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)
@@ -849,5 +887,5 @@
   - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
 
diff --git a/v2-docs/networking.md b/v2-docs/networking.md
index 749caaec..ef843bb9 100644
--- a/v2-docs/networking.md
+++ b/v2-docs/networking.md
@@ -47,13 +47,13 @@
 
 #### 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.
+  - [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.
   - [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.
@@ -147,5 +147,5 @@
   - **(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:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Caching](./caching.md)
 
diff --git a/v2-docs/newsfeeds.md b/v2-docs/newsfeeds.md
index 38ba8d13..08cb66bc 100644
--- a/v2-docs/newsfeeds.md
+++ b/v2-docs/newsfeeds.md
@@ -23,13 +23,11 @@
 
 #### General Reference
 
-  - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/jenkinsci in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/openshift](https://www.reddit.com/r/openshift)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/openshift in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/redhat](https://www.reddit.com/r/redhat)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/redhat in the Kubernetes Tools ecosystem.
-  - [reddit.com/r/kubernetes](https://www.reddit.com/r/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes in the Kubernetes Tools ecosystem.
-  - [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/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/kubernetes](https://www.reddit.com/r/kubernetes)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering reddit.com/r/kubernetes in the Kubernetes Tools ecosystem.
+  - [reddit.com/r/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/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.
@@ -52,8 +50,10 @@
   - [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.
+  - [nativecloud.dev 🌟](https://nativecloud.dev)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering ==nativecloud.dev== 🌟 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.
+  - [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.
 ## FinOps and Cloud Cost
 
 ### Community Resources
@@ -69,5 +69,5 @@
   - **(2023)** [AWS Forums](https://repost.aws) 🌟🌟🌟 [LEGACY] β€” A legacy discussion forum resource for AWS developers troubleshooting infrastructure configurations and billing queries. Note: The platform has largely migrated to AWS Re:Post for community support.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Workfromhome](./workfromhome.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md)
 
diff --git a/v2-docs/noops.md b/v2-docs/noops.md
index 41344404..62bd2649 100644
--- a/v2-docs/noops.md
+++ b/v2-docs/noops.md
@@ -46,5 +46,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/oauth.md b/v2-docs/oauth.md
index 47413c21..0b994ece 100644
--- a/v2-docs/oauth.md
+++ b/v2-docs/oauth.md
@@ -33,5 +33,5 @@
   - **(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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
 
diff --git a/v2-docs/ocp3.md b/v2-docs/ocp3.md
index 7ead8dc2..d1a8bb82 100644
--- a/v2-docs/ocp3.md
+++ b/v2-docs/ocp3.md
@@ -14,9 +14,6 @@
 1. [Architectural Foundations](#architectural-foundations)
   - [Kubernetes Tools](#kubernetes-tools)
     - [General Reference](#general-reference)
-1. [Observability](#observability)
-  - [Application Monitoring](#application-monitoring)
-    - [Java JMX](#java-jmx)
 1. [Platform Architecture](#platform-architecture)
   - [Administration](#administration)
     - [Automation](#automation)
@@ -65,20 +62,13 @@
   - [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.
+  - [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.
   - [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.
   - [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)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Source-to-Image (S2I) Build in the Kubernetes Tools ecosystem.
-## Observability
-
-### Application Monitoring
-
-#### Java JMX
-
-  - **(2017)** [developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)](https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift) [JAVA CONTENT]  [COMMUNITY-TOOL] β€” Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.
 ## Platform Architecture
 
 ### Administration
@@ -148,5 +138,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/ocp4.md b/v2-docs/ocp4.md
index 05475d26..d6ed167e 100644
--- a/v2-docs/ocp4.md
+++ b/v2-docs/ocp4.md
@@ -35,9 +35,6 @@
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [Managed Kubernetes](#managed-kubernetes)
     - [Azure Red Hat OpenShift](#azure-red-hat-openshift)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes Serverless](#kubernetes-serverless)
-    - [Knative](#knative)
 1. [Cloud Native Application](#cloud-native-application)
   - [Serverless](#serverless)
     - [OpenShift Serverless](#openshift-serverless)
@@ -65,19 +62,11 @@
   - [OpenShift](#openshift-2)
     - [FAQ](#faq)
     - [Infrastructure Provisioning](#infrastructure-provisioning)
-1. [Containerization](#containerization)
-  - [Container Engines](#container-engines)
-    - [Daemonless Execution](#daemonless-execution)
-  - [Runtimes](#runtimes)
-    - [Kubernetes Integration](#kubernetes-integration)
 1. [Containers and Orchestration](#containers-and-orchestration)
   - [OpenShift](#openshift-3)
     - [Installation and Setup](#installation-and-setup)
     - [Platform Release](#platform-release)
     - [Technical Background](#technical-background)
-1. [Database](#database)
-  - [PostgreSQL](#postgresql)
-    - [Developer Tutorials](#developer-tutorials)
 1. [Developer Experience](#developer-experience)
   - [Application Development](#application-development)
     - [Kubernetes Fundamentals](#kubernetes-fundamentals)
@@ -128,8 +117,6 @@
     - [Cloud Provider Integration](#cloud-provider-integration-2)
   - [Observability Frameworks](#observability-frameworks)
     - [Telemetry Metrics](#telemetry-metrics)
-  - [OpenShift](#openshift-4)
-    - [OpenShift Serverless](#openshift-serverless-1)
   - [Operator Framework](#operator-framework)
     - [Lifecycle Management](#lifecycle-management)
   - [Performance Tuning](#performance-tuning)
@@ -155,23 +142,20 @@
     - [Sandboxed Runtimes](#sandboxed-runtimes)
   - [Workload Modernization](#workload-modernization)
     - [Windows Container Support](#windows-container-support)
+1. [Extensibility](#extensibility)
+  - [Operators](#operators)
+    - [Lifecycle Management](#lifecycle-management-1)
 1. [Extensibility and APIs](#extensibility-and-apis)
   - [Microservices](#microservices)
     - [Operator Integrations](#operator-integrations-1)
   - [Operator Framework](#operator-framework-1)
     - [Community Feed](#community-feed)
-    - [OLM Core](#olm-core)
-1. [Extensibility and Development](#extensibility-and-development)
-  - [Registries and Catalogs](#registries-and-catalogs)
-    - [Operator Discovery](#operator-discovery)
 1. [Industry Solution](#industry-solution)
   - [Construction Industry](#construction-industry)
     - [Platform-as-a-Service](#platform-as-a-service)
 1. [Infrastructure](#infrastructure)
   - [Automation](#automation)
     - [Ansible](#ansible)
-  - [Cluster Management](#cluster-management-2)
-    - [Declarative Nodes](#declarative-nodes)
   - [Cluster Provisioning](#cluster-provisioning)
     - [AWS Quick Starts](#aws-quick-starts)
   - [Container Registry](#container-registry)
@@ -179,9 +163,6 @@
     - [Self-Hosted](#self-hosted)
   - [Data Protection](#data-protection)
     - [Kubernetes Backup Operators](#kubernetes-backup-operators)
-  - [Kubernetes Distributions](#kubernetes-distributions)
-    - [Enterprise Distributions](#enterprise-distributions)
-    - [Market Landscapes](#market-landscapes)
   - [Kubernetes Operators](#kubernetes-operators-1)
     - [Database and Registry](#database-and-registry)
   - [Managed Kubernetes](#managed-kubernetes-1)
@@ -196,9 +177,6 @@
     - [AWS Provisioning](#aws-provisioning)
   - [Scheduling](#scheduling)
     - [Load-Aware](#load-aware)
-1. [Infrastructure and Operations](#infrastructure-and-operations)
-  - [Enterprise Cluster Management](#enterprise-cluster-management)
-    - [Ansible and ACM](#ansible-and-acm)
 1. [Infrastructure Security](#infrastructure-security)
   - [Container Registries](#container-registries-1)
     - [Project Quay](#project-quay)
@@ -242,14 +220,10 @@
   - [User Experience](#user-experience)
     - [OpenShift Console](#openshift-console)
 1. [Platform Engineering](#platform-engineering)
-  - [Developer Experience](#developer-experience-2)
-    - [Red Hat Ecosystem](#red-hat-ecosystem-1)
-  - [Ecosystem](#ecosystem-1)
-    - [Marketplace](#marketplace-1)
-  - [Kubernetes Distributions](#kubernetes-distributions-1)
+  - [Kubernetes Distributions](#kubernetes-distributions)
     - [Evaluation and Sandbox](#evaluation-and-sandbox)
 1. [Platforms](#platforms)
-  - [Cluster Management](#cluster-management-3)
+  - [Cluster Management](#cluster-management-2)
     - [Cluster Provisioning](#cluster-provisioning-1)
     - [Fleet Management](#fleet-management)
   - [Distribution](#distribution)
@@ -258,13 +232,13 @@
     - [Community Kubernetes](#community-kubernetes)
     - [Enterprise Kubernetes](#enterprise-kubernetes-1)
     - [Lab Setup](#lab-setup)
-  - [Lifecycle Management](#lifecycle-management-1)
+  - [Lifecycle Management](#lifecycle-management-2)
     - [Application Migration](#application-migration)
     - [Operator Framework](#operator-framework-2)
   - [Local Development](#local-development)
     - [Kubernetes Local](#kubernetes-local)
     - [OpenShift Local](#openshift-local)
-    - [Operators](#operators)
+    - [Operators](#operators-1)
     - [Remote Deployments](#remote-deployments)
   - [Virtualization](#virtualization-1)
     - [KubeVirt Core](#kubevirt-core-1)
@@ -289,22 +263,13 @@
     - [Prisma Cloud](#prisma-cloud)
   - [OpenShift Security](#openshift-security)
     - [Cluster Design](#cluster-design)
-1. [Service Mesh](#service-mesh-1)
-  - [Red Hat OpenShift](#red-hat-openshift)
-    - [Enterprise Platforms](#enterprise-platforms)
 1. [Storage](#storage)
   - [Cloud-Native Storage](#cloud-native-storage)
     - [OpenShift Data Foundation](#openshift-data-foundation)
-  - [Distributed Storage](#distributed-storage)
-    - [Ceph](#ceph)
-  - [Enterprise Storage](#enterprise-storage)
-    - [Red Hat Storage](#red-hat-storage)
-  - [Kubernetes Storage](#kubernetes-storage)
-    - [Storage Orchestrators](#storage-orchestrators)
 1. [Storage and Data](#storage-and-data)
   - [Cloud Native Storage](#cloud-native-storage)
     - [Ceph Operators](#ceph-operators)
-  - [Enterprise Storage](#enterprise-storage-1)
+  - [Enterprise Storage](#enterprise-storage)
     - [Robin Storage](#robin-storage)
   - [Persistent Storage](#persistent-storage)
     - [AWS EFS Integration](#aws-efs-integration)
@@ -340,9 +305,11 @@
   - [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.
+  - [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.
+  - [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.
+  - [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.
   - [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.
@@ -354,7 +321,6 @@
   - [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.
@@ -363,7 +329,6 @@
   - [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.
@@ -412,14 +377,6 @@
 #### Azure Red Hat OpenShift
 
   - **(2020)** [Introducing Azure Red Hat OpenShift on OpenShift 4 🌟](https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4)  [COMMUNITY-TOOL] β€” Details the managed Azure Red Hat OpenShift (ARO) offering on OpenShift 4, built on operator-led cluster lifecycle management. It discusses direct integration with Microsoft Azure services, integrated scaling, and unified support channels. This managed service drastically simplifies operational overhead, letting enterprises focus purely on microservices delivery.
-## Cloud Native
-
-### Kubernetes Serverless
-
-#### Knative
-
-  - **(2021)** [**redhat.com: What is knative?**](https://www.redhat.com/en/topics/microservices/what-is-knative) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Red Hat's baseline structural review of Knative, mapping its internal serving controllers, ingress routes, and cluster event models for enterprise operators.
-  - **(2020)** [**datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants**](https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines Knative's industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.
 ## Cloud Native Application
 
 ### Serverless
@@ -487,18 +444,6 @@
 #### 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)
@@ -512,13 +457,6 @@
 #### 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
@@ -648,11 +586,6 @@
 
   - **(2021)** [**developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 4: Gathering performance metrics**](https://developers.redhat.com/articles/2021/07/29/troubleshooting-application-performance-red-hat-openshift-metrics-part-4) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Part 4 of an diagnostics series focusing on scraping application targets and debugging latency. Shows how to use the built-in PromQL interface on OpenShift to trace application runtime anomalies.
   - **(2021)** [developers.redhat.com: Troubleshooting application performance with Red Hat OpenShift metrics, Part 1: Requirements](https://developers.redhat.com/articles/2021/07/08/troubleshooting-application-performance-red-hat-openshift-metrics-part-1) 🌟🌟🌟 [COMMUNITY-TOOL] β€” Part 1 of an observability series discussing the performance requirements of gathering application telemetry in OpenShift. Outlines the infrastructure metrics, agent resource targets, and storage patterns required for steady operations.
-### OpenShift (4)
-
-#### OpenShift Serverless (1)
-
-  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's production-hardened Knative integration. Provides out-of-the-box scale-to-zero capabilities, event routing, and secure cluster integration under the OpenShift console.
 ### Operator Framework
 
 #### Lifecycle Management
@@ -726,6 +659,13 @@
 
   - **(2021)** [**developers.redhat.com: Containerize .NET for Red Hat OpenShift: Use a Windows VM like a container**](https://developers.redhat.com/blog/2021/04/29/containerize-net-for-red-hat-openshift-use-a-windows-vm-like-a-container) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Explains how to execute legacy .NET applications alongside Linux containers on OpenShift. Details the usage of the Windows Machine Config Operator (WMCO) to run and manage Windows Server VMs directly inside OpenShift.
   - **(2021)** [**cloud.redhat.com: Announcing Bring Your Own Host Support for Windows nodes to Red Hat OpenShift**](https://www.redhat.com/en/blog/announcing-bring-your-own-host-support-for-windows-nodes-to-red-hat-openshift) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Announces Bring Your Own Host (BYOH) capabilities for Windows Server workloads on OpenShift. Explains how this feature allows operators to manually bootstrap pre-configured Windows instances into their clusters.
+## Extensibility
+
+### Operators
+
+#### Lifecycle Management (1)
+
+  - **(2024)** [==Red Hat OLM==](https://github.com/operator-framework/operator-lifecycle-manager) ⭐ 1857  [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.
 ## Extensibility and APIs
 
 ### Microservices
@@ -738,16 +678,6 @@
 #### Community Feed
 
   - **(2024)** [twitter.com/operatorhubio](https://x.com/operatorhubio)  [COMMUNITY-TOOL] β€” The official community account sharing news, releases, and developments in the operator ecosystem.
-#### OLM Core
-
-  - **(2026)** [==OLM Arquitecture==](https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md) ⭐ 1857  [MARKDOWN CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators.
-## Extensibility and Development
-
-### Registries and Catalogs
-
-#### Operator Discovery
-
-  - **(2026)** [operatorhub.io](https://operatorhub.io) [N/A CONTENT]  [COMMUNITY-TOOL] β€” OperatorHub is the central ecosystem registry showcasing community and enterprise Operators. It functions as an indexing catalog that standardizes installation formats, promoting packaging standards aligned with the Operator Lifecycle Manager (OLM) format.
 ## Industry Solution
 
 ### Construction Industry
@@ -763,11 +693,6 @@
 #### 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
@@ -786,14 +711,6 @@
 #### 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
@@ -835,13 +752,6 @@
 #### 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)
@@ -948,24 +858,14 @@
   - **(2020)** [OpenShift topology view: A milestone towards a better developer experience](https://www.redhat.com/en/blog/openshift-topology-view-milestone-towards-better-developer-experience)  [COMMUNITY-TOOL] β€” An analysis of the OpenShift Developer Console Topology View. This visual dashboard maps microservice networks, workloads, and real-time build systems, significantly easing day-to-day application management tasks.
 ## Platform Engineering
 
-### Developer Experience (2)
-
-#### Red Hat Ecosystem (1)
-
-  - **(2026)** [==Developer Sandbox==](https://developers.redhat.com/developer-sandbox) 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Provides immediate, zero-cost developer access to an active, shared OpenShift cluster environment pre-populated with cloud-native tooling. Eliminates complex infrastructure bootstrapping for developers, letting them deploy containers instantly. In 2026, it is the standard starting sandbox for assessing OpenShift APIs.
-### Ecosystem (1)
-
-#### Marketplace (1)
-
-  - **(2024)** [Red Hat Marketplace](https://marketplace.redhat.com/sunset) 🌟🌟 [COMMUNITY-TOOL] β€” Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.
-### Kubernetes Distributions (1)
+### Kubernetes Distributions
 
 #### Evaluation and Sandbox
 
   - **(2026)** [**try.openshift.com 🌟**](https://www.redhat.com/en/technologies/cloud-computing/openshift/try-it) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Unified gateway for trialing OpenShift deployments across public clouds, virtualization platforms, and local developer workstations (via OpenShift Local). Enables architects to evaluate operational complexity and developer tooling. Continually updated in 2026 to reflect the latest stable 4.x features.
 ## Platforms
 
-### Cluster Management (3)
+### Cluster Management (2)
 
 #### Cluster Provisioning (1)
 
@@ -995,7 +895,7 @@
 
   - **(2021)** [okd4-upi-lab-setup: Building an OpenShift - OKD 4.X Lab](https://cgruver.github.io/okd4-upi-lab-setup) [ANSIBLE CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An automated GitHub lab orchestration repository designed to construct an OKD 4.x environment via User Provisioned Infrastructure (UPI). Using automated Bash scripts and Ansible playbooks, it speeds up the configuration of helper services (DNS, HAProxy, Web server) and manages cluster deployment.
   - **(2020)** [blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home Lab](https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” An extensive blog series instructing network engineers and developers on setting up a bare-metal OKD 4.4 cluster inside a personal home lab. It covers essential infrastructure prep, including configuring DHCP, DNS forwarding, PXE booting, HAProxy for load balancing, and deploying the bootstrap control VM.
-### Lifecycle Management (1)
+### Lifecycle Management (2)
 
 #### Application Migration
 
@@ -1013,7 +913,7 @@
   - **(2025)** [Homepage](https://crc.dev)  [COMMUNITY-TOOL] β€” The landing portal for Red Hat OpenShift Local (formerly CodeReady Containers / CRC). OpenShift Local packages a minimal, single-node OpenShift cluster into a single virtual machine optimized for local development. Live grounding confirms it is the primary local emulation tool, replacing minishift, and is designed for developers building cloud-native applications directly on macOS, Windows, or Linux.
   - **(2020)** [schabell.org: How to setup OpenShift Container Platform 4.5 on your local machine in minutes](https://www.schabell.org/2020/09/how-to-setup-openshift-container-platform-45.html)  [COMMUNITY-TOOL] β€” A developer-authored setup guide focusing on standing up an OpenShift Container Platform 4.5 environment locally in minutes. The post reviews resource constraints, command-line usage, automated virtual machine instantiation steps, and best practices for optimizing memory footpins to prevent developer system crashes.
   - **(2019)** [Red Hat OpenShift 4.2 on your laptop: Introducing **Red Hat CodeReady Containers**](https://developers.redhat.com/blog/2019/09/05/red-hat-openshift-4-on-your-laptop-introducing-red-hat-codeready-containers)  [COMMUNITY-TOOL] β€” Historical launch announcement introducing Red Hat CodeReady Containers (now OpenShift Local) for OpenShift 4.2. It marks the transition to Operator-driven OpenShift clusters running on local developer laptops. The single-node environment utilizes host-native hypervisors (Hyper-V, Libvirt, Hyperkit) to containerize all cluster control-plane workloads into a resource-constrained footprint.
-#### Operators
+#### Operators (1)
 
   - **(2020)** [Install Red Hat OpenShift Operators on your laptop using Red Hat CodeReady Containers and Red Hat Marketplace](https://developers.redhat.com/blog/2020/09/09/install-red-hat-openshift-operators-on-your-laptop-using-red-hat-codeready-containers-and-red-hat-marketplace)  [LEGACY] β€” This tutorial covers deploying OpenShift Operators inside CodeReady Containers (OpenShift Local). Note: Red Hat Marketplace integration steps are now legacy due to the marketplace's sunset. However, the core technique of utilizing local Operator Lifecycle Manager (OLM) configurations to install enterprise-grade catalog operators on a local developer laptop remains highly relevant.
 #### Remote Deployments
@@ -1076,13 +976,6 @@
 #### 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
@@ -1090,21 +983,6 @@
 #### 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
@@ -1112,7 +990,7 @@
 #### 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 (1)
+### Enterprise Storage
 
 #### Robin Storage
 
@@ -1124,5 +1002,5 @@
   - **(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:** [Openshift](./openshift.md) | [Serverless](./serverless.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/openshift-pipelines.md b/v2-docs/openshift-pipelines.md
index f92776a2..f1fd0694 100644
--- a/v2-docs/openshift-pipelines.md
+++ b/v2-docs/openshift-pipelines.md
@@ -154,5 +154,5 @@
   - **(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:** [Jenkins](./jenkins.md) | [Flux](./flux.md) | [Argo](./argo.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
 
diff --git a/v2-docs/openshift.md b/v2-docs/openshift.md
index 9c73b817..e3472ae7 100644
--- a/v2-docs/openshift.md
+++ b/v2-docs/openshift.md
@@ -48,9 +48,6 @@
 1. [Orchestration and Packaging](#orchestration-and-packaging)
   - [Networking](#networking-1)
     - [Egress Firewalls](#egress-firewalls)
-1. [Performance Engineering](#performance-engineering)
-  - [Kubernetes Optimization](#kubernetes-optimization)
-    - [Autonomous Tuning](#autonomous-tuning)
 1. [Platform Engineering](#platform-engineering-1)
   - [Architectural Insights](#architectural-insights)
     - [Personal Blog](#personal-blog)
@@ -94,15 +91,16 @@
   - [aroworkshop.io 🌟](https://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.
+  - [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.
   - [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.
+  - [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.
+  - [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.
   - [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.
+  - [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.
   - [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.
@@ -123,7 +121,6 @@
   - [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
@@ -216,13 +213,6 @@
 #### Egress Firewalls
 
   - **(2024)** [**Accessing External Services Using Egress Router**](https://www.redhat.com/en/blog/accessing-external-services-using-egress-router) [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Deep-dive into configuring Red Hat OpenShift Egress Router pods to map outbound traffic to dedicated public IPs. This facilitates firewalled external resources (like legacy DBs) to authorize connections from fluid Kubernetes pods securely.
-## Performance Engineering
-
-### Kubernetes Optimization
-
-#### Autonomous Tuning
-
-  - **(2025)** [**How Kruize Optimizes OpenShift Workloads**](https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads) [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.
 ## Platform Engineering (1)
 
 ### Architectural Insights
@@ -317,5 +307,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Serverless](./serverless.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/oraclecloud.md b/v2-docs/oraclecloud.md
index f18a69b1..32eb1d38 100644
--- a/v2-docs/oraclecloud.md
+++ b/v2-docs/oraclecloud.md
@@ -61,5 +61,5 @@
   - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
 
diff --git a/v2-docs/other-awesome-lists.md b/v2-docs/other-awesome-lists.md
index 0eb8e259..70dac9c7 100644
--- a/v2-docs/other-awesome-lists.md
+++ b/v2-docs/other-awesome-lists.md
@@ -11,8 +11,6 @@
 1. [AI and Machine Learning](#ai-and-machine-learning)
   - [MLOps](#mlops)
     - [Resources](#resources)
-  - [Training](#training)
-    - [Fundamentals](#fundamentals)
 1. [AI Engineering](#ai-engineering)
   - [Model Context Protocol](#model-context-protocol)
     - [Awesome Lists](#awesome-lists-1)
@@ -21,9 +19,6 @@
     - [Resources](#resources-1)
   - [API Management](#api-management)
     - [Resources](#resources-2)
-1. [Application Integration](#application-integration)
-  - [API Design](#api-design)
-    - [Documentation](#documentation)
 1. [Artificial Intelligence](#artificial-intelligence)
   - [LLMOps and MLOps](#llmops-and-mlops)
     - [Curated Ecosystems](#curated-ecosystems)
@@ -38,7 +33,7 @@
   - [Azure](#azure)
     - [Architecture](#architecture)
     - [Resources](#resources-4)
-    - [Training](#training-1)
+    - [Training](#training)
   - [DigitalOcean](#digitalocean)
     - [Resources](#resources-5)
   - [GCP](#gcp)
@@ -97,7 +92,7 @@
     - [Productivity](#productivity)
     - [Scalability](#scalability)
     - [Security](#security-2)
-    - [Training](#training-2)
+    - [Training](#training-1)
   - [Cheat Sheets](#cheat-sheets)
     - [DevOps](#devops)
   - [Educational Resources](#educational-resources)
@@ -138,7 +133,7 @@
   - [Scripts](#scripts)
     - [Bash](#bash)
     - [PowerShell](#powershell)
-1. [Documentation](#documentation-1)
+1. [Documentation](#documentation)
   - [Alternative Docs](#alternative-docs)
     - [Kubernetes](#kubernetes-3)
 1. [Infrastructure](#infrastructure)
@@ -252,11 +247,6 @@
 #### 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
@@ -276,13 +266,6 @@
 #### 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
@@ -318,7 +301,7 @@
 
   - **(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 (1)
+#### Training
 
   - **(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
@@ -476,7 +459,7 @@
 
   - **(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 (2)
+#### Training (1)
 
   - **(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
@@ -578,7 +561,7 @@
 
   - **(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 (1)
+## Documentation
 
 ### Alternative Docs
 
@@ -707,12 +690,12 @@
 
 ### 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.
+  - [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.
+  - [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.
+  - [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.
+  - [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.
+  - [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.
 ## Observability and Monitoring
 
 ### Application Performance Monitoring
@@ -852,5 +835,5 @@
   - **(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:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
 
diff --git a/v2-docs/performance-testing-with-jenkins-and-jmeter.md b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
index 19b187e8..f99b056e 100644
--- a/v2-docs/performance-testing-with-jenkins-and-jmeter.md
+++ b/v2-docs/performance-testing-with-jenkins-and-jmeter.md
@@ -29,13 +29,10 @@
     - [Observability](#observability)
     - [Testing Frameworks](#testing-frameworks)
     - [Tutorials](#tutorials)
-  - [Testing](#testing-1)
-    - [Benchmarking](#benchmarking)
-      - [HTTP Tools](#http-tools)
 1. [Systems](#systems)
   - [Performance Tuning](#performance-tuning)
     - [Diagnostic Tools](#diagnostic-tools)
-1. [Testing](#testing-2)
+1. [Testing](#testing-1)
   - [Performance Testing](#performance-testing)
     - [Gatling](#gatling)
     - [JMeter](#jmeter)
@@ -136,13 +133,6 @@
 
   - **(2023)** [**youtube: JMeter API Performance Testing Tutorial 🌟**](https://www.youtube.com/watch?v=8r5LYzUIepo) [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Educational walkthrough mapping API load-test workflows. Covers parameterizing user requests, analyzing server metrics, and troubleshooting unexpected timeouts in dynamic microservices backends.
   - **(2021)** [tutorialspoint.com: JMeter Quick Guide](https://www.tutorialspoint.com/jmeter/pdf/jmeter_quick_guide.pdf) [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] [GUIDE] β€” Reference manual covering basic JMeter thread management and test flow structures. Designed to help teams write simple API validations and performance regression scripts.
-### Testing (1)
-
-#### Benchmarking
-
-##### HTTP Tools
-
-  - **(2021)** [blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**](https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb) [PYTHON CONTENT]  [COMMUNITY-TOOL] β€” Introduces pycurlb, a Python-based wrapper and benchmarking utility utilizing libcurl for low-overhead HTTP performance testing. Explores its use cases in testing microservice latency and raw throughput. Curator Insight: Quick functional introduction of a new pycurl tool. Live Grounding: Provides an alternative for developers seeking a highly customizable, scriptable curl execution engine for API baselining.
 ## Systems
 
 ### Performance Tuning
@@ -150,7 +140,7 @@
 #### Diagnostic Tools
 
   - **(2022)** [blog.desdelinux.net: Microsoft Performance-Tools, una serie de herramientas open source para analizar el rendimiento del sistema](https://blog.desdelinux.net/microsoft-performance-tools-una-serie-de-herramientas-open-source-para-analizar-el-rendimiento-del-sistema) [N/A CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Overview of Microsoft's Performance-Tools suite, which provides cross-platform command-line tools for analyzing trace logs, Windows/Linux system resource usage, and overall system performance. It details how architects can inspect CPU, disk, and networking bottlenecks at a low kernel-level, enhancing system-level optimization.
-## Testing (2)
+## Testing (1)
 
 ### Performance Testing
 
@@ -180,5 +170,5 @@
   - **(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) | [QA](./qa.md) | [Test Automation Frameworks](./test-automation-frameworks.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 
diff --git a/v2-docs/postman.md b/v2-docs/postman.md
index fe42091b..f4879462 100644
--- a/v2-docs/postman.md
+++ b/v2-docs/postman.md
@@ -134,5 +134,5 @@
   - **(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:** [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md) | [Java_Frameworks](./java_frameworks.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/private-cloud-solutions.md b/v2-docs/private-cloud-solutions.md
index afdcf6ea..8f42dcaa 100644
--- a/v2-docs/private-cloud-solutions.md
+++ b/v2-docs/private-cloud-solutions.md
@@ -21,5 +21,5 @@
   - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
 
diff --git a/v2-docs/project-management-methodology.md b/v2-docs/project-management-methodology.md
index d62ee232..3e823cfa 100644
--- a/v2-docs/project-management-methodology.md
+++ b/v2-docs/project-management-methodology.md
@@ -502,5 +502,5 @@
   - **(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) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 
diff --git a/v2-docs/project-management-tools.md b/v2-docs/project-management-tools.md
index ceff94d1..42dfddcd 100644
--- a/v2-docs/project-management-tools.md
+++ b/v2-docs/project-management-tools.md
@@ -122,5 +122,5 @@
   - **(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) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 
diff --git a/v2-docs/prometheus.md b/v2-docs/prometheus.md
index 1948d022..88dd442d 100644
--- a/v2-docs/prometheus.md
+++ b/v2-docs/prometheus.md
@@ -80,7 +80,6 @@
     - [Interoperability](#interoperability)
   - [Monitoring](#monitoring)
     - [IoT Observability](#iot-observability)
-    - [Metrics Collection](#metrics-collection)
     - [Prometheus Agent](#prometheus-agent)
     - [Prometheus Getting Started](#prometheus-getting-started)
     - [Prometheus Meta-Monitoring](#prometheus-meta-monitoring)
@@ -133,10 +132,6 @@
     - [Cardinality Management](#cardinality-management)
   - [Visualization](#visualization)
     - [Grafana Dashboards](#grafana-dashboards)
-1. [Systems Design](#systems-design)
-  - [Observability](#observability-2)
-    - [Infrastructure Design](#infrastructure-design)
-      - [Telemetry Pipelines](#telemetry-pipelines)
 
 ## Cloud Native Infrastructure
 
@@ -276,11 +271,11 @@
 ### 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)  [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.
+  - [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.
   - [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.
@@ -403,9 +398,6 @@
 #### 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.
@@ -560,16 +552,7 @@
 #### Grafana Dashboards
 
   - **(2026)** [Grafana Dashboards with Telegraf Collectors](https://grafana.com/grafana/dashboards/?collector=Telegraf) [NONE CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Curated dashboard collection optimized for displaying metrics gathered via Telegraf. Provides visual paradigms for memory, system operations, disk throughput, and CPU scaling.
-## Systems Design
-
-### Observability (2)
-
-#### Infrastructure Design
-
-##### Telemetry Pipelines
-
-  - **(2022)** [learnsteps.com: Monitoring Infrastructure System Design](https://www.learnsteps.com/monitoring-infrastructure-system-design) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Architectural breakdown of designing an end-to-end monitoring infrastructure from scratch. Examines the selection of pull vs. push telemetry models, buffer queues (like Kafka), and time-series databases (TSDBs). Curator Insight: High-level overview of system design for monitoring platforms. Live Grounding: Serves as a great architectural primer for platform engineering teams building internal metrics systems.
 
 ---
-πŸ’‘ **Explore Related:** [About](./about.md) | [Demos](./demos.md) | [Kubernetes](./kubernetes.md)
+πŸ’‘ **Explore Related:** [Demos](./demos.md) | [Kubernetes](./kubernetes.md) | [Cloud Arch Diagrams](./cloud-arch-diagrams.md)
 
diff --git a/v2-docs/public-cloud-solutions.md b/v2-docs/public-cloud-solutions.md
index 36f214c0..4059cde9 100644
--- a/v2-docs/public-cloud-solutions.md
+++ b/v2-docs/public-cloud-solutions.md
@@ -30,9 +30,6 @@
     - [Business Case](#business-case)
   - [Multimedia](#multimedia)
     - [Provider Comparisons](#provider-comparisons)
-1. [Cloud Providers](#cloud-providers)
-  - [Alternative Clouds](#alternative-clouds)
-    - [Kubernetes DOKS](#kubernetes-doks)
 1. [Cloud Strategy](#cloud-strategy)
   - [Architecture](#architecture)
     - [Multi-Cloud Assessment](#multi-cloud-assessment)
@@ -145,13 +142,6 @@
 #### 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
@@ -267,5 +257,5 @@
   - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
 
diff --git a/v2-docs/pulumi.md b/v2-docs/pulumi.md
index 51211b86..422cb1e3 100644
--- a/v2-docs/pulumi.md
+++ b/v2-docs/pulumi.md
@@ -37,9 +37,6 @@
     - [Pulumi](#pulumi-5)
   - [Package Management](#package-management)
     - [Pulumi Registry](#pulumi-registry-1)
-1. [Kubernetes Developer Experience](#kubernetes-developer-experience)
-  - [Graph-Based Dev and Test](#graph-based-dev-and-test)
-    - [Garden Documentation](#garden-documentation)
 
 ## Architectural Foundations
 
@@ -120,14 +117,7 @@
 #### 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:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Oauth](./oauth.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Chef](./chef.md)
 
diff --git a/v2-docs/python.md b/v2-docs/python.md
index 388fb9f4..53eae8ce 100644
--- a/v2-docs/python.md
+++ b/v2-docs/python.md
@@ -242,7 +242,6 @@
     - [Object-Oriented Programming](#object-oriented-programming-2)
   - [Python](#python-3)
     - [CLI Generation](#cli-generation)
-    - [Computer Science Foundations](#computer-science-foundations)
     - [Debugging Tools](#debugging-tools)
     - [Educational Resources](#educational-resources)
     - [Language Fundamentals](#language-fundamentals)
@@ -1026,9 +1025,6 @@ 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.
@@ -1219,5 +1215,5 @@ 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](https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro) [PYTHON CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” Historical tutorial introducing Test-Driven Development (TDD) concepts in Django. Evaluates assertion workflows, testing isolated model components, and unit test integrations within early Python CI environments.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Dom](./dom.md) | [Java_Frameworks](./java_frameworks.md)
 
diff --git a/v2-docs/qa.md b/v2-docs/qa.md
index 97f25ecf..b663bef6 100644
--- a/v2-docs/qa.md
+++ b/v2-docs/qa.md
@@ -269,5 +269,5 @@
   - **(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) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [Test Automation Frameworks](./test-automation-frameworks.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 
diff --git a/v2-docs/rancher.md b/v2-docs/rancher.md
index 1892ad46..47075b79 100644
--- a/v2-docs/rancher.md
+++ b/v2-docs/rancher.md
@@ -11,9 +11,6 @@
 1. [Architectural Foundations](#architectural-foundations)
   - [Kubernetes Tools](#kubernetes-tools)
     - [General Reference](#general-reference)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes](#kubernetes)
-    - [Rancher Management](#rancher-management)
 1. [Container Engines](#container-engines)
   - [Lightweight Runtimes](#lightweight-runtimes)
     - [Archived Projects](#archived-projects)
@@ -62,12 +59,6 @@
   - [GitOps](#gitops-1)
     - [Fleet Management](#fleet-management)
     - [Tutorials](#tutorials)
-1. [Infrastructure](#infrastructure-1)
-  - [Cluster Management](#cluster-management)
-    - [RKE2](#rke2)
-1. [Introductory](#introductory)
-  - [Concepts](#concepts)
-    - [Core Resources](#core-resources)
 1. [Kubernetes Management](#kubernetes-management)
   - [Case Studies](#case-studies)
     - [Finance](#finance)
@@ -86,7 +77,6 @@
     - [Quick Starts](#quick-starts-1)
   - [Monitoring and Observability](#monitoring-and-observability)
     - [Alerting](#alerting)
-    - [etcd Monitoring](#etcd-monitoring)
   - [Multi-Cluster Orchestration](#multi-cluster-orchestration)
     - [Enterprise Management](#enterprise-management)
   - [Multi-Tenancy](#multi-tenancy)
@@ -121,6 +111,7 @@
 
 #### General Reference
 
+  - [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.
   - [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.
@@ -135,14 +126,6 @@
   - [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
@@ -267,20 +250,6 @@
 #### Tutorials
 
   - **(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)
-
-### Cluster Management
-
-#### RKE2
-
-  - **(2024)** [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery) [ADVANCED LEVEL]  [COMMUNITY-TOOL] [GUIDE] β€” Critical disaster recovery operational manual targeting RKE2 standalone clusters. Focuses on backup restoration, etcd snapshot recovery, and certificate rotation when cluster management planes fail.
-## 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
@@ -326,9 +295,6 @@
 #### 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
@@ -400,5 +366,5 @@
   - **(2025)** [==Harvester==](https://github.com/harvester/harvester) ⭐ 5054  [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMware ESXi, enabling seamless co-habitation of VM and container environments under unified Kubernetes control planes.
 
 ---
-πŸ’‘ **Explore Related:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Serverless](./serverless.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/react.md b/v2-docs/react.md
index db575c7e..1a9ad653 100644
--- a/v2-docs/react.md
+++ b/v2-docs/react.md
@@ -8,13 +8,23 @@
 
 ## Table of Contents
 
+1. [Frontend Development](#frontend-development)
+  - [React Framework](#react-framework)
+    - [State Management](#state-management)
 1. [Software Engineering](#software-engineering)
-  - [Frontend Development](#frontend-development)
+  - [Frontend Development](#frontend-development-1)
     - [React Ecosystem](#react-ecosystem)
 
+## 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.
 ## Software Engineering
 
-### Frontend Development
+### Frontend Development (1)
 
 #### React Ecosystem
 
@@ -22,5 +32,5 @@
   - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/recruitment.md b/v2-docs/recruitment.md
index 525ea50b..c4841f09 100644
--- a/v2-docs/recruitment.md
+++ b/v2-docs/recruitment.md
@@ -102,6 +102,9 @@
     - [Developer Wellness](#developer-wellness-1)
   - [Team Culture](#team-culture-1)
     - [Employee Engagement](#employee-engagement)
+1. [Security](#security-1)
+  - [Container Security](#container-security)
+    - [DevSecOps](#devsecops)
 
 ## Architectural Foundations
 
@@ -368,7 +371,14 @@
 #### Employee Engagement
 
   - **(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.
+## Security (1)
+
+### Container Security
+
+#### DevSecOps
+
+  - **(2023)** [Kubernetes Security Best Practices: A DevSecOps Perspective](https://www.linkedin.com/top-content/career) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” A deep dive into Kubernetes security practices through a modern DevSecOps lens. Covers critical strategies including RBAC refinement, network policies, pod security standards, container vulnerability scanning, and managing runtime security alerts.
 
 ---
-πŸ’‘ **Explore Related:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Digital Money](./digital-money.md) | [HR](./hr.md)
 
diff --git a/v2-docs/registries.md b/v2-docs/registries.md
index eaa7d9f9..15aead66 100644
--- a/v2-docs/registries.md
+++ b/v2-docs/registries.md
@@ -202,5 +202,5 @@
   - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
 
diff --git a/v2-docs/remote-tech-jobs.md b/v2-docs/remote-tech-jobs.md
index 66559ca3..5c60d21c 100644
--- a/v2-docs/remote-tech-jobs.md
+++ b/v2-docs/remote-tech-jobs.md
@@ -63,5 +63,5 @@
   - **(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:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md)
 
diff --git a/v2-docs/scaffolding.md b/v2-docs/scaffolding.md
index 7b0d4c1e..a424b6a2 100644
--- a/v2-docs/scaffolding.md
+++ b/v2-docs/scaffolding.md
@@ -51,5 +51,5 @@
   - **(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) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 
diff --git a/v2-docs/scaleway.md b/v2-docs/scaleway.md
index 96cb8bf9..5da90272 100644
--- a/v2-docs/scaleway.md
+++ b/v2-docs/scaleway.md
@@ -31,5 +31,5 @@
   - **(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) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md)
+πŸ’‘ **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [AWS Pricing](./aws-pricing.md) | [AWS Spain](./aws-spain.md)
 
diff --git a/v2-docs/serverless.md b/v2-docs/serverless.md
index d6a69e3c..fb962e31 100644
--- a/v2-docs/serverless.md
+++ b/v2-docs/serverless.md
@@ -28,9 +28,6 @@
     - [Fundamentals](#fundamentals)
     - [Migration Patterns](#migration-patterns)
     - [Operational Cost](#operational-cost)
-1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
-  - [Serverless Architecture](#serverless-architecture)
-    - [Case Studies](#case-studies)
 1. [Cloud Native](#cloud-native)
   - [FaaS Basics](#faas-basics)
     - [Definitions](#definitions)
@@ -48,7 +45,7 @@
     - [Advanced Best Practices](#advanced-best-practices)
     - [Anti-patterns](#anti-patterns)
     - [CI-CD](#ci-cd)
-    - [Case Studies](#case-studies-1)
+    - [Case Studies](#case-studies)
     - [Design Patterns](#design-patterns)
     - [Ecosystem Landscapes](#ecosystem-landscapes)
     - [Enterprise Strategy](#enterprise-strategy)
@@ -98,7 +95,6 @@
 #### 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.
@@ -110,6 +106,7 @@
   - [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.
+  - [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.
   - [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.
@@ -162,13 +159,6 @@
 #### 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
@@ -190,6 +180,8 @@
 #### Knative
 
   - **(2026)** [==knative.dev==](https://knative.dev) [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” The premier Kubernetes-native platform for serverless workloads. Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models.
+  - **(2021)** [**redhat.com: What is knative?**](https://www.redhat.com/en/topics/microservices/what-is-knative) [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Red Hat's baseline structural review of Knative, mapping its internal serving controllers, ingress routes, and cluster event models for enterprise operators.
+  - **(2020)** [**datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants**](https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Examines Knative's industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.
 #### Knative Tooling
 
   - **(2026)** [**kn: knative client**](https://github.com/knative/client) ⭐ 385  [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” The official CLI client ('kn') for interacting with Knative installations, enabling rapid deployment of serving entities and management of decoupled event bindings.
@@ -209,7 +201,6 @@
 
 #### 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)
 
@@ -222,7 +213,7 @@
 #### 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 (1)
+#### Case Studies
 
   - **(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] [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] [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.
@@ -285,6 +276,7 @@
 
 #### OpenShift Serverless
 
+  - **(2026)** [==OpenShift Serverless==](https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless) [NONE CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Red Hat's production-hardened Knative integration. Provides out-of-the-box scale-to-zero capabilities, event routing, and secure cluster integration under the OpenShift console.
   - **(2021)** [**openshift.com: Why and When you need to consider OpenShift Serverless**](https://www.redhat.com/en/blog/why-and-when-you-need-to-consider-openshift-serverless) 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Analytically presents key decision variables for deploying OpenShift Serverless, highlighting resource cost reductions, pod auto-scaling, and cluster efficiency.
 #### OpenShift Serverless Integration
 
@@ -335,5 +327,5 @@
   - **(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:** [OCP 4](./ocp4.md) | [Openshift](./openshift.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md)
+πŸ’‘ **Explore Related:** [Kubernetes Storage](./kubernetes-storage.md) | [Kubernetes Alternatives](./kubernetes-alternatives.md) | [Kubernetes Client Libraries](./kubernetes-client-libraries.md)
 
diff --git a/v2-docs/servicemesh.md b/v2-docs/servicemesh.md
index 6bba7a99..b59dd878 100644
--- a/v2-docs/servicemesh.md
+++ b/v2-docs/servicemesh.md
@@ -21,8 +21,6 @@
   - [API Management](#api-management)
     - [Service Mesh Comparison](#service-mesh-comparison)
     - [Service Mesh Integration](#service-mesh-integration)
-  - [Data Plane](#data-plane)
-    - [Proxy](#proxy)
   - [Load Balancing](#load-balancing-1)
     - [Legacy Tooling](#legacy-tooling)
   - [Orchestration](#orchestration)
@@ -68,7 +66,7 @@
 1. [Cloud Native Networking](#cloud-native-networking)
   - [Control Plane](#control-plane)
     - [Service Mesh Architecture](#service-mesh-architecture-1)
-  - [Data Plane](#data-plane-1)
+  - [Data Plane](#data-plane)
     - [APIs and Protocols](#apis-and-protocols)
     - [Load Balancing Algorithms](#load-balancing-algorithms)
   - [Service Mesh](#service-mesh-3)
@@ -76,23 +74,16 @@
   - [Service Proxy](#service-proxy)
     - [Integration Tools](#integration-tools)
 1. [Infrastructure](#infrastructure)
-  - [Networking](#networking)
-    - [Ingress](#ingress)
-      - [Azure Application Gateway](#azure-application-gateway)
   - [Service Mesh](#service-mesh-4)
     - [Architecture Guides](#architecture-guides)
     - [Kubernetes Networking](#kubernetes-networking)
     - [Red Hat Ecosystem](#red-hat-ecosystem)
     - [Security](#security-2)
     - [System Design](#system-design)
-1. [Networking](#networking-1)
+1. [Networking](#networking)
   - [Ingress and Gateway](#ingress-and-gateway)
     - [Controllers](#controllers)
     - [Gateway API](#gateway-api)
-    - [Traefik](#traefik)
-1. [Networking and Security](#networking-and-security)
-  - [Load Balancing](#load-balancing-2)
-    - [Performance and Tuning](#performance-and-tuning)
 1. [Serverless and Ingress](#serverless-and-ingress)
   - [Knative](#knative)
     - [Ingress Controllers](#ingress-controllers)
@@ -155,11 +146,6 @@
 #### 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
@@ -294,7 +280,7 @@
 #### 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 (1)
+### Data Plane
 
 #### APIs and Protocols
 
@@ -314,13 +300,6 @@
   - **(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
@@ -338,7 +317,7 @@
 #### 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 (1)
+## Networking
 
 ### Ingress and Gateway
 
@@ -348,16 +327,6 @@
 #### 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
@@ -367,5 +336,5 @@
   - **(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:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Networking](./networking.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Web Servers](./web-servers.md) | [Caching](./caching.md)
 
diff --git a/v2-docs/sonarqube.md b/v2-docs/sonarqube.md
index e9204d79..c4c84fe2 100644
--- a/v2-docs/sonarqube.md
+++ b/v2-docs/sonarqube.md
@@ -60,5 +60,5 @@
   - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Stackstorm](./stackstorm.md) | [Tekton](./tekton.md)
 
diff --git a/v2-docs/sre.md b/v2-docs/sre.md
index 3b961b81..7e88c5ec 100644
--- a/v2-docs/sre.md
+++ b/v2-docs/sre.md
@@ -287,5 +287,5 @@
   - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) [MARKDOWN CONTENT]  [COMMUNITY-TOOL] [GUIDE] β€” An evaluation of GitFlow versus Trunk-Based Development, analyzing how branching strategies affect MTTR, deployment frequency, and software quality. It details the operational changes and tooling adjustments required to adopt trunk-based methodologies.
 
 ---
-πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [Chaos Engineering](./chaos-engineering.md)
 
diff --git a/v2-docs/stackstorm.md b/v2-docs/stackstorm.md
index 50dde2d0..a0712500 100644
--- a/v2-docs/stackstorm.md
+++ b/v2-docs/stackstorm.md
@@ -22,5 +22,5 @@
   - **(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:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Tekton](./tekton.md)
 
diff --git a/v2-docs/swagger-code-generator-for-rest-apis.md b/v2-docs/swagger-code-generator-for-rest-apis.md
index 02138a93..1175e738 100644
--- a/v2-docs/swagger-code-generator-for-rest-apis.md
+++ b/v2-docs/swagger-code-generator-for-rest-apis.md
@@ -62,5 +62,5 @@
   - **(2015)** [**Swagger Codegen**](https://github.com/swagger-api/swagger-codegen) ⭐ 17758  [JAVA CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] β€” Automatic generation of API client libraries and server stubs from OpenAPI/Swagger specifications.
 
 ---
-πŸ’‘ **Explore Related:** [Postman](./postman.md) | [Angular](./angular.md) | [Java_Frameworks](./java_frameworks.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/tekton.md b/v2-docs/tekton.md
index 3c5eeb2d..dd6a1701 100644
--- a/v2-docs/tekton.md
+++ b/v2-docs/tekton.md
@@ -23,6 +23,7 @@
     - [Custom Extensions](#custom-extensions)
     - [Demonstrations and Demos](#demonstrations-and-demos)
     - [Governance and Community](#governance-and-community)
+    - [Hybrid Integration](#hybrid-integration)
     - [OpenShift Pipelines](#openshift-pipelines)
     - [Release Analysis](#release-analysis)
     - [Tekton Pipelines](#tekton-pipelines-1)
@@ -76,6 +77,9 @@
 #### Governance and Community
 
   - **(2024)** [**Tekton community**](https://github.com/tektoncd/community) ⭐ 396  [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Features the repository hosting governance, contribution guidelines, design proposals (TEPs), and meeting schedules for the Tekton open-source ecosystem. Vital for understanding the community-driven roadmap, architecture reviews, and technical steering decisions shaping the future of Tekton CI/CD.
+#### Hybrid Integration
+
+  - **(2021)** [**Easily reuse Tekton and Jenkins X from Jenkins**](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) [GROOVY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] β€” Details the technical cooperation between Jenkins, Jenkins X, and Tekton. It demonstrates how traditional Jenkins users can trigger Tekton's containerized cloud-native tasks, allowing teams to smoothly modernize their build architectures incrementally without completely rewriting their legacy Jenkinsfiles.
 #### OpenShift Pipelines
 
   - **(2024)** [==OpenShift Tekton pipelines==](https://www.redhat.com/en/topics/devops/what-cicd-pipeline) [YAML CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] β€” An enterprise overview of OpenShift Pipelines, Red Hat's native CI/CD solution built entirely on Tekton. Explains how OpenShift integrates Tekton into its developer console, securing execution with OpenShift RBAC, and offering out-of-the-box cluster tasks to streamline secure container builds.
@@ -102,5 +106,5 @@
   - **(2020)** [openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton](https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines) [YAML CONTENT]  [DE FACTO STANDARD] [ENTERPRISE-STABLE] β€” Introduces OpenShift Pipelines as the modern serverless, cloud-native standard built on the Tekton project. Explains how Tekton's CRD-first strategy delivers secure, isolated build containers without a centralized daemon or controller bottlenecks.
 
 ---
-πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Openshift Pipelines](./openshift-pipelines.md) | [Flux](./flux.md)
+πŸ’‘ **Explore Related:** [Jenkins](./jenkins.md) | [Sonarqube](./sonarqube.md) | [Stackstorm](./stackstorm.md)
 
diff --git a/v2-docs/terraform.md b/v2-docs/terraform.md
index 4a0ed190..651ca4b7 100644
--- a/v2-docs/terraform.md
+++ b/v2-docs/terraform.md
@@ -59,14 +59,6 @@
     - [Function App](#function-app)
   - [Terraform Providers](#terraform-providers-1)
     - [IaC](#iac-3)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [Terraform](#terraform)
-    - [Azure DevOps Pipelines](#azure-devops-pipelines)
-  - [Terraform Testing](#terraform-testing)
-    - [Azure DevOps](#azure-devops)
-1. [Cloud DevOps](#cloud-devops)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Terraform Orchestration](#terraform-orchestration)
 1. [Cloud Infrastructure](#cloud-infrastructure)
   - [AWS](#aws-1)
     - [Compute and Serverless](#compute-and-serverless)
@@ -87,9 +79,8 @@
     - [Architectural Decisions](#architectural-decisions)
     - [Educational Resources](#educational-resources)
     - [Platform Engineering](#platform-engineering)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
+  - [Infrastructure as Code](#infrastructure-as-code)
     - [AWS Integrations](#aws-integrations)
-    - [Azure IPAM](#azure-ipam)
     - [Best Practices](#best-practices)
     - [CLI Utilities](#cli-utilities)
     - [Design Patterns](#design-patterns)
@@ -100,7 +91,6 @@
     - [Learning Paths](#learning-paths)
     - [Legacy Releases](#legacy-releases)
     - [Major Releases](#major-releases)
-    - [Migration Strategies](#migration-strategies)
     - [Module Development](#module-development)
     - [Module Registry](#module-registry)
     - [Official Platform](#official-platform)
@@ -110,7 +100,6 @@
     - [Schema Generation](#schema-generation)
     - [Spanish Documentation](#spanish-documentation)
     - [Tagging and Governance](#tagging-and-governance)
-    - [Terraform AVM](#terraform-avm)
     - [Terraform Practices](#terraform-practices)
     - [Testing and CICD](#testing-and-cicd)
   - [Linode](#linode)
@@ -126,7 +115,7 @@
     - [Policy as Code](#policy-as-code)
     - [Secret Management](#secret-management)
     - [Static Analysis](#static-analysis)
-  - [Terraform](#terraform-1)
+  - [Terraform](#terraform)
     - [CICD Integration](#cicd-integration)
     - [Kubernetes Operators](#kubernetes-operators)
   - [Virtualization and Compute](#virtualization-and-compute)
@@ -149,20 +138,15 @@
   - [Databricks](#databricks)
     - [Infrastructure Provisioning](#infrastructure-provisioning)
 1. [DevOps](#devops-1)
-  - [Infrastructure as Code](#infrastructure-as-code-2)
+  - [Infrastructure as Code](#infrastructure-as-code-1)
     - [AI Integration](#ai-integration)
     - [Pulumi](#pulumi)
-    - [Terraform](#terraform-2)
-      - [Secrets](#secrets)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [IaC FinOps](#iac-finops)
-    - [Terraform Integration](#terraform-integration)
 1. [Infrastructure](#infrastructure)
   - [Cloud Computing](#cloud-computing)
     - [Architectural Knowledge Base](#architectural-knowledge-base)
   - [Cluster Provisioning](#cluster-provisioning-1)
     - [Bare Metal](#bare-metal)
-  - [Infrastructure as Code](#infrastructure-as-code-3)
+  - [Infrastructure as Code](#infrastructure-as-code-2)
     - [Newsletters](#newsletters)
     - [Terraform Basics](#terraform-basics)
     - [Terraform Learning](#terraform-learning)
@@ -171,7 +155,7 @@
     - [Packer](#packer)
     - [Packer and Ansible Guide](#packer-and-ansible-guide)
     - [Packer Documentation](#packer-documentation)
-1. [Infrastructure as Code](#infrastructure-as-code-4)
+1. [Infrastructure as Code](#infrastructure-as-code-3)
   - [AWS](#aws-2)
     - [Arch Study](#arch-study)
     - [CI-CD Pipelines](#ci-cd-pipelines)
@@ -180,13 +164,11 @@
     - [Terraform Modules](#terraform-modules)
   - [Abstractions](#abstractions)
     - [Legacy Platforms](#legacy-platforms)
-  - [Ansible](#ansible)
-    - [Image Provisioning](#image-provisioning)
   - [Azure](#azure-2)
     - [Identity](#identity)
     - [Networking](#networking-4)
     - [Templates](#templates)
-  - [Azure DevOps](#azure-devops-1)
+  - [Azure DevOps](#azure-devops)
     - [Modules](#modules)
     - [Providers](#providers-1)
     - [Troubleshooting](#troubleshooting)
@@ -258,9 +240,6 @@
   - [Kubernetes Integration](#kubernetes-integration)
     - [GitOps and Provisioning](#gitops-and-provisioning)
     - [Hyper-Converged Infrastructure](#hyper-converged-infrastructure)
-  - [Landing Zones](#landing-zones)
-    - [Accelerators](#accelerators)
-    - [Azure Verified Modules](#azure-verified-modules)
   - [Languages](#languages)
     - [Syntax Engines](#syntax-engines)
   - [Multi-Tooling](#multi-tooling)
@@ -293,13 +272,12 @@
     - [CDKTF](#cdktf)
   - [State Management](#state-management-1)
     - [Providers](#providers-4)
-  - [Terraform](#terraform-3)
+  - [Terraform](#terraform-1)
     - [AWS Integration](#aws-integration)
     - [Adoption Principles](#adoption-principles)
     - [Advanced Orchestration](#advanced-orchestration)
     - [Azure Integration](#azure-integration-1)
     - [Azure Modules](#azure-modules)
-    - [Azure Verified Modules](#azure-verified-modules-1)
     - [Best Practices](#best-practices-3)
     - [CDK and Alternative Languages](#cdk-and-alternative-languages)
     - [CICD and Linting](#cicd-and-linting-1)
@@ -310,13 +288,11 @@
     - [Dynamic Configuration](#dynamic-configuration)
     - [EKS Deployment](#eks-deployment)
     - [Ecosystem Evolution](#ecosystem-evolution)
-    - [Export Utility](#export-utility)
     - [Integrations](#integrations)
     - [Lifecycle Hooks](#lifecycle-hooks)
     - [Migration and Import](#migration-and-import)
     - [Modules](#modules-2)
     - [Observability and Security](#observability-and-security-1)
-    - [Official Integration](#official-integration-1)
     - [Pre-flight Verification](#pre-flight-verification)
     - [Project Structure](#project-structure)
     - [Refactoring and State Manipulation](#refactoring-and-state-manipulation)
@@ -333,11 +309,10 @@
   - [Terraform Modules](#terraform-modules-1)
     - [Advanced Best Practices](#advanced-best-practices)
     - [Development](#development)
-    - [IPAM](#ipam)
-  - [Terraform Orchestration](#terraform-orchestration-1)
+  - [Terraform Orchestration](#terraform-orchestration)
     - [Monorepo Management](#monorepo-management)
   - [Terraform Providers](#terraform-providers-2)
-    - [Azure IPAM](#azure-ipam-1)
+    - [Azure IPAM](#azure-ipam)
   - [User Interfaces](#user-interfaces)
     - [TUI Engines](#tui-engines)
   - [Visualization](#visualization)
@@ -371,7 +346,7 @@
 1. [Serverless Architecture](#serverless-architecture)
   - [AWS Lambda](#aws-lambda)
     - [API Gateway](#api-gateway)
-    - [Infrastructure as Code](#infrastructure-as-code-5)
+    - [Infrastructure as Code](#infrastructure-as-code-4)
 
 ## AWS
 
@@ -405,13 +380,18 @@
 #### 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.
-  - [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.
+  - [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.
+  - [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.
   - [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.
+  - [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.
+  - [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.
+  - [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.
   - [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.
@@ -509,7 +489,6 @@
   - [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.
@@ -523,8 +502,6 @@
   - [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.
@@ -540,7 +517,6 @@
   - [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.
@@ -577,7 +553,6 @@
   - [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.
@@ -722,25 +697,6 @@
 #### 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)
@@ -830,14 +786,11 @@
 #### Platform Engineering
 
   - **(2022)** [hub.qovery.com: Terraform is Not the Golden Hammer](https://www.qovery.com/docs/getting-started/introduction)  [CASE STUDY] [COMMUNITY-TOOL] β€” An analytical critique from Qovery discussing the boundaries of Terraform. Argues that while it is exceptional for static cloud resource layout, it remains ill-suited for real-time application deployment layers and dynamic developer self-service tasks.
-### Infrastructure as Code (1)
+### Infrastructure as Code
 
 #### 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.
@@ -871,9 +824,6 @@
 
   - **(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.
@@ -902,9 +852,6 @@
 
   - **(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.
@@ -945,7 +892,7 @@
 #### 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 (1)
+### Terraform
 
 #### CICD Integration
 
@@ -1008,7 +955,7 @@
   - **(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 (2)
+### Infrastructure as Code (1)
 
 #### AI Integration
 
@@ -1016,18 +963,6 @@
 #### 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) 🌟🌟🌟🌟🌟 [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
@@ -1040,7 +975,7 @@
 #### 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 (3)
+### Infrastructure as Code (2)
 
 #### Newsletters
 
@@ -1065,7 +1000,7 @@
 #### 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 (4)
+## Infrastructure as Code (3)
 
 ### AWS (2)
 
@@ -1089,11 +1024,6 @@
 #### 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
@@ -1105,7 +1035,7 @@
 #### 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 (1)
+### Azure DevOps
 
 #### Modules
 
@@ -1316,15 +1246,6 @@
 #### Hyper-Converged Infrastructure
 
   - **(2023)** [**thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform**](https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform) [HCL CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] β€” Investigates the architectural patterns of provisioning and managing hyper-converged Kubernetes environments using Terraform. Demonstrates how unified HCL pipelines can coordinate both the physical or virtual computing fabric and the logical Kubernetes control plane. Live grounding emphasizes that this hybrid orchestration layer improves operational consistency across multi-cloud topologies.
-### Landing Zones
-
-#### 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
-
-  - **(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
@@ -1413,7 +1334,7 @@
 #### 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 (3)
+### Terraform (1)
 
 #### AWS Integration
 
@@ -1449,9 +1370,6 @@
 #### 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.
@@ -1489,9 +1407,6 @@
 #### 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.
@@ -1507,10 +1422,6 @@
 #### 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.
@@ -1580,17 +1491,14 @@
 #### 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.
-#### 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)
+### Terraform Orchestration
 
 #### 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 (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.
 ### User Interfaces
@@ -1684,10 +1592,10 @@
 #### 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 (5)
+#### Infrastructure as Code (4)
 
   - **(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:** [IaC](./iac.md) | [Oauth](./oauth.md) | [Ansible](./ansible.md)
+πŸ’‘ **Explore Related:** [IaC](./iac.md) | [Chef](./chef.md) | [Crossplane](./crossplane.md)
 
diff --git a/v2-docs/test-automation-frameworks.md b/v2-docs/test-automation-frameworks.md
index c5e1d4b5..9df3ad12 100644
--- a/v2-docs/test-automation-frameworks.md
+++ b/v2-docs/test-automation-frameworks.md
@@ -11,11 +11,6 @@
 1. [Architectural Foundations](#architectural-foundations)
   - [Kubernetes Tools](#kubernetes-tools)
     - [General Reference](#general-reference)
-1. [Cloud Architecture](#cloud-architecture)
-  - [Governance](#governance)
-    - [Azure](#azure)
-      - [Cloud Adoption Framework](#cloud-adoption-framework)
-        - [Monitoring](#monitoring)
 1. [Cloud Operations](#cloud-operations)
   - [Infrastructure Validation](#infrastructure-validation)
     - [OpenStack Testing](#openstack-testing)
@@ -87,17 +82,6 @@
   - [dzone: API Testing With Cucumber](https://dzone.com/articles/api-testing-with-cucumber)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering dzone: API Testing With Cucumber in the Kubernetes Tools ecosystem.
   - [Dzone: 14 of the best automation testing tools available](https://dzone.com/articles/14-of-the-best-automation-testing-tools-available)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: 14 of the best automation testing tools available in the Kubernetes Tools ecosystem.
   - [Dzone: The power of automated testing and test management](https://dzone.com/articles/the-power-of-automated-testing-and-test-management)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Dzone: The power of automated testing and test management in the Kubernetes Tools ecosystem.
-## Cloud Architecture
-
-### Governance
-
-#### Azure
-
-##### Cloud Adoption Framework
-
-###### Monitoring
-
-  - **(2024)** [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor) [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Microsoft's official framework for implementing enterprise-wide monitoring strategies across Azure subscription models. It details Azure Monitor integrations, Log Analytics configurations, and service-level baseline configurations. Curator Insight: Strategic enterprise adoption guide. Live Grounding: Focuses heavily on mapping technical telemetry directly to business outcomes and platform compliance frameworks.
 ## Cloud Operations
 
 ### Infrastructure Validation
@@ -257,5 +241,5 @@
   - **(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) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 
diff --git a/v2-docs/testops.md b/v2-docs/testops.md
index cf7bfd31..41c16f20 100644
--- a/v2-docs/testops.md
+++ b/v2-docs/testops.md
@@ -123,5 +123,5 @@
   - **(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) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md)
+πŸ’‘ **Explore Related:** [DevOps](./devops.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 
diff --git a/v2-docs/visual-studio.md b/v2-docs/visual-studio.md
index fa2076b2..49c5ca68 100644
--- a/v2-docs/visual-studio.md
+++ b/v2-docs/visual-studio.md
@@ -750,5 +750,5 @@
   - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/web-servers.md b/v2-docs/web-servers.md
index b59546fc..84e3e6ef 100644
--- a/v2-docs/web-servers.md
+++ b/v2-docs/web-servers.md
@@ -21,16 +21,6 @@
     - [CICD Integration](#cicd-integration)
     - [NGINX Handbooks](#nginx-handbooks)
     - [Reverse Proxy](#reverse-proxy)
-1. [Infrastructure Security](#infrastructure-security)
-  - [Inbound Traffic Management](#inbound-traffic-management)
-    - [Traefik](#traefik)
-1. [NGINXConfig](#nginxconfig)
-  - [Community Tools](#community-tools)
-1. [Networking](#networking)
-  - [Load Balancing](#load-balancing-1)
-    - [HAProxy](#haproxy)
-  - [Multi-Cluster](#multi-cluster)
-    - [DNS](#dns)
 1. [Traffic Management](#traffic-management)
   - [Kubernetes Ingress Controllers](#kubernetes-ingress-controllers)
     - [Alternative Ingress](#alternative-ingress)
@@ -46,6 +36,8 @@
 #### 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.
+  - [Koa.js](https://koa)  [COMMUNITY-TOOL] β€” A curated technical resource and architectural guide covering Koa.js 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: 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.
@@ -53,10 +45,8 @@
   - [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
@@ -83,30 +73,6 @@
 #### Reverse Proxy
 
   - **(2025)** [Apache Reverse Proxy Guide](https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html) [N/A CONTENT] [DOCUMENTATION]  [COMMUNITY-TOOL] β€” Official engineering handbook illustrating the deployment and configuration of the Apache HTTP Server as a reverse proxy. Details mod_proxy directives, buffer limits, and load-balancer grouping policies.
-## Infrastructure Security
-
-### Inbound Traffic Management
-
-#### Traefik
-
-  - **(2020)** [blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller](https://blog.tomarrell.com/post/traefik_v2_on_kubernetes) [YAML CONTENT]  [COMMUNITY-TOOL] β€” Technical integration blog detailing how to deploy and customize the Traefik v2.2 Ingress Controller using Kustomize configurations. It illustrates how to define overlays for environment-specific network values, secure SSL contexts, and service exposures. Useful reference for managing non-trivial ingress manifests programmatically.
-## NGINXConfig
-
-### Community Tools
-
-  - **(2025)** [NGINXConfig](https://www.digitalocean.com/community/tools/nginx) [JAVASCRIPT CONTENT]  [COMMUNITY-TOOL] β€” An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers.
-## Networking
-
-### Load Balancing (1)
-
-#### HAProxy
-
-  - **(2025)** [HAProxy](https://www.haproxy.org) [C CONTENT] [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency.
-### Multi-Cluster
-
-#### DNS
-
-  - **(2022)** [nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller](https://www.f5.com/products/nginx) [ADVANCED LEVEL]  [COMMUNITY-TOOL] β€” Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers.
 ## Traffic Management
 
 ### Kubernetes Ingress Controllers
@@ -131,5 +97,5 @@
   - **(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:** [Cloudflare](./cloudflare.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md)
+πŸ’‘ **Explore Related:** [Cloudflare](./cloudflare.md) | [Caching](./caching.md) | [Kubernetes Networking](./kubernetes-networking.md)
 
diff --git a/v2-docs/web3.md b/v2-docs/web3.md
index a6afb8ff..8b9d7f8a 100644
--- a/v2-docs/web3.md
+++ b/v2-docs/web3.md
@@ -42,5 +42,5 @@
   - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)
 
diff --git a/v2-docs/workfromhome.md b/v2-docs/workfromhome.md
index 0a742855..3db57706 100644
--- a/v2-docs/workfromhome.md
+++ b/v2-docs/workfromhome.md
@@ -96,5 +96,5 @@
   - **(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:** [HR](./hr.md) | [Elearning](./elearning.md) | [Newsfeeds](./newsfeeds.md)
+πŸ’‘ **Explore Related:** [Appointment Scheduling](./appointment-scheduling.md) | [Recruitment](./recruitment.md) | [Digital Money](./digital-money.md)
 
diff --git a/v2-docs/xamarin.md b/v2-docs/xamarin.md
index 949fea35..eaa547e2 100644
--- a/v2-docs/xamarin.md
+++ b/v2-docs/xamarin.md
@@ -31,5 +31,5 @@
   - **(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:** [Postman](./postman.md) | [Angular](./angular.md) | [Swagger Code Generator For Rest APIs](./swagger-code-generator-for-rest-apis.md)
+πŸ’‘ **Explore Related:** [Angular](./angular.md) | [Python](./python.md) | [Dom](./dom.md)