Merge pull request #283 from nubenetes/develop

release: v2.3.16

.github/workflows/02.2.agentic_v2_health.yml

@@ -38,7 +38,7 @@ jobs:
 
       - name: Restore Incremental Inventory Cache
         if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -68,7 +68,7 @@ jobs:
 
       - name: Persist Incremental Inventory to Cache
         if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}

.github/workflows/03.1.agentic_v2_metadata.yml

@@ -38,7 +38,7 @@ jobs:
 
       - name: Restore Incremental Inventory Cache
         if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -57,18 +57,22 @@ jobs:
           PYTHONUNBUFFERED: "1"
         run: python -u -m src.v2_metadata
 
-      - name: Create Pull Request for Metadata Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-metadata-sync
-          base: develop
-          title: "V2 Data: GitHub Metadata Sync"
-          commit-message: "chore: update inventory stars and licenses [skip ci]"
-          labels: "v2-data, metadata-sync"
+      - name: Commit and Push Metadata Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml
+          if git diff --staged --quiet; then
+            echo "No changes in inventory.yaml to commit."
+          else
+            git commit -m "chore: update inventory stars and licenses [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
 
       - name: Persist Incremental Inventory to Cache
         if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}

.github/workflows/03.2.agentic_v2_ai.yml

@@ -38,7 +38,7 @@ jobs:
 
       - name: Restore Incremental Inventory Cache
         if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -59,18 +59,22 @@ jobs:
           PYTHONUNBUFFERED: "1"
         run: python -u -m src.v2_ai
 
-      - name: Create Pull Request for Inventory Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-ai-sync
-          base: develop
-          title: "V2 Data: AI Curator Sync"
-          commit-message: "chore: update inventory AI analysis [skip ci]"
-          labels: "v2-data, ai-curator"
+      - name: Commit and Push AI Analysis Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml
+          if git diff --staged --quiet; then
+            echo "No changes in AI analysis to commit."
+          else
+            git commit -m "chore: update inventory AI analysis [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
 
       - name: Persist Incremental Inventory to Cache
         if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}

.github/workflows/03.3.agentic_v2_videos.yml

@@ -46,7 +46,7 @@ jobs:
 
       - name: Restore Incremental Inventory Cache
         if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -72,23 +72,22 @@ jobs:
           export PYTHONPATH=$PYTHONPATH:.
           python src/v2_video_portal.py
 
-      - name: Create Pull Request for Video Hub Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-video-sync
-          base: develop
-          title: "V2 Content: Video Hub Enrichment Sync"
-          commit-message: "docs: update Video Hub with high-fidelity metadata [skip ci]"
-          labels: "v2-content, video-hub"
-          body: |
-            Automated update of the V2 Video Hub.
-            - Robust metadata extraction (yt-dlp + transcripts)
-            - AI-synthesized technical summaries
-            - Format-compliant Markdown rendering
+      - name: Commit and Push Video Hub Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml v2-docs/videos.md
+          if git diff --staged --quiet; then
+            echo "No automated changes to commit."
+          else
+            git commit -m "docs: update Video Hub with high-fidelity metadata [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
 
       - name: Persist Incremental Inventory Cache
         if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}

.github/workflows/04.1.agentic_v2_publish.yml

@@ -46,7 +46,7 @@ jobs:
 
       - name: Restore Incremental Inventory Cache
         if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -82,43 +82,33 @@ jobs:
           python -m src.readme_updater
           python -m src.safety_readme
 
-      - name: Create Pull Request for V2 Elite Update
-        id: cpr
-        uses: peter-evans/create-pull-request@v8
+      - name: Commit and Push V2 Elite Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add -A
+          if git diff --staged --quiet; then
+            echo "No automated changes to commit."
+          else
+            git commit -m "feat: sync V2 elite curated edition and README metrics [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
+
+      - name: Upload Architecture and Decision Logs
+        if: always()
+        uses: actions/upload-artifact@v7
         with:
-          branch: bot/v2-elite-sync
-          base: develop
-          title: "V2 Elite: Agentic Optimization Sync (2026)"
-          body-path: pr_description.md
-          commit-message: "feat: sync V2 elite curated edition and README metrics [skip ci]"
-          labels: "v2-elite, agentic-sync"
-
-      - name: Post Supplementary Architecture Audit (Comment)
-        if: steps.cpr.outputs.pull-request-number != ''
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ steps.cpr.outputs.pull-request-number }}
-        run: |
-          if [ -f v2_file_audit.md ]; then
-            gh pr comment $PR_NUMBER --body-file v2_file_audit.md
-          fi
-
-      - name: Post Elite Decision Matrix (Comment)
-        if: steps.cpr.outputs.pull-request-number != ''
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ steps.cpr.outputs.pull-request-number }}
-        run: |
-          if [ -f v2_decision_matrix.md ]; then
-            split -b 60000 v2_decision_matrix.md matrix_part_
-            for part in matrix_part_*; do
-              gh pr comment $PR_NUMBER --body-file $part
-            done
-          fi
+          name: v2-agentic-logs
+          path: |
+            v2_file_audit.md
+            v2_decision_matrix.md
+            v2_safety_report.md
+          if-no-files-found: ignore
 
       - name: Persist Incremental Inventory to Cache
         if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}

.github/workflows/04.2.agentic_v2_pr_only.yml

@@ -35,7 +35,7 @@ jobs:
 
       - name: Restore Incremental Inventory Cache (Mandate 22)
         if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
         with:
           path: data/inventory.yaml
           key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}

.github/workflows/05.1.readme_sync.yml

@@ -57,5 +57,6 @@ jobs:
             echo "No changes in README.md to commit."
           else
             git commit -m "docs: automated README metric synchronization [skip ci]"
+            git pull origin develop --rebase
             git push origin develop
           fi

.github/workflows/06.1.main.yml

@@ -1,66 +0,0 @@
-name: 06.1. GitHub Pages Deploy
-on:
-  push:
-    branches:
-      - master
-
-# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
-permissions:
-  contents: read
-  pages: write
-  id-token: write
-
-# Allow only one concurrent deployment
-concurrency:
-  group: "pages"
-  cancel-in-progress: false
-
-jobs:
-  build:
-    name: Build Dual Versions
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout master
-        uses: actions/checkout@v4
-        with:
-          submodules: true
-
-      - name: Setup Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-          cache: 'pip'
-
-      - name: Install dependencies
-        run: |
-          pip install -r requirements.txt
-
-      # 1. Build V1 (Root)
-      - name: Build V1 Edition
-        run: mkdocs build -f mkdocs.yml -d site/
-
-      # 2. Build V2 (Subdirectory)
-      - name: Build V2 Elite Edition
-        run: mkdocs build -f v2-mkdocs.yml -d site/v2/
-
-      - name: Setup Pages
-        uses: actions/configure-pages@v4
-
-      - name: Upload artifact
-        uses: actions/upload-pages-artifact@v3
-        with:
-          path: './site'
-
-  deploy:
-    name: Deploy to GitHub Pages
-    environment:
-      name: github-pages
-      url: ${{ steps.deployment.outputs.page_url }}
-    runs-on: ubuntu-latest
-    needs: build
-    steps:
-      - name: Deploy to GitHub Pages
-        id: deployment
-        uses: actions/deploy-pages@v4
-
-

.github/workflows/06.deploy_final.yml

@@ -0,0 +1,91 @@
+name: 06.1. Final Portal Deploy
+on:
+  push:
+    branches:
+      - master
+  workflow_dispatch: {}
+
+# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
+permissions:
+  contents: write
+  pages: write
+  id-token: write
+
+# Allow only one concurrent deployment
+concurrency:
+  group: "pages-stable"
+  cancel-in-progress: false
+
+jobs:
+  build:
+    name: Build Dual Versions
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout master
+        uses: actions/checkout@v6
+        with:
+          submodules: true
+
+      - name: Setup Python
+        uses: actions/setup-python@v6
+        with:
+          python-version: '3.11'
+          cache: 'pip'
+
+      - name: Install dependencies
+        run: |
+          pip install mkdocs-material mkdocs-redirects mkdocs-minify-plugin pymdown-extensions
+          pip install -r requirements.txt
+
+      # 1. Build V1 to a temporary staging area
+      - name: Build V1 Edition (Staging)
+        run: mkdocs build -f mkdocs.yml -d site_v1_temp/
+
+      # 2. Deploy V1 to Root (SEO) and /v1/ (Fallback)
+      - name: Deploy V1 to Root and Subdirectory
+        run: |
+          mkdir -p site/v1/
+          cp -r site_v1_temp/* site/
+          cp -r site_v1_temp/* site/v1/
+          rm -rf site_v1_temp/
+
+      # 3. Build V2 Elite Edition (/v2/)
+      - name: Build V2 Elite Edition
+        run: mkdocs build -f v2-mkdocs.yml -d site/v2/
+
+      # 4. Inject Root Redirect to V2 - Human visitors land on V2 by default
+      - name: Inject Root Redirect to V2
+        run: |
+          cat << 'EOF' > site/index.html
+          <!DOCTYPE html>
+          <html>
+            <head>
+              <meta charset="utf-8">
+              <title>Nubenetes Redirect</title>
+              <meta http-equiv="refresh" content="0; url=/v2/">
+            </head>
+            <body>
+              <p>Redirecting to the V2 Elite Portal. <a href="/v2/">Click here</a>.</p>
+            </body>
+          </html>
+          EOF
+
+      - name: Setup Pages
+        uses: actions/configure-pages@v6
+
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v5
+        with:
+          path: './site'
+
+  deploy:
+    name: Deploy to GitHub Pages
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    needs: build
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v5

.github/workflows/07.2.markdown_linter.yml

@@ -18,7 +18,7 @@ jobs:
         uses: actions/checkout@v6
 
       - name: Setup Node.js
-        uses: actions/setup-node@v4
+        uses: actions/setup-node@v6
         with:
           node-version: '20'
 

CHANGELOG.md

@@ -5,6 +5,165 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [[2.3.16]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.16) - 2026-05-27
+
+### Changed
+- **V2 Homepage Interactive Header Badges**: Converted the top inline Kubernetes and Hero Car image links on the V2 index page into styled, responsive glassmorphic cards. Kubernetes links to the internal curated Kubernetes resources section rather than the external homepage, improving contextual navigation.
+
+## [[2.3.15]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.15) - 2026-05-27
+
+### Changed
+- **Homepage YouTube Mosaic Scaling & Transitions**: Refactored the icon layout styling to use uniform responsive sizing (48px) instead of viewport percentage widths. Added hover micro-animations (scale-up scale factor 1.15x and brightness filters) for both light and dark modes to enhance aesthetic premium quality.
+
+## [[2.3.14]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.14) - 2026-05-27
+
+### Changed
+- **Kyndryl YouTube Channel Categorization**: Moved the Kyndryl channel from the Tech E-Learning category to the Cloud Providers & Core Infrastructure category in the homepage mosaic mapping database and files.
+
+## [[2.3.13]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.13) - 2026-05-27
+
+### Changed
+- **Homepage YouTube Mosaic Visual Borders**: Replaced category text headers with thin colored outline borders around each channel group inside the mosaic. This restores a continuous, symmetric flow of clickable icons while visually highlighting the different technological categories.
+
+## [[2.3.12]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.12) - 2026-05-27
+
+### Added
+- **Homepage YouTube Mosaic Reorganization**: Reorganized the visual channels mosaic on V1 and V2 homepages into logical technology categories (e.g., AI & Advanced Tech, Cloud Providers, Cloud Native, etc.).
+- **Mosaic Database Schema**: Introduced `data/youtube_channels_mosaic.yaml` to catalog and preserve the channel classification directly in the repository configuration.
+
+## [[2.3.11]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.11) - 2026-05-27
+
+### Added
+- **Microsoft Reactor YouTube Channel**: Added Microsoft Reactor to the homepage channels mosaic in V1 and V2, moving Playwright to its own row at the bottom of the mosaic.
+
+## [[2.3.10]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.10) - 2026-05-27
+
+### Added
+- **Agentic DevOps Live Playlist**: Integrated the Microsoft/GitHub "Agentic DevOps Live" series into the V2 Video Hub under the AI and Future Operations category, detailing SRE agents, Copilot App Mod agents, and autonomous development loops.
+
+## [[2.3.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.9) - 2026-05-27
+
+### Added
+- **VS Code Dev Tunnels Video**: Integrated Gisela Torres' tutorial on VS Code Dev Tunnels into the V2 Video Hub, highlighting the secure remote access capabilities and developer productivity benefits. [SPANISH CONTENT]
+
+## [[2.3.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.8) - 2026-05-27
+
+### Added
+- **Red Hat Summit 2026 Video**: Integrated the Red Hat Summit 2026 interview with Fran Heeran into the Video Hub, detailing the architectural shift of telecommunications providers to unified cloud-native networks using OpenShift Virtualization.
+
+## [[2.3.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.7) - 2026-05-26
+
+### Fixed
+- **GitHub Actions Version Hardening**: Restored and upgraded all 15 workflows to use verified, true latest stable major versions (v6/v5/v8) across the entire CI/CD pipeline, ensuring maximum stability and security.
+- **Deployment Workflow Reliability**: Resolved transient "Failed to download" infrastructure errors in the "06.1. Final Portal Deploy" workflow by aligning with official GitHub Action releases and latest stable tags.
+
+## [[2.3.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.6) - 2026-05-26
+
+### Changed
+- **Deployment Documentation Sync**: Updated `README.md` to reflect the new deployment workflow name ("06.1. Final Portal Deploy") and its stabilized trigger configuration.
+- **Workflow Stabilization**: Renamed the deployment workflow file to `06.deploy_final.yml` to resolve persistent GitHub trigger issues and ensure reliable production releases.
+
+## [[2.3.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.5) - 2026-05-26
+
+### Added
+- **Visual Branding Expansion**: Integrated the official **Playwright** YouTube channel into the visual branding mosaic in both V1 and V2 index pages.
+- **Visual Asset Integration**: Optimized and integrated the high-resolution logo for the Playwright channel.
+
+## [[2.3.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.4) - 2026-05-25
+
+### Removed
+- **Redundant SEO Mitigation Assets**: Deleted the custom `404.md` page in the V2 portal. Under the Hybrid SEO-First architecture, legacy root URLs are now valid (serving V1 content), making the specialized rescue page unnecessary.
+
+## [[2.3.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.3) - 2026-05-25
+
+### Fixed
+- **Navigation Loop**: Corrected the "Back to V1" link to point specifically to `https://nubenetes.com/v1/`. This avoids the automatic redirect at the domain root, allowing users to actually reach the exhaustive archive.
+
+## [[2.3.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.2) - 2026-05-25
+
+### Changed
+- **Hybrid Sync Standardization**: Unified navigation labels and URLs across `v2-mkdocs.yml` and `src/v2_optimizer.py`. The "Back to V1" link now consistently points to the domain root to leverage SEO-protected legacy paths.
+
+## [[2.3.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.1) - 2026-05-25
+
+### Fixed
+- **Deployment Resilience**: Resolved a recursive copy error in the GitHub Pages deployment workflow by implementing a temporary staging area for the V1 build process.
+
+## [[2.3.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.0) - 2026-05-25
+
+### Added
+- **Hybrid SEO-First Architecture**: Implemented a sophisticated dual-version deployment strategy. V1 is restored to the domain root (`/`) to preserve 6+ years of SEO authority and deep-links, while a root-level redirect guides human traffic to the modern V2 Elite Portal at `/v2/`.
+
+## [[2.2.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.4) - 2026-05-25
+
+### Changed
+- **Governance & Documentation Sync**: Performed a comprehensive update of `README.md`, `GEMINI.md`, and local session memory to reflect the new architectural standards (V2 at Root), workflow hardening (rebase resilience), and mandatory PR-based governance for production deployments.
+
+## [[2.2.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.3) - 2026-05-25
+
+### Fixed
+- **Redirect Collision Resolution**: Removed conflicting HTML redirects in the V2 portal that were blocking access to new Elite content with the same filenames as legacy pages.
+- **SEO Mitigation Refinement**: Shifted to a "Smart 404" only strategy for the root domain, ensuring that URLs like `kubernetes.html` serve the updated V2 content while missing legacy links are elegantly handled by the custom 404 page.
+
+## [[2.2.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.2) - 2026-05-25
+
+### Added
+- **SEO Mitigation (Smart 404)**: Implemented a custom 404 page in the V2 portal (`404.md`) to guide users from broken historical links to the new V1 archive location.
+- **HTML Redirects**: Integrated the `mkdocs-redirects` plugin and configured 301-style HTML redirects for the top 12 legacy URLs, preserving search engine authority and user experience during the root migration.
+
+## [[2.2.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.1) - 2026-05-25
+
+### Changed
+- **Default Landing Page (V2 at Root)**: Promoted the Nubenetes Elite Portal (V2) to the root of the domain (`https://nubenetes.com/`) to provide a modern, AI-curated default experience.
+- **V1 Archive Relocation**: Moved the exhaustive V1 archive to the `/v1/` subdirectory (`https://nubenetes.com/v1/`).
+- **Navigation Synchronization**: Updated all navigation links and announce banners across both versions to ensure seamless switching between the Elite Portal and the Exhaustive Archive.
+- **Workflow Realignment**: Reconfigured the GitHub Pages deployment pipeline to support the new directory structure while maintaining zero-downtime synchronization.
+
+## [[2.2.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.0) - 2026-05-25
+
+### Fixed
+- **Workflow Resilience (Race Conditions)**: Implemented a mandatory `git pull --rebase` strategy across all five automated workflows (Metadata, AI Curator, Video Hub, Publisher, and README Sync). This prevents "rejected push" errors by allowing concurrent bot executions to automatically integrate sibling commits before pushing back to the `develop` branch.
+
+## [[2.1.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.9) - 2026-05-25
+
+### Changed
+- **Visual Identity (Ultra-Visible "N" Favicon)**: Redesigned the favicon to follow the high-visibility patterns of X.com, GitHub, and LinkedIn. The new design features a massive, bold cyan "N" on a solid black background, maximizing clarity and brand recognition in browser tabs.
+- **Index Brand Restoration**: Restored the original "Gemini construction car" as the primary hero image in the V2 portal's header, maintaining the project's established visual identity while separating it from the functional favicon.
+
+## [[2.1.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.8) - 2026-05-25
+
+### Fixed
+- **Configuration Integrity**: Fixed a YAML syntax error in `mkdocs.yml` (corrupted trailing line) that was causing GitHub Pages deployment failures.
+
+## [[2.1.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.7) - 2026-05-25
+
+### Changed
+- **Visual Identity (Ultra-Visible Favicon)**: Replaced the complex favicon with an ultra-minimalist, high-contrast design (Cyan "N" on dark background) to ensure maximum visibility in browser tabs, following the design patterns of X, GitHub, and LinkedIn.
+- **Index Branding Restoration**: Reverted the header image on the V2 index page to the "Gemini construction car" (now standardized as `hero-car.png`) to maintain the project's established visual impact while keeping a separate, cleaner icon for navigation tabs.
+
+## [[2.1.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.6) - 2026-05-25
+
+### Changed
+- **Visual Identity (Custom Logo)**: Replaced the generic car icon with a custom-engineered minimalist logo ("Nubenetes Nano Logo"). The new design features a high-contrast Cyber Cloud vehicle with Kubernetes helm wheels, ensuring superior perception and brand recognition as a favicon.
+- **Asset Optimization**: Standardized the new logo as an SVG source and a 256x256 transparent PNG for cross-platform clarity.
+
+## [[2.1.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.5) - 2026-05-25
+
+### Changed
+- **Automated Workflow Optimization**: Refactored V2 ecosystem workflows (Metadata, AI Curator, Video Hub, and Publisher) to utilize direct git push to the `develop` branch instead of creating redundant Pull Requests. This eliminates manual overhead and confusion while ensuring derived content is seamlessly synchronized using `[skip ci]` flags.
+- **Workflow Observability**: Integrated GitHub Artifacts for automated architecture audits and decision matrices, replacing redundant PR comments.
+
+## [[2.1.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.4) - 2026-05-25
+
+### Added
+- **Leading AI Channels Mosaic**: Expanded the visual branding mosaic in V1 and V2 portals to include the official YouTube channels for **Google Gemini**, **Google DeepMind**, **Anthropic**, **Microsoft Copilot**, **OpenAI**, and **Meta AI**.
+- **Visual Asset Integration**: Optimized and integrated high-resolution logos for the new AI channels to maintain high-density visual standards.
+
+## [[2.1.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.3) - 2026-05-25
+
+### Fixed
+- **Definitive AVM Video Correction**: Applied a surgical fix to the "Azure Verified Modules" video metadata in the V2 portal and inventory. Corrected the title and summary to accurately reflect the session's focus on Spec-Driven Development, the "Spec Kit" framework, and Well-Architected Azure workloads using GitHub Copilot.
+
 ## [[2.1.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.2) - 2026-05-25
 
 ### Added

GEMINI.md

@@ -245,11 +245,14 @@ To maintain the integrity of the archive and ensure the AI agents operate correc
 
 1.  **Branch Hierarchy**:
     *   `master`: Read-only for contributors/bots. Restricted to repository owner only.
-    *   `develop`: The only valid target for Pull Requests.
-2.  **Pull Request Policy**:
-    *   AI agents MUST always target `develop`.
-    *   Manual contributions (human PRs) targeting `master` must be automatically or manually redirected to `develop`.
-3.  **Owner-Only Merges**: Only the repository owner has the authority to merge `develop` into `master` after verifying the visual health dashboard and metrics.
+    *   `develop`: The only valid target for direct AI commits and Pull Requests.
+2.  **Strict Pull Request Policy (No Manual Merges)**:
+    *   AI agents MUST always target `develop` for their work.
+    *   AI agents MUST NEVER perform manual CLI merges (e.g., `git merge develop`) into `master` or `main`.
+    *   To promote changes to `master`, AI agents MUST open a formal Pull Request from `develop` to `master` (e.g., using `gh pr create`) and **STOP**, waiting for the repository owner to review and merge via the GitHub UI. This ensures CI/CD workflows run correctly.
+3.  **Owner-Only Merges & Tagging**:
+    *   Only the repository owner has the authority to merge `develop` into `master` after verifying the visual health dashboard and metrics.
+    *   Creation of version tags (`git tag`) MUST only occur AFTER the PR has been successfully merged into `master` by the owner.
 
 ## 📝 README Synchronization & Maintenance Protocols
 
@@ -357,16 +360,15 @@ The bot must rotate between profiles to avoid detection:
     - **Announce Banner**: Added a global announcement banner to V1 directing users to the V2 Elite Portal.
     - **Resilient Architectural Refinements (Phase 2)**:
         - **Fast-Track V2 Elite Builder**: Optimized the builder to run sequentially for maximum stability and simplicity, bypassing the overhead of distributed systems.
-        - **Pip Caching**: Implemented `cache: pip` across all 5 workflows to drastically reduce startup times and compute minutes.
-        - **Contribution Template (PR Guardian)**: Enforced strict GEMINI mandate compliance at the PR creation stage via `PULL_REQUEST_TEMPLATE.md`.
-        - **Exponential Backoff Resilience**: Upgraded the `call_gemini_with_retry` engine with the `tenacity` library, allowing intelligent pausing (4s, 8s, 16s) to gracefully absorb 429 Rate Limits before triggering the ultimate exit code 42 Circuit Breaker.
-        - **Ultra-Fast V2 Render Mode**: Optimized the `render-and-pr` stage of the V2 pipeline (`--render-only`) to implement an absolute short-circuit, completely bypassing redundant HTTP health checks, GitHub API metadata fetching, and AI agent evaluation loops. This leverages the pre-computed YAML inventory to assemble the portal instantaneously.
-        - **Flash-First Architecture Transition (May 2026)**:
-            - **Throughput Optimization**: Successfully transitioned to a Flash-First architecture, increasing Fast-Track batch sizes to 100 resources.
-            - **Resilience Hardening**: Improved error handling to ensure Rate-Limit (429) events trigger the Circuit Breaker instead of silent loops, preserving API integrity.
-            - **Efficiency Gains**: Reduced expected execution time for 10k+ resources by >60% through optimized RPM/TPM management and strategic safety delays.
-
-
+        - **Workflow Hardening (Race Condition Fix)**: Implemented a mandatory `git pull --rebase` strategy across all automated bots to prevent concurrent push failures.
+        - **Ultra-Visible Branding**: Standardized on a minimalist Cyan "N" favicon (`favicon-ultra.png`) and restored the original hero car imagery to the V2 index.
+        - **O'Reilly Journey Builder**: Refined the O'Reilly-style technical hierarchy in the V2 portal to ensure a logical knowledge progression from foundations to advanced internals.
+        - **Platinum SEO Mitigation**: Implemented a "Smart 404" rescue system and a **Hybrid SEO-First Architecture** that preserves V1 at the root while redirecting human traffic to the V2 Elite Portal.
+        *   **May 2026**: **Hybrid SEO-First Architecture Reversion**:
+        - **V1 Restoration (Root)**: Restored the V1 Archive to the root (`/`) to protect historical deep-links and SEO authority.
+        - **V2 Relocation (/v2/)**: Moved the Elite Portal to a dedicated subdirectory.
+        - **Smart Root Redirect**: Implemented an automatic meta-refresh in the root `index.html` to guide human visitors to the V2 experience without breaking search engine indices.
+        - **V1 Fallback (/v1/)**: Duplicated the archive to `/v1/` for explicit navigation.
 - **V2 Index Metrics Protocol**: The "Knowledge Architecture and AI Coverage Status" report in the V2 index MUST include a direct comparison between V1 and V2 inventory. This report MUST display: 1. **V1 Base Inventory** (Total resources in the master archive), 2. **V2 Elite Selection** (Count of candidates and the resulting density ratio), 3. **AI Enrichment Coverage**, and 4. **GitHub Metadata Coverage**. This ensures transparency in the knowledge distillation process.
 - **Redundancy-Free Branding**: To ensure professional UI density, the V2 Portal header MUST NOT repeat the "Nubenetes" brand. The title MUST follow the pattern: "Nubenetes Elite Portal (V2) | Awesome Kubernetes and Cloud".
 - **Decoupled Workflow Architecture**: The Agentic V2 ecosystem MUST utilize a decoupled micro-workflow structure (Health Monitor, Metadata Engine, AI Curator, and Publisher) to optimize compute quotas and minimize Gemini token consumption. Any update to the V2 rendering logic MUST use the `--render-only` flag in the Publisher pipeline to maintain execution speed.

README.md

@@ -133,14 +133,14 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 ## 2. Repository Metrics and Evolution
 
 ### 2.1. The "Heart" of Nubenetes
-(Stats as of 2026-05-25)
+(Stats as of 2026-05-27)
 
 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
-| **Total Technical Resources (Links)** | **17986+** |
+| **Total Technical Resources (Links)** | **17996+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5438+** |
+| **Total Commits** | **5574+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 <!-- HEART_STATS_END -->
 
@@ -178,7 +178,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem.
 | 6 | 2023 | 30 | 123 | Maintenance & Refinement |
 | 7 | 2024 | 53 | 218 | Curation Strategy Pivot |
 | 8 | 2025 | 5 | 20 | Stability & Research Phase |
-| 9 | 2026 | 1879 | 7,760 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2015 | 8,321 | **Agentic AI Surge** (May 2026 Inception) |
 <!-- ANNUAL_GROWTH_END -->
 
 <!-- ANNUAL_CHART_START -->
@@ -194,8 +194,8 @@ xychart-beta
     title "Nubenetes Annual Growth Metrics (2018–2026)"
     x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"]
     y-axis "Volume (Commits / Estimated New Refs)" 0 --> 9000
-    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 7760]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1879]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 8321]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2015]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1854 | 7,657 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 1990 | 8,218 | **Agentic Inception (Gemini Era)** |
 <!-- MONTHLY_SURGE_END -->
 
 ### 2.4. Content Distribution and Semantic Clustering
@@ -217,7 +217,7 @@ This chart shows the high-level distribution across the primary domains of Cloud
 <!-- PILLAR_CHART_START -->
 ```mermaid
 pie title Nubenetes Major Ecosystem Pillars
-    "Specialized Topics" : 3586
+    "Specialized Topics" : 3596
     "Kubernetes Ecosystem" : 3500
     "Developer Ecosystem" : 3000
     "Public/Private Cloud" : 2500
@@ -238,7 +238,7 @@ Reflecting Nubenetes' mission of global access while maintaining technical Engli
 <!-- SUB_ECO_CHART_START -->
 ```mermaid
 pie title Linguistic Diversity (Global Access)
-    "English" : 16187
+    "English" : 16196
     "Spanish" : 1079
     "French" : 179
     "Others" : 539
@@ -340,12 +340,14 @@ Nubenetes operates with two distinct editions to serve different engineering nee
 
 ### 5.1. V1: The Exhaustive Archive
 - **Purpose:** Preservation of all technical knowledge since 2018.
-- **Scope:** 17,000+ links across 160+ pages.
+- **SEO Guard:** Deployed at the domain root (`/`) to preserve 6+ years of historical backlinks and deep-links.
+- **Fallback Access:** Also available at [nubenetes.com/v1/](https://nubenetes.com/v1/).
 - **Source of Truth:** The `docs/` directory.
-- **Deployment:** [nubenetes.com](https://nubenetes.com)
 
 ### 5.2. V2: The Agentic Elite Edition
 - **Purpose:** A high-density, enterprise-grade portal for the modern Cloud Native ecosystem (2026 and beyond).
+- **Default Experience:** Deployed at `/v2/`.
+- **Root Redirection:** The root `index.html` automatically redirects human visitors to this portal.
 - **Algorithm:** Uses the **Incremental Elite Engine** to select and classify top-tier resources.
 - **Aesthetic:** "Cyber Cloud" styling (pure black backgrounds, neon cyan accents, advanced glassmorphism).
 - **Visual Standards (Elite Hierarchy):**
@@ -760,7 +762,7 @@ Maintainers can manually trigger and tune workflows via the GitHub Actions UI. T
 | **04** | **Elite Portal** | [**04.1. V2 Publisher**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_publish.yml) | `restore_cache` | ==FALSE== | Restores inventory from GHA cache. |
 | | | [**04.2. Emergency V2 PR Generator**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_pr_only.yml) | `restore_cache` | ==FALSE== | Restores inventory from GHA cache. |
 | **05** | **Metrics** | [**05.1. README Automated Sync**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/readme_sync.yml) | N/A | ==AUTO== | Updates metrics and TOC upon `develop` push. |
-| **06** | **Deployment** | [**06.1. GitHub Pages Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/main.yml) | N/A | ==MASTER== | Native GH Pages deployment from stable artifacts. |
+| **06** | **Deployment** | [**06.1. Final Portal Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/06.deploy_final.yml) | N/A | ==MASTER== | Native GH Pages deployment from stable artifacts. |
 | **07** | **Quality Gate**| [**07.1. PR Guardian AI**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/pr_guardian.yml) | N/A | ==AUTO== | Agentic pre-submit validation for PR compliance. |
 | | | [**07.2. Markdown Linter**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/markdown_linter.yml) | N/A | ==AUTO== | Validates HMTL/Markdown syntax (ignores MD051/MD013). |
 | **08** | **Maintenance**| [**08.1. Branch Lifecycle Cleanup**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/cleanup_merged_branches.yml) | N/A | ==CRON== | Deletes remote branches merged into `develop`. |
@@ -903,10 +905,11 @@ graph LR
     B --> D["V2 Vision Engine"]
     B --> Z["README Sync"]
     D --> E["V2 Update (develop)"]
-    E --> M["Sync to 'master'"]
-    M --> C["Pip Cache & CI/CD Build"]
+    M["Sync to 'master'"] --> C["Pip Cache & CI/CD Build"]
     C --> F["Upload Pages Artifact"]
-    F --> G["Native Deploy to nubenetes.com"]
+    F --> G["Native Deploy: V1 (Root/SEO), V2 (/v2/), V1 Fallback (/v1/)"]
+    G --> H["Inject Root Redirect to /v2/"]
+    Z --> B
     Z --> B
 ```
 
@@ -1000,7 +1003,7 @@ To maintain transparency and ease of navigation, all key configuration, database
 - **Link Rules:** [`data/link_rules.yaml`](data/link_rules.yaml) - Defines strictness for URL transformations and deep-link preservation.
 - **Curation Sources:** [`data/curation_sources.yaml`](data/curation_sources.yaml) - Defines monitored X.com accounts and technical topics.
 - **Special Assets:** [`data/special_assets.yaml`](data/special_assets.yaml) - VIP logic orchestration.
-- **Site Config:** [V1 (mkdocs.yml)](mkdocs.yml), [V2 (v2-mkdocs.yml)](v2-mkdocs.yml).
+- **Site Config:** [V1 (mkdocs.yml)](mkdocs.yml), [V2 (v2-mkdocs.yml)](v2-mkdocs.yml). Uses `favicon-ultra.png` for visibility and `hero-car.png` for branding.
 
 ### 13.2. Centralized Metadata Databases
 - **Global Inventory:** [`data/inventory.yaml`](data/inventory.yaml) - The "System Memory" containing all link metadata (years, stars, descriptions, and audit history).
@@ -1016,7 +1019,7 @@ To maintain transparency and ease of navigation, all key configuration, database
 - **04.1. V2 Publisher:** [**V2 Publisher**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_publish.yml) — Automatic V2 portal generation (Fast-Track rendering).
 - **04.2. Emergency PR Generator:** [**Emergency V2 PR Generator**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_pr_only.yml) — Data recovery off-ramp.
 - **05.1. README Metrics Sync:** [**README Automated Sync**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/readme_sync.yml) — Automatic TOC and metric synchronization.
-- **06.1. Deployment Pipeline:** [**GitHub Pages Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/main.yml) — Native GitHub Pages artifact deployment.
+- **06.1. Deployment Pipeline:** [**Final Portal Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/06.deploy_final.yml) — Native GitHub Pages artifact deployment (V1 Root / V2 Subdirectory).
 - **07.1. PR Guardian AI:** [**PR Guardian AI**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/pr_guardian.yml) — Agentic PR compliance auditor.
 - **07.2. Markdown Validator:** [**Markdown Linter**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/markdown_linter.yml) — Syntax and rendering safety gate.
 - **08.1. Branch Lifecycle:** [**Branch Lifecycle Cleanup**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/cleanup_merged_branches.yml) — Bi-monthly remote branch cleanup.
@@ -1082,3 +1085,4 @@ The technical resources (links, articles, videos) curated in this archive are th
 
 ### 15.3. Legal Disclaimer
 The information provided in this repository is for educational and professional reference purposes only. While our Agentic AI ensures high-fidelity curation, users should verify production configurations against official vendor documentation (AWS, Red Hat, CNCF) before deployment.
+r educational and professional reference purposes only. While our Agentic AI ensures high-fidelity curation, users should verify production configurations against official vendor documentation (AWS, Red Hat, CNCF) before deployment.

data/inventory.yaml

@@ -64629,6 +64629,7 @@ https://docs.gitlab.com/releases:
   - '[COMMUNITY-TOOL]'
   v2_locations:
   - cicd-kubernetes-plugins.md
+  - git.md
 https://docs.gitlab.com/runner/install/openshift.html:
   content_hash: N/A
   description: ''
@@ -97582,7 +97583,7 @@ https://github.com/gravitational/teleport:
   stars: 0
   status: online
   tags:
-  - '[COMMUNITY-TOOL]'
+  - '[DE FACTO STANDARD]'
   title: Teleport 🌟
   v1_locations:
   - docs/kubernetes-tools.md
@@ -110222,6 +110223,7 @@ https://github.com/openshift/installer:
   - docs/openshift.md
   v2_locations:
   - openshift.md
+  - ocp4.md
   year: N/A
 https://github.com/openshift/installer/blob/main/docs/user/aws/README.md:
   content_hash: 26cfbf4e2965b9721356c3f494cf99f2e5629e7680fdedfd2766663b397756f2
@@ -230542,6 +230544,7 @@ https://www.dynatrace.com/solutions/observability-for-developers:
   v2_locations:
   - qa.md
   - kubernetes-based-devel.md
+  - kubernetes-operators-controllers.md
   year: '2021'
 https://www.dynatrace.com/solutions/observability-for-developers/-development-machines-part-5:
   health_score: 64.0
@@ -232017,6 +232020,7 @@ https://www.f5.com/products/nginx:
   - web-servers.md
   - ansible.md
   - linux.md
+  - faq.md
   year: '2026'
 https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook:
   health_score: 64.0
@@ -261352,6 +261356,7 @@ https://www.redhat.com/en/blog:
   v2_locations:
   - kubernetes-backup-migrations.md
   - ocp4.md
+  - demos.md
 https://www.redhat.com/en/blog/11-manager-considerations:
   content_hash: 13cb72b8e114393e0501597b039b3a8f603e5de870aa10ae0156f1b6269f4bc3
   health_score: 100.0
@@ -273758,6 +273763,7 @@ https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-Wo
   - kubernetes-alternatives.md
   - devops.md
   - kubernetes-on-premise.md
+  - securityascode.md
   year: '2024'
 https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS:
   ai_summary: A comprehensive comparison outlining the structural and operational
@@ -282213,8 +282219,16 @@ https://www.youtube.com/embed/9vM4p9NN0Ts:
   video_order: 26
   year: N/A
 https://www.youtube.com/embed/QBqRAMVTmwE:
-  ai_summary: |
-    This technical session introduces Azure Verified Modules (AVM), the official Microsoft library for Bicep and Terraform, designed to standardize infrastructure-as-code (IaC) according to the Azure Well-Architected Framework. It explores how AVM provides a supported, resilient foundation with security-first defaults (e.g., zone redundancy, disabled public IPs) to solve fragmentation in open-source module ecosystems. The session highlights a critical architectural shift: Spec-Driven Development with GitHub Copilot. By utilizing the "Spec Kit" (an 8-step structured orchestration framework), architects can transform non-deterministic AI prompts into reliable, repeatable, and compliant multi-cloud builds, ensuring human-in-the-loop governance for AI-assisted infrastructure operations.
+  ai_summary: 'Azure Verified Modules (AVM) is the official Microsoft infrastructure-as-code
+    module library for both Bicep and Terraform. This session explores how AVM standardizes
+    deployments according to the Azure Well-Architected Framework by default, shipping
+    with high-impact security defaults like zone redundancy and disabled public IPs.
+    It introduces Spec-Driven Development with GitHub Copilot using the "Spec Kit"
+    (an 8-step framework from constitution to implementation). By turning non-deterministic
+    AI prompts into reliable, repeatable builds, architects can leverage AI as a trusted
+    foundation for secure and compliant Azure workload orchestration.
+
+    '
   category: Architecture and Cloud Strategy
   description: Featured video in the Top Videos & Clips section.
   health_score: 100.0
@@ -282224,13 +282238,16 @@ https://www.youtube.com/embed/QBqRAMVTmwE:
   stars: 0
   status: online
   technology: Azure Verified Modules (AVM)
-  title: Building Secure, Well-Architected Azure Workloads with Azure Verified Modules and GitHub Copilot
+  title: Building Secure, Well‑Architected Azure Workloads with Azure Verified Modules
+    and GitHub Copilot
   v1_locations: []
   video_order: 27
   year: N/A
 https://www.youtube.com/@ITOpsTalk:
-  content_hash: ""
-  description: IT Pro & Operations content from Microsoft's Azure Infrastructure Advocacy team. Video series, screencast demos, exam prep, product team interviews, shows and more.
+  content_hash: ''
+  description: IT Pro & Operations content from Microsoft's Azure Infrastructure Advocacy
+    team. Video series, screencast demos, exam prep, product team interviews, shows
+    and more.
   health_score: 100.0
   last_checked: 0.0
   status: online
@@ -282240,8 +282257,9 @@ https://www.youtube.com/@ITOpsTalk:
   v2_locations:
   - index.md
 https://www.youtube.com/@googlecloudtech:
-  content_hash: ""
-  description: Official channel for Google Cloud. It features technical tutorials, product updates, and insights into AI, data analytics, infrastructure, and security.
+  content_hash: ''
+  description: Official channel for Google Cloud. It features technical tutorials,
+    product updates, and insights into AI, data analytics, infrastructure, and security.
   health_score: 100.0
   last_checked: 0.0
   status: online
@@ -282250,6 +282268,90 @@ https://www.youtube.com/@googlecloudtech:
   - docs/index.md
   v2_locations:
   - index.md
+https://www.youtube.com/@GoogleGemini:
+  content_hash: ''
+  description: Official channel for Google Gemini, focusing on the latest advancements
+    and applications of Gemini AI models.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Google Gemini
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@googledeepmind:
+  content_hash: ''
+  description: Official channel for Google DeepMind, showcasing research and breakthroughs
+    in artificial intelligence.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Google DeepMind
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@anthropic-ai:
+  content_hash: ''
+  description: Official channel for Anthropic, focusing on AI safety and the development
+    of Claude AI.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Anthropic
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@Microsoft.Copilot:
+  content_hash: ''
+  description: Official channel for Microsoft Copilot, highlighting AI-powered productivity
+    tools and features.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Microsoft Copilot
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/OpenAI:
+  content_hash: ''
+  description: Official channel for OpenAI, the research and deployment company behind
+    GPT-4 and ChatGPT.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: OpenAI
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@aiatmeta:
+  content_hash: ''
+  description: Official channel for Meta AI, sharing news and research on Meta's artificial
+    intelligence initiatives.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Meta AI
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@Playwrightdev:
+  content_hash: ''
+  description: Official channel for Playwright, the open-source framework for reliable
+    end-to-end testing for modern web apps.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Playwright
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
 https://www.youtube.com/kubernetescommunity:
   content_hash: 5654ed1b031bb525606fadef419e20044ee5e80a0915535c7ae4e75f0c909d9d
   health_score: 100.0
@@ -289008,3 +289110,70 @@ https://…:
   v2_locations:
   - kubernetes-troubleshooting.md
   year: N/A
+https://www.youtube.com/embed/Tr4onEST70I:
+  is_featured_video: true
+  is_enriched: true
+  video_order: 28
+  category: Architecture and Cloud Strategy
+  technology: OpenShift
+  stars: 0
+  status: online
+  health_score: 100.0
+  last_checked: 0.0
+  year: '2026'
+  description: Featured video in the Top Videos & Clips section.
+  v1_locations: []
+  title: Fran Heeran, Red Hat | Red Hat Summit 2026
+  ai_summary: In this Red Hat Summit 2026 interview, Fran Heeran details how telecommunications
+    providers are shifting from heavily siloed infrastructure to unified cloud-native
+    architectures. By leveraging OpenShift Virtualization, telcos can centrally manage
+    both legacy virtual machines and modern containers across core networks and the
+    far edge, accelerating deployments up to 50%. This unified architecture additionally
+    enables sovereign cloud offerings and closed-loop network automation by feeding
+    AI outputs directly into Ansible-driven remediation workflows.
+https://www.youtube.com/embed/niuJpAKyb7c:
+  is_featured_video: true
+  is_enriched: true
+  video_order: 29
+  category: Developer Productivity
+  technology: VS Code
+  stars: 0
+  status: online
+  health_score: 100.0
+  last_checked: 0.0
+  year: '2023'
+  description: Featured video in the Top Videos & Clips section.
+  v1_locations: []
+  title: 'Remote VS Code with Dev Tunnels: access the editor from your browser'
+  ai_summary: 'In this tutorial, Gisela Torres explains the architecture and application
+    of VS Code Dev Tunnels to enable secure remote access to local development environments.
+    Dev Tunnels establish a secure, encrypted connection to VS Code without requiring
+    complex VPNs or firewall modifications, allowing developers to connect from any
+    web browser or secondary editor instance. For 2026 developer productivity, this
+    simplifies remote workspace orchestration and collaborative debugging in cloud-native
+    platforms. [SPANISH CONTENT]
+
+    '
+https://www.youtube.com/embed/videoseries?list=PLmsFUfdnGr3w9BdWjQGAwV7UPW0kspwOp:
+  is_featured_video: true
+  is_enriched: true
+  video_order: 30
+  category: AI and Future Operations
+  technology: Agentic DevOps
+  stars: 0
+  status: online
+  health_score: 100.0
+  last_checked: 0.0
+  year: '2025'
+  description: Featured video series in the Top Videos & Clips section.
+  v1_locations: []
+  title: Agentic DevOps Live
+  ai_summary: 'This official live series explores the paradigm shift from traditional
+    CI/CD pipelines to autonomous, agent-driven operations (Agentic DevOps). It covers
+    technical deep-dives into Azure SRE Agents for automated root cause analysis and
+    proactive reliability, GitHub Copilot App Mod Agents for modernizing legacy systems
+    at scale, and AI-powered workflows across GitHub and Azure DevOps. Essential for
+    platform engineers designing self-healing environments and scalable human-in-the-loop
+    AI governance in 2026.
+
+    '

data/youtube_channels_mosaic.yaml

@@ -0,0 +1,429 @@
+# Nubenetes YouTube Channel Mosaic Categorization Map
+# This file defines the visual grouping of YouTube channels displayed on the homepage.
+categories:
+  - id: "ai_advanced_tech"
+    name: "AI & Advanced Tech"
+    channels:
+      - title: "Google Gemini"
+        url: "https://www.youtube.com/@GoogleGemini"
+        image: "images/google_gemini_logo.png"
+      - title: "Google DeepMind"
+        url: "https://www.youtube.com/@googledeepmind"
+        image: "images/google_deepmind_logo.png"
+      - title: "Anthropic"
+        url: "https://www.youtube.com/@anthropic-ai"
+        image: "images/anthropic_logo.png"
+      - title: "OpenAI"
+        url: "https://www.youtube.com/OpenAI"
+        image: "images/openai_logo.png"
+      - title: "Meta AI"
+        url: "https://www.youtube.com/@aiatmeta"
+        image: "images/meta_ai_logo.png"
+      - title: "Microsoft Copilot"
+        url: "https://www.youtube.com/@Microsoft.Copilot"
+        image: "images/microsoft_copilot_logo.png"
+      - title: "Microsoft Reactor"
+        url: "https://www.youtube.com/@MicrosoftReactor"
+        image: "images/microsoft_reactor_logo.png"
+      - title: "dotcsv"
+        url: "https://www.youtube.com/@DotCSV"
+        image: "images/dotcsv.jpg"
+
+  - id: "cloud_providers"
+    name: "Cloud Providers & Core Infrastructure"
+    channels:
+      - title: "aws videos"
+        url: "https://www.youtube.com/c/amazonwebservices"
+        image: "images/aws_logo.jpg"
+      - title: "azure videos"
+        url: "https://www.youtube.com/c/MicrosoftAzure"
+        image: "images/azure_logo.jpg"
+      - title: "gcp videos"
+        url: "https://www.youtube.com/user/googlecloudplatform"
+        image: "images/gcp_logo.jpg"
+      - title: "gcp videos new"
+        url: "https://www.youtube.com/@googlecloudtech"
+        image: "images/gcp_logo_v2.png"
+      - title: "ibm cloud videos"
+        url: "https://www.youtube.com/c/IBMTechnology"
+        image: "images/ibm_cloud_logo.jpg"
+      - title: "oraclecloud videos"
+        url: "https://www.youtube.com/c/OracleCloudInfrastructure"
+        image: "images/oracle_cloud_logo.jpg"
+      - title: "digitalocean videos"
+        url: "https://www.youtube.com/c/Digitalocean"
+        image: "images/digital_ocean_logo.jpg"
+      - title: "cloudflare"
+        url: "https://www.youtube.com/cloudflare"
+        image: "images/cloudflare_logo.jpg"
+      - title: "scaleway cloud"
+        url: "https://www.youtube.com/c/Scaleway-Cloud"
+        image: "images/scaleway_cloud.jpg"
+      - title: "openstack"
+        url: "https://www.youtube.com/c/OpenStackFoundation"
+        image: "images/openstack_logo.jpg"
+      - title: "alibaba cloud"
+        url: "https://www.youtube.com/c/AlibabaCloud"
+        image: "images/alibaba_cloud.jpg"
+      - title: "linode cloud"
+        url: "https://www.youtube.com/c/linode"
+        image: "images/linode_cloud.jpg"
+      - title: "gaia-x"
+        url: "https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw"
+        image: "images/gaia_x.jpg"
+      - title: "kyndryl"
+        url: "https://www.youtube.com/@kyndryl"
+        image: "images/kyndryl_logo.jpg"
+
+  - id: "cloud_native_kubernetes"
+    name: "Cloud Native Platforms & Kubernetes"
+    channels:
+      - title: "cncf videos"
+        url: "https://www.youtube.com/c/cloudnativefdn"
+        image: "images/cncf_logo.jpg"
+      - title: "kubernetes logo"
+        url: "https://www.youtube.com/kubernetescommunity"
+        image: "images/kubernetes_logo.png"
+      - title: "redhat videos"
+        url: "https://www.youtube.com/c/redhat"
+        image: "images/redhat_logo.jpg"
+      - title: "openshift videos"
+        url: "https://www.youtube.com/c/OpenShift"
+        image: "images/openshift_logo.jpg"
+      - title: "rancher logo"
+        url: "https://www.youtube.com/c/Rancher"
+        image: "images/rancher-logo.jpg"
+      - title: "vmware tanzu logo"
+        url: "https://www.youtube.com/c/VMwareTanzu"
+        image: "images/vmware_tanzu_logo.jpg"
+      - title: "argocd project"
+        url: "https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA"
+        image: "images/argoproj.jpg"
+      - title: "fluxcd"
+        url: "https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA"
+        image: "images/fluxcd.jpg"
+      - title: "keptn"
+        url: "https://www.youtube.com/c/keptn"
+        image: "images/keptn_logo.jpg"
+      - title: "netbox"
+        url: "https://www.youtube.com/@NetBoxLabs"
+        image: "images/netboxlabs_logo.jpg"
+      - title: "kubefm"
+        url: "https://www.youtube.com/@kubefm"
+        image: "images/kubefm_logo.jpg"
+      - title: "container days"
+        url: "https://www.youtube.com/c/ContainerDays"
+        image: "images/containerdays.jpg"
+      - title: "tetrate"
+        url: "https://www.youtube.com/c/Tetrate"
+        image: "images/tetrate_logo.jpg"
+
+  - id: "devops_cicd_iac"
+    name: "DevOps, CI/CD, IaC & GitOps"
+    channels:
+      - title: "docker videos"
+        url: "https://www.youtube.com/c/DockerIo"
+        image: "images/docker_logo.jpg"
+      - title: "cloudbees videos"
+        url: "https://www.youtube.com/c/CloudBeesTV"
+        image: "images/cloudbees_logo.jpg"
+      - title: "jenkins videos"
+        url: "https://www.youtube.com/c/jenkinscicd"
+        image: "images/jenkins-logo.jpg"
+      - title: "jenkins-x videos"
+        url: "https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg"
+        image: "images/jenkins_x_logo.jpg"
+      - title: "spinnaker videos"
+        url: "https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg"
+        image: "images/spinnaker_logo.jpg"
+      - title: "harhicorp videos"
+        url: "https://www.youtube.com/c/HashiCorp"
+        image: "images/hashicorp_logo.jpg"
+      - title: "pulumi videos"
+        url: "https://www.youtube.com/c/PulumiTV"
+        image: "images/pulumi_logo.jpg"
+      - title: "Azure Terraformer"
+        url: "https://www.youtube.com/@azure-terraformer"
+        image: "images/azure-terraformer.jpg"
+      - title: "Ned in the Cloud"
+        url: "https://www.youtube.com/@NedintheCloud"
+        image: "images/nedinthecloud.jpg"
+      - title: "github videos"
+        url: "https://www.youtube.com/c/GitHub"
+        image: "images/github_logo.jpg"
+      - title: "gitlab video"
+        url: "https://www.youtube.com/c/Gitlab"
+        image: "images/gitlab_logo.jpg"
+      - title: "gitkraken"
+        url: "https://www.youtube.com/c/Gitkraken"
+        image: "images/gitkraken_logo.jpg"
+      - title: "atlassian videos"
+        url: "https://www.youtube.com/c/Atlassian"
+        image: "images/atlassian_logo.jpg"
+      - title: "postman videos"
+        url: "https://www.youtube.com/c/postman"
+        image: "images/postman_logo.jpg"
+      - title: "swagger videos"
+        url: "https://www.youtube.com/c/Smartbear"
+        image: "images/smartbear_swagger_logo.jpg"
+      - title: "jfrog"
+        url: "https://www.youtube.com/c/JFrogInc"
+        image: "images/jfrog_logo.jpg"
+      - title: "sonatype"
+        url: "https://www.youtube.com/c/Sonatypeinc"
+        image: "images/sonatype_logo.jpg"
+      - title: "sonarsource sonarqube"
+        url: "https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA"
+        image: "images/sonarsource_logo.jpg"
+      - title: "ContinuousDeliveryFoundation"
+        url: "https://www.youtube.com/c/ContinuousDeliveryFoundation"
+        image: "images/ContinuousDeliveryFoundation.jpg"
+      - title: "azure devops"
+        url: "https://www.youtube.com/c/AzureDevOps"
+        image: "images/azure_devops_youtube.jpg"
+
+  - id: "observability_databases_storage"
+    name: "Observability, Databases & Cloud Storage"
+    channels:
+      - title: "prometheus videos"
+        url: "https://www.youtube.com/c/PrometheusIo"
+        image: "images/prometheus_logo.jpg"
+      - title: "grafana videos"
+        url: "https://www.youtube.com/c/Grafana"
+        image: "images/grafana_logo.jpg"
+      - title: "istio videos"
+        url: "https://www.youtube.com/c/Istio"
+        image: "images/istio_logo.jpg"
+      - title: "elastic videos"
+        url: "https://www.youtube.com/c/Elastic"
+        image: "images/elasticsearch_logo.jpg"
+      - title: "dynatrace videos"
+        url: "https://www.youtube.com/c/dynatrace"
+        image: "images/dynatrace_logo.jpg"
+      - title: "appdynamics videos"
+        url: "https://www.youtube.com/c/appdynamics"
+        image: "images/appdynamics_logo.jpg"
+      - title: "newrelic videos"
+        url: "https://www.youtube.com/c/NewRelicInc"
+        image: "images/newrelic_logo.jpg"
+      - title: "tigera calico"
+        url: "https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw"
+        image: "images/tigera_calico_logo.jpg"
+      - title: "weavecloud"
+        url: "https://www.youtube.com/c/WeaveWorksInc"
+        image: "images/weavecloud_logo.jpg"
+      - title: "crunchydata"
+        url: "https://www.youtube.com/c/CrunchyDataPostgres"
+        image: "images/crunchydata_logo.jpg"
+      - title: "liquibase video"
+        url: "https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w"
+        image: "images/liquibase_logo.jpg"
+      - title: "cockroachdb"
+        url: "https://www.youtube.com/c/cockroachdb"
+        image: "images/cockroachdb_logo.jpg"
+      - title: "mongodb"
+        url: "https://www.youtube.com/c/MongoDBofficial"
+        image: "images/mongodb_logo.jpg"
+      - title: "redis"
+        url: "https://www.youtube.com/c/Redisinc"
+        image: "images/redis_logo.jpg"
+      - title: "confluent video"
+        url: "https://www.youtube.com/c/Confluent"
+        image: "images/confluent_logo.jpg"
+      - title: "kubemq video"
+        url: "https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA"
+        image: "images/kubemq_logo.jpg"
+      - title: "openebs"
+        url: "https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g"
+        image: "images/openebs_logo.jpg"
+      - title: "storageos"
+        url: "https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w"
+        image: "images/storageos_logo.jpg"
+      - title: "robin"
+        url: "https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w"
+        image: "images/robin_logo.jpg"
+      - title: "portworx"
+        url: "https://www.youtube.com/c/Portworx"
+        image: "images/portworx_logo.jpg"
+
+  - id: "dev_testing_collab"
+    name: "Development, Testing & Collaboration"
+    channels:
+      - title: "vscode videos"
+        url: "https://www.youtube.com/c/Code"
+        image: "images/vscode_logo.jpg"
+      - title: "Playwright"
+        url: "https://www.youtube.com/@Playwrightdev"
+        image: "images/playwright_logo.png"
+      - title: "chrome developers videos"
+        url: "https://www.youtube.com/c/GoogleChromeDevelopers"
+        image: "images/chromedevtools_logo.jpg"
+      - title: "mozilla developer"
+        url: "https://www.youtube.com/c/MozillaDeveloper"
+        image: "images/mozilla_developer_logo.jpg"
+      - title: "rh devel"
+        url: "https://www.youtube.com/c/RedHatDevelopers"
+        image: "images/rh_developer_logo.jpg"
+      - title: "spring logo"
+        url: "https://www.youtube.com/user/SpringSourceDev"
+        image: "images/spring-logo.jpg"
+      - title: "quarkus logo"
+        url: "https://www.youtube.com/c/Quarkusio"
+        image: "images/quarkus-logo.jpg"
+      - title: "lightbend videos"
+        url: "https://www.youtube.com/c/Lightbend-TV"
+        image: "images/lightbend_logo.jpg"
+      - title: "lambdatest"
+        url: "https://www.youtube.com/c/LambdaTest"
+        image: "images/lambdatest.jpg"
+      - title: "rocket_chat"
+        url: "https://www.youtube.com/c/RocketChatApp"
+        image: "images/rocket_chat_logo.jpg"
+      - title: "slack"
+        url: "https://www.youtube.com/c/Slackhq"
+        image: "images/slack_logo.jpg"
+      - title: "mattermost"
+        url: "https://www.youtube.com/c/MattermostHQ"
+        image: "images/mattermost_logo.jpg"
+      - title: "microsoft365"
+        url: "https://www.youtube.com/c/microsoft365"
+        image: "images/microsoft_365_logo.jpg"
+      - title: "openproject"
+        url: "https://www.youtube.com/c/OpenProjectCommunity"
+        image: "images/openproject_logo.jpg"
+
+  - id: "learning_influencers_communities"
+    name: "Tech E-Learning, Influencers & Communities"
+    channels:
+      - title: "cloud academy"
+        url: "https://www.youtube.com/c/Cloudacademy"
+        image: "images/cloud_academy_logo.jpg"
+      - title: "acloudguru"
+        url: "https://www.youtube.com/c/AcloudGuru"
+        image: "images/acloudguru_logo.jpg"
+      - title: "devops_tv"
+        url: "https://www.youtube.com/c/Devopsdotcom"
+        image: "images/devops_tv_logo.jpg"
+      - title: "xebialabs"
+        url: "https://www.youtube.com/c/XebiaLabs"
+        image: "images/xebialabs_logo.jpg"
+      - title: "devops library"
+        url: "https://www.youtube.com/c/Devopslibrary"
+        image: "images/devops_library_logo.jpg"
+      - title: "codecademy"
+        url: "https://www.youtube.com/c/codecademy"
+        image: "images/codecademy.jpg"
+      - title: "coursera"
+        url: "https://www.youtube.com/user/coursera"
+        image: "images/coursera_logo.jpg"
+      - title: "academind"
+        url: "https://www.youtube.com/c/Academind"
+        image: "images/academind_logo.jpg"
+      - title: "guru99"
+        url: "https://www.youtube.com/c/guru99comm"
+        image: "images/guru99_logo.jpg"
+      - title: "intellipaat"
+        url: "https://www.youtube.com/c/Intellipaat"
+        image: "images/intellipaat_logo.jpg"
+      - title: "cloud quick POCs"
+        url: "https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ"
+        image: "images/cloudquickpocs.jpg"
+      - title: "thetips4you"
+        url: "https://www.youtube.com/c/Thetips4you"
+        image: "images/thethips4you.jpg"
+      - title: "cloud learnhub"
+        url: "https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg"
+        image: "images/cloud_learn_hub.jpg"
+      - title: "John Savill"
+        url: "https://www.youtube.com/c/NTFAQGuy"
+        image: "images/John_Savill.jpg"
+      - title: "microservice factory"
+        url: "https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA"
+        image: "images/microservice_factory.jpg"
+      - title: "kubedb appscode"
+        url: "https://www.youtube.com/c/AppsCodeInc"
+        image: "images/kubedb_logo.jpg"
+      - title: "devops toolkit"
+        url: "https://www.youtube.com/c/DevOpsToolkit"
+        image: "images/devops_toolkit.jpg"
+      - title: "ansible pilot"
+        url: "https://www.youtube.com/c/AnsiblePilot"
+        image: "images/ansiblepilot.jpg"
+      - title: "codelytv"
+        url: "https://www.youtube.com/CodelyTV"
+        image: "images/codelytv_logo.jpg"
+      - title: "pelado nerd"
+        url: "https://www.youtube.com/c/PeladoNerd"
+        image: "images/pelado_nerd.jpg"
+      - title: "hola mundo"
+        url: "https://www.youtube.com/c/HolaMundoDev"
+        image: "images/hola_mundo.jpg"
+      - title: "javier garzas"
+        url: "https://www.youtube.com/c/JavierGarz%C3%A1s"
+        image: "images/jgarzas.jpg"
+      - title: "london IAC"
+        url: "https://www.youtube.com/c/LondonIAC"
+        image: "images/londonIAC.jpg"
+      - title: "techworld nana"
+        url: "https://www.youtube.com/c/TechWorldwithNana"
+        image: "images/techworld_nana.jpg"
+      - title: "honeypot"
+        url: "https://www.youtube.com/c/Honeypotio"
+        image: "images/honeypot.jpg"
+      - title: "Ali Spittel"
+        url: "https://www.youtube.com/c/AliSpittelDev"
+        image: "images/aspittel.jpg"
+      - title: "thomas maurer"
+        url: "https://www.youtube.com/c/ThomasMaurerCloud"
+        image: "images/thomas_maurer.jpg"
+      - title: "freecodecamp"
+        url: "https://www.youtube.com/c/Freecodecamp"
+        image: "images/freecodecamp.jpg"
+      - title: "thenewstack"
+        url: "https://www.youtube.com/c/TheNewStack"
+        image: "images/thenewstack.jpg"
+      - title: "the cloud girl"
+        url: "https://www.youtube.com/c/priyankavergadia"
+        image: "images/thecloudgirl.jpg"
+      - title: "tina huang"
+        url: "https://www.youtube.com/c/TinaHuang1"
+        image: "images/tinahuang.jpg"
+      - title: "azure cloud native"
+        url: "https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw"
+        image: "images/azure_cloud_native.jpg"
+      - title: "gps"
+        url: "https://www.youtube.com/c/MadeByGPS"
+        image: "images/gps.jpg"
+      - title: "anais urlichs"
+        url: "https://www.youtube.com/c/AnaisUrlichs"
+        image: "images/anais_urlichs.jpg"
+      - title: "the digital life"
+        url: "https://www.youtube.com/c/TheDigitalLifeTech"
+        image: "images/the_digital_life.jpg"
+      - title: "Tech with Helen"
+        url: "https://www.youtube.com/@techwithhelen"
+        image: "images/techwithhelen.jpg"
+      - title: "bytebytego"
+        url: "https://www.youtube.com/@ByteByteGo"
+        image: "images/bytebytego.jpg"
+      - title: "midulive"
+        url: "https://www.youtube.com/@midulive"
+        image: "images/midulive.jpg"
+      - title: "returngis"
+        url: "https://www.youtube.com/@returngis"
+        image: "images/returngis_logo.jpg"
+      - title: "Olena Kutsenko"
+        url: "https://www.youtube.com/@OlenaKutsenko"
+        image: "images/olena_kutsenko.jpg"
+      - title: "mouredev"
+        url: "https://www.youtube.com/@mouredev"
+        image: "images/mouredev.jpg"
+      - title: "CloudNativeMadrid"
+        url: "https://www.youtube.com/@CloudNativeMadrid"
+        image: "images/cloudnativemadrid_logo.jpg"
+      - title: "itopstalk"
+        url: "https://www.youtube.com/@ITOpsTalk"
+        image: "images/itopstalk_logo.png"
+      - title: "dzone"
+        url: "https://www.youtube.com/c/dzone"
+        image: "images/dzone_logo.jpg"

docs/images/itopstalk_logo.jpg

@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html lang=en>
+  <meta charset=utf-8>
+  <meta name=viewport content="initial-scale=1, minimum-scale=1, width=device-width">
+  <title>Error 400 (Bad Request)!!1</title>
+  <style>
+    *{margin:0;padding:0}html,code{font:15px/22px arial,sans-serif}html{background:#fff;color:#222;padding:15px}body{margin:7% auto 0;max-width:390px;min-height:180px;padding:30px 0 15px}* > body{background:url(//www.google.com/images/errors/robot.png) 100% 5px no-repeat;padding-right:205px}p{margin:11px 0 22px;overflow:hidden}ins{color:#777;text-decoration:none}a img{border:0}@media screen and (max-width:772px){body{background:none;margin-top:0;max-width:none;padding-right:0}}#logo{background:url(//www.google.com/images/branding/googlelogo/1x/googlelogo_color_150x54dp.png) no-repeat;margin-left:-5px}@media only screen and (min-resolution:192dpi){#logo{background:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) no-repeat 0% 0%/100% 100%;-moz-border-image:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) 0}}@media only screen and (-webkit-min-device-pixel-ratio:2){#logo{background:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) no-repeat;-webkit-background-size:100% 100%}}#logo{display:inline-block;height:54px;width:150px}
+  </style>
+  <a href=//www.google.com/><span id=logo aria-label=Google></span></a>
+  <p><b>400.</b> <ins>That’s an error.</ins>
+  <p>Your client has issued a malformed or illegal request.  <ins>That’s all we know.</ins>

docs/images/nubenetes-max-visible.svg

@@ -0,0 +1,14 @@
+<svg width="256" height="256" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg">
+  <!-- Solid Black Background for Maximum Contrast (X.com Style) -->
+  <rect width="256" height="256" fill="#000000"/>
+  
+  <!-- Ultra-Bold "N" (Nubenetes) designed for 16x16 clarity -->
+  <g fill="#00E5FF">
+    <!-- Left Vertical Bar -->
+    <rect x="20" y="20" width="65" height="216"/>
+    <!-- Right Vertical Bar -->
+    <rect x="171" y="20" width="65" height="216"/>
+    <!-- Massive Diagonal -->
+    <path d="M20 20 L85 20 L236 236 L171 236 Z"/>
+  </g>
+</svg>

docs/images/nubenetes-nano-logo.svg

@@ -0,0 +1,46 @@
+<svg width="512" height="512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="cyberGradient" x1="0%" y1="0%" x2="100%" y2="100%">
+      <stop offset="0%" style="stop-color:#00E5FF;stop-opacity:1" />
+      <stop offset="100%" style="stop-color:#00838F;stop-opacity:1" />
+    </linearGradient>
+    <filter id="glow">
+      <feGaussianBlur stdDeviation="5" result="coloredBlur"/>
+      <feMerge>
+        <feMergeNode in="coloredBlur"/>
+        <feMergeNode in="SourceGraphic"/>
+      </feMerge>
+    </filter>
+  </defs>
+  <!-- Futuristic Cloud-Vehicle Base -->
+  <path d="M100 350 Q 50 350 50 300 Q 50 250 100 250 L 120 200 Q 150 120 250 120 Q 350 120 380 200 L 400 250 Q 450 250 450 300 Q 450 350 400 350 Z" 
+        fill="url(#cyberGradient)" 
+        filter="url(#glow)"/>
+  
+  <!-- Kubernetes Steering Wheel as Front Wheel -->
+  <g transform="translate(140, 350) scale(0.6)">
+    <circle cx="0" cy="0" r="80" fill="#0D1117" stroke="#FFFFFF" stroke-width="15"/>
+    <g stroke="#FFFFFF" stroke-width="12" stroke-linecap="round">
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(0)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(51.4)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(102.8)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(154.2)"/>
+    </g>
+    <circle cx="0" cy="0" r="25" fill="#FFFFFF"/>
+  </g>
+
+  <!-- Kubernetes Steering Wheel as Rear Wheel -->
+  <g transform="translate(360, 350) scale(0.6)">
+    <circle cx="0" cy="0" r="80" fill="#0D1117" stroke="#FFFFFF" stroke-width="15"/>
+    <g stroke="#FFFFFF" stroke-width="12" stroke-linecap="round">
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(0)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(51.4)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(102.8)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(154.2)"/>
+    </g>
+    <circle cx="0" cy="0" r="25" fill="#FFFFFF"/>
+  </g>
+  
+  <!-- "N" Tech Detail -->
+  <text x="220" y="280" font-family="Arial, sans-serif" font-size="100" font-weight="bold" fill="#0D1117" opacity="0.8">N</text>
+</svg>

docs/images/nubenetes-ultra-visible.svg

@@ -0,0 +1,10 @@
+<svg width="256" height="256" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg">
+  <!-- Solid High-Contrast Background (LinkedIn/GitHub Style) -->
+  <rect width="256" height="256" rx="48" fill="#0D1117"/>
+  
+  <!-- Bold Stylized "N" (Nubenetes) with Cyan Accent -->
+  <path d="M70 190V66L140 135V66H186V190L116 121V190H70Z" fill="#00E5FF"/>
+  
+  <!-- Subtle Cloud Curve at the bottom for Cloud Context -->
+  <path d="M116 190H186V170C186 160 178 152 168 152H134C124 152 116 160 116 170V190Z" fill="#00E5FF" opacity="0.3"/>
+</svg>

docs/static/extra.css

@@ -35,4 +35,18 @@ reset max-width with the following CSS: */
 .someid { color: green; }
 */
 
+.channel-logo {
+  width: 48px;
+  height: 48px;
+  object-fit: contain;
+  margin: 6px;
+  transition: transform 0.25s cubic-bezier(0.4, 0, 0.2, 1), filter 0.25s ease;
+  vertical-align: middle;
+}
+
+.channel-logo:hover {
+  transform: scale(1.15);
+  filter: brightness(1.2);
+}
+
 

docs/static/v2_elite.css

@@ -178,3 +178,64 @@ a {
   text-shadow: 0 0 5px rgba(251, 191, 36, 0.4);
 }
 
+.channel-logo {
+  width: 48px;
+  height: 48px;
+  object-fit: contain;
+  margin: 6px;
+  transition: transform 0.25s cubic-bezier(0.4, 0, 0.2, 1), filter 0.25s ease;
+  vertical-align: middle;
+}
+
+.channel-logo:hover {
+  transform: scale(1.15);
+  filter: brightness(1.25);
+  box-shadow: 0 0 12px var(--md-accent-fg-color);
+  border-radius: 4px;
+}
+
+/* V2 Homepage Hero Dashboard Cards */
+.hero-badge-card {
+  border: 1px solid rgba(255, 255, 255, 0.08);
+  border-radius: 12px;
+  padding: 16px;
+  width: 180px;
+  text-align: center;
+  background: rgba(255, 255, 255, 0.015);
+  transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
+  display: inline-block;
+  cursor: pointer;
+  vertical-align: top;
+}
+
+.hero-badge-card img {
+  width: 80px;
+  height: 80px;
+  object-fit: contain;
+  margin-bottom: 8px;
+  transition: transform 0.3s ease;
+}
+
+.hero-badge-card:hover {
+  transform: translateY(-4px);
+  background: rgba(34, 211, 238, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(34, 211, 238, 0.15);
+  border-color: #22d3ee !important;
+}
+
+.hero-badge-card:hover img {
+  transform: scale(1.1);
+}
+
+.hero-badge-title {
+  font-weight: bold;
+  font-size: 0.9rem;
+  color: var(--md-primary-fg-color);
+}
+
+.hero-badge-subtitle {
+  font-size: 0.75rem;
+  color: var(--md-primary-fg-color--dark);
+  margin-top: 4px;
+}
+

mkdocs-v1-archive.yml

@@ -1,5 +1,5 @@
 site_name: Nubenetes
-site_url: https://nubenetes.com
+site_url: https://nubenetes.com/
 site_description: A curated list of awesome IT projects and resources. Inspired by the awesome list.
 site_author: nubenetes@gmail.com
 docs_dir: docs/
@@ -13,7 +13,7 @@ theme:
   icon:
     logo: logo
     repo: fontawesome/brands/github
-  favicon: images/favicon-car-modern.png
+  favicon: images/favicon-ultra.png
   palette:
     - scheme: default
       primary: indigo
@@ -85,6 +85,7 @@ markdown_extensions:
   - abbr
   - def_list
 nav:
+  - "🚀 Try Nubenetes V2 (Elite Portal)": https://nubenetes.com/v2/
   - Home: index.md
   - Intro:
     - Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes: introduction.md

mkdocs.yml

@@ -1,5 +1,5 @@
 site_name: Nubenetes
-site_url: https://nubenetes.com
+site_url: https://nubenetes.com/
 site_description: A curated list of awesome IT projects and resources. Inspired by the awesome list.
 site_author: "Nubenetes"
 docs_dir: docs/
@@ -11,7 +11,7 @@ edit_uri: ""
 theme:
   name: material
   prev_next_buttons_location: both
-  favicon: images/favicon-modern.png
+  favicon: images/favicon-ultra.png
   icon:
     logo: logo
     repo: fontawesome/brands/github
@@ -56,7 +56,7 @@ plugins:
         background_color: "#263238"
         font_family: "Inter"
       custom_dir: "docs/images/"
-      logo: favicon-car-modern.png
+      logo: favicon-ultra.png
 extra_css:
   - static/extra.css
 extra_javascript:
@@ -99,7 +99,7 @@ markdown_extensions:
   - abbr
   - def_list
 nav:
-  - "🚀 Try Nubenetes V2 (Elite)": https://nubenetes.com/v2/
+  - "🚀 Try Nubenetes V2 (Elite Portal)": https://nubenetes.com/v2/
   - Home: index.md
   - Intro:
     - Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes: introduction.md

requirements.txt

@@ -1,4 +1,6 @@
-mkdocs-material>=9.5.0
-pymdown-extensions>=10.8.1
+mkdocs-material>=9.7.6
+pymdown-extensions>=10.21.3
 yt-dlp
 youtube-transcript-api
+mkdocs-redirects>=1.2.3
+mkdocs-minify-plugin>=0.8.0

src/reorganize_mosaic.py

@@ -0,0 +1,91 @@
+import re
+import yaml
+import os
+
+# Map category IDs to outline border colors
+COLOR_MAP = {
+    "ai_advanced_tech": "#8b5cf6",                  # Purple
+    "cloud_providers": "#3b82f6",                   # Blue
+    "cloud_native_kubernetes": "#10b981",           # Emerald Green
+    "devops_cicd_iac": "#f59e0b",                   # Amber Orange
+    "observability_databases_storage": "#ec4899",   # Pink
+    "dev_testing_collab": "#14b8a6",                # Teal
+    "learning_influencers_communities": "#64748b"   # Slate Gray
+}
+
+def build_mosaic_markdown(yaml_path):
+    with open(yaml_path, 'r', encoding='utf-8') as f:
+        data = yaml.safe_load(f)
+
+    lines = []
+    lines.append('<center markdown="1">')
+    lines.append('')  # Mandatory blank line after center tag
+
+    for cat in data['categories']:
+        color = COLOR_MAP.get(cat['id'], '#64748b')
+        
+        # Open category block container
+        # Note: markdown="1" is required inside the HTML tag to process markdown links correctly
+        lines.append(f'<div markdown="1" style="border: 1px solid {color}; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="{cat["name"]}">')
+        lines.append('') # Mandatory blank line after block tag
+        
+        # Channel links
+        chan_links = []
+        for chan in cat['channels']:
+            chan_links.append(f"[![{chan['title']}]({chan['image']}){{: style=\"width:48px; height:48px; object-fit:contain; margin:6px;\" .channel-logo}}]({chan['url']})")
+        
+        lines.append(" ".join(chan_links))
+        lines.append('')
+        
+        # Close container
+        lines.append('</div>')
+        lines.append('')
+        
+    lines.append('</center>')
+    return "\n".join(lines)
+
+def update_file(file_path, new_mosaic):
+    with open(file_path, 'r', encoding='utf-8') as f:
+        content = f.read()
+
+    # Find the specific <center markdown="1"> block containing "docker videos" or "docker_logo.jpg"
+    start_tag = '<center markdown="1">'
+    end_tag = '</center>'
+    
+    idx = 0
+    found = False
+    while True:
+        start_pos = content.find(start_tag, idx)
+        if start_pos == -1:
+            break
+        end_pos = content.find(end_tag, start_pos)
+        if end_pos == -1:
+            break
+        
+        block = content[start_pos : end_pos + len(end_tag)]
+        if 'docker videos' in block or 'docker_logo.jpg' in block:
+            content = content[:start_pos] + new_mosaic + content[end_pos + len(end_tag):]
+            found = True
+            break
+        idx = start_pos + len(start_tag)
+        
+    if not found:
+        raise ValueError(f"Could not locate the YouTube channels mosaic block in {file_path}")
+    
+    with open(file_path, 'w', encoding='utf-8') as f:
+        f.write(content)
+    print(f"Successfully updated {file_path}")
+
+def main():
+    repo_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    yaml_path = os.path.join(repo_root, 'data', 'youtube_channels_mosaic.yaml')
+    v1_path = os.path.join(repo_root, 'docs', 'index.md')
+    v2_path = os.path.join(repo_root, 'v2-docs', 'index.md')
+
+    new_mosaic = build_mosaic_markdown(yaml_path)
+    
+    update_file(v1_path, new_mosaic)
+    update_file(v2_path, new_mosaic)
+
+if __name__ == '__main__':
+    main()

src/v2_optimizer.py

@@ -747,7 +747,7 @@ class V2VisionEngine:
         index_md = (
             "# Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)\n\n"
             "<center markdown=\"1\">\n"
-            "[![Kubernetes Logo](images/kubernetes_logo.png)](https://kubernetes.io) &nbsp; [![Nubenetes Introduction](images/favicon-car-modern.png)](./introduction.md)\n"
+            "[![Kubernetes Logo](images/kubernetes_logo.png)](https://kubernetes.io) &nbsp; [![Nubenetes Introduction](images/hero-car.png)](./introduction.md)\n"
             "</center>\n\n"
             "\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\" ([Horatio Nelson Jackson](https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson))\n"
             "<center markdown=\"1\">\n\n"
@@ -867,7 +867,7 @@ class V2VisionEngine:
             with open("v2-mkdocs.yml", "r") as f: content = f.read()
             nav = [
                 "nav:", 
-                "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/", 
+                "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/v1/", 
                 "  - \"The 2026 Vision\": index.md",
                 "  - \"Agentic Video Hub\": videos.md"
             ]

src/v2_video_portal.py

@@ -29,9 +29,24 @@ def generate_v2_videos():
         print("No featured videos found in inventory.")
         return
 
-    # Sort by Category Order (using the numeric prefix) and then by video_order field
-    # Categories: "1. Fundamentals and Documentaries", "2. Architecture...", etc.
-    featured_videos.sort(key=lambda x: (x["category"], x.get("video_order", 999)))
+    # Logical category order following the O'Reilly learning flow
+    CATEGORY_ORDER = [
+        "Fundamentals and Documentaries",
+        "Architecture and Cloud Strategy",
+        "Infrastructure as Code",
+        "Developer Productivity",
+        "Observability and Monitoring",
+        "Security and Compliance",
+        "AI and Future Operations"
+    ]
+
+    def category_key(cat):
+        try:
+            return CATEGORY_ORDER.index(cat)
+        except ValueError:
+            return len(CATEGORY_ORDER)
+
+    featured_videos.sort(key=lambda x: (category_key(x["category"]), x.get("video_order", 999)))
 
     def clean_header(text):
         # MANDATE 30: No ampersands, no special characters
@@ -46,6 +61,13 @@ def generate_v2_videos():
         t = text.replace("&", "and").replace("(", "").replace(")", "")
         return t.lower().strip().replace(" ", "-").replace("/", "-").replace(".", "")
 
+    def is_spanish(title, summary):
+        if "[SPANISH CONTENT]" in summary or "[SPANISH CONTENT]" in title:
+            return True
+        if title.strip().startswith("¿"):
+            return True
+        return False
+
     content = [
         "# 🎥 Nubenetes Elite Video Hub",
         "",
@@ -55,12 +77,25 @@ def generate_v2_videos():
         ""
     ]
 
-    categories = sorted(list(set(v["category"] for v in featured_videos)))
+    categories = sorted(list(set(v["category"] for v in featured_videos)), key=category_key)
     for idx, cat in enumerate(categories, 1):
         clean_cat = clean_header(cat)
         slug = get_slug(cat)
         content.append(f"{idx}. [{clean_cat}](#{slug})")
 
+        # Get unique technologies in this category, keeping their relative order based on video_order
+        cat_videos = [v for v in featured_videos if v["category"] == cat]
+        cat_videos.sort(key=lambda x: x.get("video_order", 999))
+        seen_techs = []
+        for v in cat_videos:
+            tech = v.get("technology", "Cloud Native")
+            if tech not in seen_techs:
+                seen_techs.append(tech)
+        for tech in seen_techs:
+            clean_tech = clean_header(f"{tech} ({cat})")
+            tech_slug = get_slug(f"{tech} ({cat})")
+            content.append(f"    - [{clean_tech}](#{tech_slug})")
+
     content.append("")
 
     for cat in categories:
@@ -68,28 +103,44 @@ def generate_v2_videos():
         slug = get_slug(cat)
         # Use standard headers (MkDocs generates anchors automatically)
         content.append(f"## {clean_cat}")
-        cat_videos = [v for v in featured_videos if v["category"] == cat]
         
-        # Sort by video_order within category
+        cat_videos = [v for v in featured_videos if v["category"] == cat]
         cat_videos.sort(key=lambda x: x.get("video_order", 999))
-
+        
+        # Group videos by technology
+        tech_groups = {}
+        tech_order = []
         for v in cat_videos:
             tech = v.get("technology", "Cloud Native")
-            # Ensure summary is correctly indented for multiline blocks
-            summary = v.get("summary", "").strip()
-            indented_summary = summary.replace("\n", "\n        ")
+            if tech not in tech_groups:
+                tech_groups[tech] = []
+                tech_order.append(tech)
+            tech_groups[tech].append(v)
             
-            # Collapsible block per video for better flow
-            content.append(f"??? note \"🎬 {v['title']} | `{tech}`\"")
-            content.append(f"    !!! info \"Architectural Summary\"")
-            content.append(f"        {indented_summary}")
-            content.append("")
-            content.append('    <center markdown="1">')
-            content.append('')
-            content.append(f'    <iframe width="720" height="405" src="{v["url"]}" title="{v["title"]}" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>')
-            content.append('')
-            content.append('    </center>')
-            content.append("")
+        for tech in tech_order:
+            clean_tech = clean_header(f"{tech} ({cat})")
+            tech_slug = get_slug(f"{tech} ({cat})")
+            content.append(f"### {clean_tech}")
+            
+            for v in tech_groups[tech]:
+                # Ensure summary is correctly indented for multiline blocks
+                summary = v.get("summary", "").strip()
+                indented_summary = summary.replace("\n", "\n        ")
+                
+                is_sp = is_spanish(v['title'], summary)
+                lang_suffix = " [SPANISH CONTENT]" if is_sp else ""
+                
+                # Collapsible block per video for better flow
+                content.append(f"??? note \"🎬 {v['title']} | `{tech}{lang_suffix}`\"")
+                content.append(f"    !!! info \"Architectural Summary\"")
+                content.append(f"        {indented_summary}")
+                content.append("")
+                content.append('    <center markdown="1">')
+                content.append('')
+                content.append(f'    <iframe width="720" height="405" src="{v["url"]}" title="{v["title"]}" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>')
+                content.append('')
+                content.append('    </center>')
+                content.append("")
 
     with open(V2_VIDEOS_PATH, "w") as f:
         f.write("\n".join(content))

v2-docs/ChromeDevTools.md

@@ -16,5 +16,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)
 

v2-docs/GoogleCloudPlatform.md

@@ -5,21 +5,22 @@
 
 ## Standard Reference
 
-  - [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cloud.google.com: Compare AWS and Azure services to Google Cloud](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Platform comparisons](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [AWS and GCP comparison](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/aws)
-    - [Mapping of AWS services to Google Cloud](https://gregsramblings.com/blog/compare-google-cloud-to-aws)
   - [cloud.google.com: Secret Manager Best Practices](https://docs.cloud.google.com/secret-manager/docs/best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: VPN network overview](https://docs.cloud.google.com/vpc/docs/vpc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting](https://kinsta.com/blog/cloud-platform-for-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Config Sync Overview](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud AppSheet](https://about.appsheet.com/home)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: Google Cloud AppSheet review: No-code with extras](https://www.infoworld.com/article/2270941/google-cloud-appsheet-review-no-code-with-extras.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: The gcloud tool cheat sheet](https://docs.cloud.google.com/sdk/docs/cheatsheet?hl=en)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com](https://cloud.google.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: DevOps](https://cloud.google.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Cloud Developer Tools](https://cloud.google.com/products/tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [whizlabs.com: Introduction To Google Cloud Platform](https://www.whizlabs.com/blog/google-cloud-platform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: Training more than 40 million new people on Google Cloud' skills](https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-train-more-than-40-million-with-cloud-skills)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -55,8 +56,6 @@
   - [cloud.google.com: Service Directory cheat sheet](https://cloud.google.com/blog/topics/developers-practitioners/service-directory-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/google-cloud: Design your Landing Zone — Design Considerations' Part 4— IaC, GitOps and CI/CD (Google Cloud Adoption Series)](https://medium.com/google-cloud/design-your-landing-zone-design-considerations-part-4-iac-gitops-and-ci-cd-google-cloud-ae3f533c6dbd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devlibrary.withgoogle.com 🌟](https://devlibrary.withgoogle.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kelseyhightower/cmd-tutorial](https://github.com/kelseyhightower/cmd-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Cloud Functions, meet VPC functionality](https://cloud.google.com/blog/products/serverless/learn-how-to-use-advanced-vpc-functionality-with-your-cloud-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -96,5 +95,5 @@
 Live Grounding: Delivers pre-integrated capabilities and action templates allowing Enterprise Gemini Agents to dynamically execute API operations, retrieve structured data, and handle multi-step workflows.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/about.md

@@ -5,27 +5,27 @@
 
 ## Standard Reference
 
-  - [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform/)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [getpostman.com](https://www.postman.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE MANAGEMENT 🌟](https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management/1654000)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform/)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE MANAGEMENT 🌟](https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management/1654000)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly](http://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - __In the old way of doing things, we treat our servers like pets, for example Bob the mail server. If Bob goes down, it’s all hands on deck. The CEO can’t get his email and it’s the end of the world. In the new way, servers are numbered, like cattle in a herd. For example, www001 to www100. When one server goes down, it’s taken out back, shot, and replaced on the line.__
     - ==Pets==: __Servers or server pairs that are treated as indispensable or unique systems that can never be down. Typically they are manually built, managed, and “hand fed”. Examples include mainframes, solitary servers, HA loadbalancers/firewalls (active/active or active/passive), database systems designed as master/slave (active/passive), and so on.__
     - ==Cattle==: __Arrays of more than two servers, that are built using automated tools, and are designed for failure, where no one, two, or even three servers are irreplaceable. Typically, during failure events no human intervention is required as the array exhibits attributes of “routing around failures” by restarting failed servers or replicating data through strategies like triple replication or erasure coding. Examples include web server arrays, multi-master datastores such as Cassandra clusters, multiple racks of gear put together in clusters, and just about anything that is load-balanced and multi-master.__
-  - [Jenkins Configuration as Code Plugin](https://www.jenkins.io/projects/jcasc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [opensource.com: GitOps vs. DevOps: What's the difference? 🌟](https://opensource.com/article/21/3/gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [thenewstack.io: Kubernetes at Scale without GitOps Is a Bad Idea](https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [kube.careers: Kubernetes jobs market trends for 2021 (Q4)](https://kube.careers/report-2021-q4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [fairwinds.com: Never Should You Ever In Kubernetes: #1 Do K8S The Hard Way](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-1-do-k8s-the-hard-way)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [jinja 🌟](https://github.com/pallets/jinja) <span class='md-tag md-tag--info'>⭐ 11634</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [opensource.com: Using Ansible with REST APIs](https://opensource.com/article/21/9/ansible-rest-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟](https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-engineering-teams-323d1f78ef68)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devdriven.by: Promotion Driven Development](https://devdriven.by/promotion)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [reddit.com: Promotion Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [en.wikipedia.org: Kiss up kick down](https://en.wikipedia.org/wiki/Kiss_up_kick_down)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [jinja 🌟](https://github.com/pallets/jinja) <span class='md-tag md-tag--info'>⭐ 11634</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [opensource.com: Using Ansible with REST APIs](https://opensource.com/article/21/9/ansible-rest-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [https://swagger.io/](https://swagger.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [kube.careers: Kubernetes jobs market trends for 2021 (Q4)](https://kube.careers/report-2021-q4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [fairwinds.com: Never Should You Ever In Kubernetes: #1 Do K8S The Hard Way](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-1-do-k8s-the-hard-way)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Configuration as Code Plugin](https://www.jenkins.io/projects/jcasc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [opensource.com: GitOps vs. DevOps: What's the difference? 🌟](https://opensource.com/article/21/3/gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thenewstack.io: Kubernetes at Scale without GitOps Is a Bad Idea](https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Cloud Native
 
@@ -45,5 +45,5 @@
   - [thenewstack.io: How the SRE Experience Is Changing with Cloud Native 🌟](https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — This high-density industry analysis examines how the rise of complex cloud-native architectures shifts SRE responsibilities. It addresses how microservices, service meshes, and dynamic scheduling require SREs to move from simple system monitoring to deep, code-level observability and platform design.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)
 

v2-docs/ai.md

@@ -5,7 +5,6 @@
 
 ## Standard Reference
 
-  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI 🌟🌟🌟](https://www.guru99.com/ai-tutorial.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [technologyreview.es: "Las empresas que empiezan a lo grande con la IA' fracasan más" 🌟](https://www.technologyreview.es/s/13258/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning' y Deep Learning](https://hipertextual.com/2023/02/diferencias-ia-machine-learning)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -13,6 +12,7 @@
   - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.redbrickai.com: F.A.S.T. ⚡️ Meta AI’s Segment Anything for Medical' Imaging](https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Accelerating AI adoption on Azure with Terraform](https://www.hashicorp.com/blog/accelerating-ai-adoption-on-azure-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: AI for infrastructure management](https://www.hashicorp.com/solutions/ai-infrastructure-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

v2-docs/angular.md

@@ -12,5 +12,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)
 

v2-docs/ansible.md

@@ -57,12 +57,9 @@
   - [docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat Enterprise Linux 8](https://www.redhat.com/en/blog/mssql-linux-easy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [oci-ansible-collection.readthedocs.io](https://oci-ansible-collection.readthedocs.io/en/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins](https://www.jenkins.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Ansible and Jenkins — automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [https://github.com/jdauphant/awesome-ansible](https://github.com/jdauphant/awesome-ansible) <span class='md-tag md-tag--info'>⭐ 1005</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docs.ansible.com](https://docs.ansible.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dureka.co: What Is Ansible?](https://www.edureka.co/blog/what-is-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone: Part 2: Deploying Applications](https://dzone.com/articles/part-2-deploying-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -134,9 +131,11 @@
   - [linuxctl.com: Ansible - Interacting with external REST API](https://linuxctl.com/2017/01/ansible---interacting-with-external-rest-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [steampunk.si: Let us give Ansible a REST](https://steampunk.si/blog/let-us-give-ansible-a-rest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Using Ansible with REST APIs](https://opensource.com/article/21/9/ansible-rest-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: Ansible Tutorial - by Infra Xpertzz 🌟](https://www.youtube.com/playlist?list=PLOwxB_PX3s3WSfhzVtwhxXwy7QpkmtnzR)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Ansible for DevOps Examples](https://github.com/geerlingguy/ansible-for-devops) <span class='md-tag md-tag--info'>⭐ 9761</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [github.com/k3s-io/k3s-ansible 🌟](https://github.com/k3s-io/k3s-ansible) <span class='md-tag md-tag--info'>⭐ 2793</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) <span class='md-tag md-tag--info'>⭐ 712</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Set up mod_cluster for Red Hat JBoss Web Server with' Ansible](https://developers.redhat.com/articles/2021/09/28/set-modcluster-red-hat-jboss-web-server-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -158,6 +157,8 @@
   - [opensource.com: 5 tips for choosing an Ansible collection that's right' for you](https://opensource.com/article/21/3/ansible-collections)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Ansible Collections 🌟](https://www.youtube.com/watch?app=desktop&v=AXnDrGgLaF0&feature=share&ab_channel=RobertdeBock)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linuxtechi.com: How to Use Loops in Ansible Playbook](https://www.linuxtechi.com/how-to-use-loops-in-ansible-playbook)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [itnext.io: Ansible and Jenkins — automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Ansible AWX](https://github.com/ansible/awx) <span class='md-tag md-tag--info'>⭐ 15428</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [AWX Operator](https://github.com/ansible/awx-operator) <span class='md-tag md-tag--info'>⭐ 1484</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -172,6 +173,7 @@
   - [github.com/jsmartin/ansible-tower-packer](https://github.com/jsmartin/ansible-tower-packer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [artifacthub.io: Helm Charts - AWX](https://artifacthub.io/packages/search?ts_query_web=awx&sort=relevance&page=1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Marketplace (AMIs): AWX/Tower](https://aws.amazon.com/marketplace/search/results?searchTerms=tower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins](https://www.jenkins.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Foreman](https://www.theforeman.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [jeffgeerling.com: Testing your Ansible roles with Molecule](https://www.jeffgeerling.com/blog/2018/testing-your-ansible-roles-molecule)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Testing Ansible roles with Molecule](https://opensource.com/article/18/12/testing-ansible-roles-molecule)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -185,7 +187,6 @@
   - [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) <span class='md-tag md-tag--info'>⭐ 75</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp' Vault SSH OTP and local password rotation](https://github.com/konstruktoid/ansible-hvault-inventory) <span class='md-tag md-tag--info'>⭐ 23</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟](https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS Configuration with Web Server in EC2 Using Ansible](https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-using-ansible-2ef61f98872e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [adamtheautomator.com: How to Use the Ansible Kubernetes Module](https://adamtheautomator.com/ansible-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [galaxy.ansible.com/nginxinc/nginx_core](https://galaxy.ansible.com/nginxinc/nginx_core)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -201,7 +202,21 @@
   - [opensource.com: How I use Ansible and anacron for automation](https://opensource.com/article/21/9/ansible-anacron-automation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Use anacron for a better crontab](https://opensource.com/article/21/2/linux-automation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## DevOps and Automation
+
+### AI-Assisted Operations
+
+#### Infrastructure as Code
+
+  - **(2023)** [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — Red Hat's experimental analysis testing generative AI capability against Ansible Playbook authoring constraints. Highlights current logical gaps and structural best practices for verification.
+## Security
+
+### Certificates
+
+#### TLS Automation
+
+  - **(2021)** [getbetterdevops.io: How to Secure K8S Nginx Ingress With Let’s Encrypt and Cert Manager](https://www.empowersurvivors.net) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Rescued guide detailing the technical orchestration steps of cert-manager and Let's Encrypt certificates mapping over NGINX Ingress controllers for ingress traffic protection.
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md) | [Kustomize](./kustomize.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Devsecops](./devsecops.md)
 

v2-docs/api.md

@@ -25,17 +25,13 @@
   - [SwaggerHub: Free Web Service](https://swagger.io/product)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [any-api.com](https://marketplace.apilayer.com/?utm_source=any-api&utm_medium=any-api-redirection&utm_campaign=any-api-redirection)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Mux: The API to Video](https://www.mux.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast) 🌟](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Devdocs.io API Documentation 🌟](https://devdocs.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [wikipedia: API Application Programming Interface](https://simple.wikipedia.org/wiki/Application_programming_interface)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [postman.com: What is an API?](https://www.postman.com/what-is-an-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/public-apis/public-apis: Try Public APIs for free 🌟](https://github.com/public-apis/public-apis) <span class='md-tag md-tag--info'>⭐ 436518</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [apifriends.com: What is an API?](https://apifriends.com/api-management/what-is-an-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [axway.com: What is API Management?](https://www.axway.com/en/products/api-management/what-is-api-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Youtube Playlist: Introduction to APIs](https://www.youtube.com/playlist?list=PLM-7VG-sgbtBBnWb2Jc5kufgtWYEmiMAw)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Devdocs.io API Documentation 🌟](https://devdocs.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: 5 Ways to Succeed with an API Gateway](https://thenewstack.io/5-ways-to-succeed-with-an-api-gateway)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [amazicworld.com: Why APIs can’t be missed when it comes to DevOps](https://amazicworld.com/why-apis-cant-be-missed-when-it-comes-to-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: API Gateway Part 1](https://medium.com/easyread/api-gateway-part-1-7901ba703f9)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -97,6 +93,7 @@
   - [SPDY and WebSocket Support at Akamai](https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [spring.io: YMNNALFT: Websockets](https://spring.io/blog/2021/01/25/ymnnalft-websockets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.bitsrc.io: Deep Dive into WebSockets](https://blog.bitsrc.io/deep-dive-into-websockets-e6c4c7622423)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Socket.io](https://socket.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: Differences between WebSockets and Socket.IO](https://itnext.io/differences-between-websockets-and-socket-io-a9e5fa29d3dc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AsyncAPI](https://www.asyncapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -137,7 +134,10 @@
   - [biztechmagazine.com: 6 Steps to Improved API Security](https://biztechmagazine.com/article/2021/07/6-steps-improved-api-security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Developer, Beware: The 3 API Security Risks You Can’t Overlook](https://thenewstack.io/developer-beware-the-3-api-security-risks-you-cant-overlook)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@sajjadfazlani: How to protect your APIs and Microservices?' 🌟](https://medium.com/@sajjadfazlani/how-to-protect-your-apis-and-microservices-f22b99ce2322)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [programmableweb.com](https://www.programmableweb.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: A Digital Transformation Journey in the Banking Sector](https://thenewstack.io/a-digital-transformation-journey-in-the-banking-sector)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: True Success in Process Automation Requires Microservices](https://thenewstack.io/true-success-in-process-automation-requires-microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Platform Ops Teams Should Think About API Strategy](https://thenewstack.io/how-platform-ops-teams-should-think-about-api-strategy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -150,8 +150,8 @@
   - [openapi-comment-parser](https://github.com/bee-travels/openapi-comment-parser) <span class='md-tag md-tag--info'>⭐ 256</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [IBM creates an open source tool to simplify API documentation](https://www.techrepublic.com/article/ibm-creates-an-open-source-tool-to-simplify-api-documentation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Business Models. 20 Models in 20 Minutes](https://www.infoq.com/presentations/API-Business-Models)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast)' 🌟](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [https://swagger.io/](https://swagger.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast)' 🌟](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Development Tools
 
@@ -169,5 +169,5 @@
   - [Cerebras AI](https://www.cerebras.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Architectural hub detailing wafer-scale AI processors built to tackle compute limits. Facilitates unprecedented deep-learning model execution with extreme localized bandwidth optimizations.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [JVM Parameters Matrix Table](./jvm-parameters-matrix-table.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [Golang](./golang.md)
 

v2-docs/appointment-scheduling.md

@@ -22,5 +22,5 @@
 
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)
 

v2-docs/argo.md

@@ -222,5 +222,5 @@
   - [itnext.io: Build a Lightweight Internal Developer Platform with Argo CD' and Kubernetes Labels](https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Proposes an innovative model for constructing a lightweight IDP by utilizing simple Kubernetes label configurations mapped to Argo CD ApplicationSets. Live Grounding: Demonstrates how platform teams can abstract direct Kubernetes complexity for application developers, promoting self-service deployment without security compromises.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [CI/CD](./cicd.md)
 

v2-docs/aws-architecture.md

@@ -130,5 +130,5 @@
   - **(2021)** [**Clean Architecture on Frontend**](https://bespoyasov.me/blog/clean-architecture-on-frontend) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exceptional breakdown demonstrating the application of Clean Architecture principles to frontend systems. Illustrates isolation of business logic from UI components to enable extreme testability.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-backup.md

@@ -27,5 +27,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-containers.md

@@ -10,10 +10,10 @@
   - [Get started with Amazon EC2 Container Registry (Amazon ECR)](http://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Using Docker Machine with AWS](http://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.couchbase.com: Getting Started with Docker for AWS and Scaling Nodes](http://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ecrcp](https://github.com/bit-cloner/ecrcp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Creating CI/CD Pipeline for AWS ECS — Part I](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [faun.pub: Why We Moved From Lambda to ECS](https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms](https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -29,9 +29,10 @@
 
 #### Container Orchestration Comparison
 
+  - **(2021)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform 🌟](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comparative evaluation of AWS ECS and EKS architectures, evaluating setup speed, configuration overhead, and native AWS integrations. Perfect for planning engineering transitions from basic container platforms to complex, scalable orchestrators.
   - [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Deep comparison analyzing container scaling mechanics and metrics between ECS (using ASGs) and EKS (using Cluster Autoscaler). The analysis explains scale-up and scale-down behaviors, node provisioning latencies, and resource utilization optimizations.
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comparative evaluation analyzing resource isolation, infrastructure management, and compute overhead between EKS, ECS, and AWS Fargate. Highlights scheduling efficiency, control plane pricing, and cost-of-scale dynamics for enterprise systems.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-data.md

@@ -17,5 +17,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-databases.md

@@ -114,5 +114,5 @@
   - **(2021)** [**Tutorial: Tuning Table Design**](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — 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.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Backup](./aws-backup.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-devops.md

@@ -27,12 +27,6 @@ Live Grounding: Demonstrates step-by-step scheduling configurations, enabling cr
 Live Grounding: The active development has stalled, but the architecture remains highly relevant for federation research, featuring cross-cluster pod scheduling and proxy-pods.
 ## Public Cloud Infrastructure
 
-### AWS Architecture
-
-#### Multi-Region Blueprints
-
-  - **(2021)** [**Multi-Region Infrastructure Deployment**](https://aws.amazon.com/solutions) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: AWS Solutions library offering reference architectures for high-availability setups.
-Live Grounding: Provides automated CloudFormation and CDK deployment configurations to orchestrate secure application instances across multiple geographical AWS regions.
 ### AWS Ecosystem
 
 #### AI Ops
@@ -77,5 +71,5 @@ Live Grounding: While primarily legacy, it outlines key patterns for mapping sta
 Live Grounding: Detailed comparative resource mapping the architectural equivalents between AWS developer tooling and Azure DevOps systems.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-iac.md

@@ -34,5 +34,5 @@
   - [youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp' 🌟](https://www.youtube.com/watch?v=zA8guDqfv40)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive boot-camp produced by freeCodeCamp focusing on CloudFormation foundations. Details modular resource design, dependency mapping, drift protection, and secure infrastructure-as-code delivery pipelines.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-messaging.md

@@ -15,5 +15,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-miscellaneous.md

@@ -62,5 +62,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-monitoring.md

@@ -28,5 +28,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-networking.md

@@ -5,12 +5,12 @@
 
 ## Standard Reference
 
+  - [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Cloud Networking – Zero to Hero](http://www.netdesignarena.com/index.php/2020/04/15/new-blog-series-aws-cloud-networking-zero-to-hero)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [How do I transfer a domain to AWS from another registrar?](https://repost.aws/knowledge-center)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docs.aws.amazon.com: What Is Elastic Load Balancing?](http://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-balancing.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Application Load Balancer](https://aws.amazon.com/elasticloadbalancing/application-load-balancer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Find the fastest region from your location](http://aws-latency.altaircp.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linuxjournal.com: AWS EC2 VPC CLI](http://www.linuxjournal.com/content/aws-ec2-vpc-cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [tailscale.com: Connect to an AWS VPC using subnet routes](https://tailscale.com/docs/install/cloud/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Networking for Developers](https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -59,5 +59,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-newfeatures.md

@@ -128,5 +128,5 @@
   - [Amazon EKS introduces EKS Pod Identity](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Highlights the launch of EKS Pod Identity, an evolved architectural alternative to IRSA (IAM Roles for Service Accounts). By utilizing a highly optimized local agent daemon on worker nodes, it simplifies IAM association, scales beyond IRSA session limits, and works across multiple clusters with ease. A fundamental improvement to EKS access management.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-pricing.md

@@ -27,5 +27,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-security.md

@@ -114,5 +114,5 @@
   - [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) <span class='md-tag md-tag--info'>⭐ 27424</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An exhaustive, highly popular guide for securing production Linux environments. Covers SSH hardening, firewalls, user permission boundaries, 2FA, kernel optimization, audit logs, and automated vulnerability scanning.
 
 ---
-💡 **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md) | [AWS Backup](./aws-backup.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-serverless.md

@@ -7,6 +7,7 @@
 
   - [Build a Python Microservice with Amazon Web Services Lambda & API Gateway](http://www.giantflyingsaucer.com/blog/?p=5730)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.powerupcloud.com: AWS inventory details in CSV using lambda](http://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [npmjs.com: Lambda load test](https://www.npmjs.com/package/lambda-load-test)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.usejournal.com: Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -16,7 +17,6 @@
   - [medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/aws-serverless-microservices-with-patterns-best: Cloud-Native' Microservices Evolves to AWS Serverless Event-driven Architectures](https://medium.com/aws-serverless-microservices-with-patterns-best/cloud-native-microservices-evolves-to-aws-serverless-event-driven-architectures-9a38c473f4f8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Exploring the Serverless Event-Driven Architecture](https://betterprogramming.pub/exploring-the-serverless-event-driven-architecture-8d6bda93e823)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/awesome-cloud: AWS — Difference between Serverless (Lambda) and' Containers (Kubernetes)](https://medium.com/awesome-cloud/aws-difference-between-serverless-lambda-and-containers-kubernetes-serverless-vs-containers-lambda-vs-k8s-a166931870a2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io: Let's design a serverless ETL pipeline with AWS services](https://aws.plainenglish.io/lets-design-a-serverless-etl-pipeline-with-aws-services-9ab88c95afd4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [faun.pub: Serverless With Spring Boot & AWS Lambda](https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -173,5 +173,5 @@
   - [terrateam.io: AWS Lambda Function with Terraform](https://terrateam.io/blog/aws-lambda-function-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A comprehensive operational guide explaining how to declare, compile, and manage AWS Lambda functions natively within Terraform infrastructure-as-code patterns. It maps IAM role dependencies, source code hash tracking, and automated zip compilation cycles. This is an essential blueprint for teams prioritizing Terraform-centric CI/CD environments.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-spain.md

@@ -21,5 +21,5 @@
   - [AWS Transit Gateway is now available in Europe (Spain) Region](https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — AWS announcement declaring the availability of Transit Gateway in the Europe (Spain) region. Enables cloud architects to build highly scalable hub-and-spoke virtual private networks natively.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-storage.md

@@ -26,7 +26,6 @@
   - [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reports on the strategic integration between AWS Transfer Family (SFTP/FTPS/FTP) and EFS. Enables developers to expose shared file systems securely directly to remote partners without managing SFTP instance clusters.
 #### Amazon S3
 
-  - **(2023)** [**blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide**](https://awsfundamentals.com/blog/aws-s3-sync) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A detailed, high-density guide on utilizing the aws s3 sync CLI command. Includes performance tuning parameters like concurrency configs, exclusion patterns, and handling large scales securely.
   - **(2021)** [acloudguru.com: S3 Glacier Instant Retrieval deep dive: Which S3 Storage Class is right for me?](https://www.pluralsight.com/resources/blog/cloud/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep dive into S3 Glacier Instant Retrieval, analyzing costs and access latency. Explains the strategic sweet spot of the tier for archival data that requires millisecond retrieval speeds without standard Glacier delays.
   - [S3 FAQ](https://aws.amazon.com/s3/faqs) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official AWS documentation addressing technical details of Simple Storage Service (S3). Provides absolute specifications for consistency models, replication capabilities, access control lists, and durability guarantees.
   - [cloudkatha.com: Is S3 Region Specific or Global? What do you think?](https://cloudkatha.com/is-s3-region-specific-or-global-what-do-you-think)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Clarifies the architectural paradox of Amazon S3's namespace being globally unique while data is stored physically in regional clusters. Details the implications on DNS, endpoint routing, and latency.
@@ -59,5 +58,5 @@
 *   Acts as a foundational storage engine for large-scale Kubernetes PV platforms (Rook-Ceph) and private clouds.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Databases](./aws-databases.md) | [AWS Backup](./aws-backup.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws-tools-scripts.md

@@ -6,13 +6,14 @@
 ## Standard Reference
 
   - [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.org/project/ec2-ssh-yplan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Amazon CodeWhisperer](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) <span class='md-tag md-tag--info'>⭐ 271</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ermetic.com: Access Undenied on AWS](https://www.tenable.com/blog/access-undenied-on-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/containerscrew/aws-sso-auth](https://github.com/containerscrew/aws-sso-rs) <span class='md-tag md-tag--info'>⭐ 4</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS CLI Command Reference](http://docs.aws.amazon.com/cli/latest/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [New usage examples have been added to the CLI for CodePipeline API Reference](http://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM](https://awsfundamentals.com/blog/aws-s3-rm-removing-files)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Amazon CodeWhisperer 🌟](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [AWS IP inventory](https://github.com/okelet/awsipinventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -30,7 +31,6 @@
   - [cloudcatalog.dev](https://www.cloudcatalog.dev)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/infrahouse/infrahouse-toolkit](https://github.com/infrahouse/infrahouse-toolkit) <span class='md-tag md-tag--info'>⭐ 74</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Continuous Integration and Deployment on AWS - and a wishlist' for CI/CD Tools on AWS](https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Management Tools Blog](https://aws.amazon.com/blogs/mt)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Metabadger](https://github.com/salesforce/metabadger) <span class='md-tag md-tag--info'>⭐ 143</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Amazon CLI Documentation](https://aws.amazon.com/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -63,6 +63,11 @@
 #### Asset Management
 
   - [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An AWS blog post analyzing strategies and open-source tools (like Steampipe) to query and audit AWS resources at massive multi-region, multi-account scales. It breaks down API rate-limiting workarounds and security posture assessment methodologies.
+### AWS Storage
+
+#### Amazon S3
+
+  - **(2023)** [**blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide**](https://awsfundamentals.com/blog/aws-s3-sync) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A detailed, high-density guide on utilizing the aws s3 sync CLI command. Includes performance tuning parameters like concurrency configs, exclusion patterns, and handling large scales securely.
 ## Cloud Security
 
 ### Asset Management (1)
@@ -72,5 +77,5 @@
   - [steampipe 🌟](https://steampipe.io)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Azure](./azure.md) | [AWS](./aws.md) | [AWS Architecture](./aws-architecture.md)
 

v2-docs/aws-training.md

@@ -6,9 +6,9 @@
 ## Standard Reference
 
   - [Amazon AWS Certification Preparation Tips](http://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparation-tips)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications' (Over 150 Video list)](https://satyenkumar.medium.com/my-youtube-channel-is-updated-for-aws-certifications-over-150-video-list-1ae7aa81e99d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!!](https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Cloud Infrastructure
@@ -29,7 +29,6 @@
 #### AWS Official
 
   - **(2021)** [==explore.skillbuilder.aws/learn: AWS Skill Builder 🌟==](https://skillbuilder.aws) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — AWS's official digital training hub, offering interactive learning models, gamified simulation sandboxes, and deep system architecture tracks compiled by primary cloud specialists.
-  - **(2023)** [community.aws/training: Training and Certification](https://builder.aws.com/learn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An official community hub connecting cloud builders with modern development labs, learning blueprints, and architectural expert-led events.
   - [AWS Cloud Practitioner - Curso Completo 2023](https://www.youtube.com/watch?v=zQyrhjEAqLs) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A complete video guide systematically mapping the official AWS Cloud Practitioner certification domains in Spanish. [SPANISH CONTENT]
   - [aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que' obtenga su certificación](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — AWS-published reference article detailing official practice examinations localized in Spanish to support accessible learning globally. [SPANISH CONTENT]
   - [Schedule an Exam](https://aws.amazon.com/certification/certification-prep/testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The official registration and scheduling center for AWS Certification Exams. Provides standard instructions for coordinating remote proctoring environments.
@@ -52,10 +51,7 @@
 #### Exam Practice
 
   - [portal.tutorialsdojo.com: AWS Digital Courses (free)](https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Highly-regarded training portal delivering structured practice tests and cheat sheets designed to replicate the logic and design depth of official AWS Associate and Professional certifications.
-#### Multi-Cloud Platforms
-
-  - **(2021)** [acloudguru.com](https://www.pluralsight.com/cloud-guru)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A premier enterprise learning platform specialized in modern cloud-native system training. Delivers deep hands-on sandbox labs, certification preparation curricula, and continuous technical playground resources.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/aws.md

@@ -29,15 +29,10 @@
   - [Working with the AWS Management Console](http://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Cloud Adoption Framework (AWS CAF)](https://aws.amazon.com/cloud-adoption-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available](https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS Cloud Products](https://aws.amazon.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Awesome AWS 🌟](https://github.com/donnemartin/awesome-aws) <span class='md-tag md-tag--info'>⭐ 14033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AWS Cloud Products](https://aws.amazon.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Local Zones locations](https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com/new: What's New with AWS?](https://aws.amazon.com/new)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [repost.aws 🌟](https://repost.aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -79,12 +74,14 @@
   - [dev.to: Best Practices When Designing AWS Architecture 🌟🌟](https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mrdevops.hashnode.dev: How to Create EC2 Instance in AWS: Step by Step' Tutorial](https://mrdevops.hashnode.dev/how-to-create-ec2-instance-in-aws-step-by-step-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: AWS Publishes Reference Architecture and Implementations for' Deployment Pipelines](https://www.infoq.com/news/2023/02/aws-deployment-pipelines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Jayendra's Blog 🌟🌟](https://jayendrapatil.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io](https://aws.plainenglish.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWStip.com](https://awstip.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Everything AWS | Search and discover 6K+ quality AWS repositories](https://app.polymersearch.com/discover/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Courses created by AWS experts](https://www.amazon.com/b/?node=14297978011)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Many free and useful AWS official Dev and User guides!](https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [vladionescu.me: Scaling containers on AWS in 2022 (comparison)](https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [bitmovin: Improving Video Quality on the Web](https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on-the-web-8670039c4334)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [What Startups Should Know about Amazon VPC — Part 1](https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-amazon-vpc-part-1-bebe94b7f228)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -96,7 +93,10 @@
   - [AWS Webinar Channel](https://www.youtube.com/user/AWSwebinars)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Podcasts](https://aws.amazon.com/podcasts/aws-podcast)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Techchat](https://aws.amazon.com/podcasts/aws-techchat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The AWS Developer Blog now includes Python & GoLang](https://aws.amazon.com/blogs/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Top 4 AWS Patterns of Highly Available API](https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS configuration files, explained](https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland),' EU (Frankfurt) and Asia Pacific (Tokyo)](https://aws.amazon.com/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -132,5 +132,5 @@
   - [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A commercial-grade, highly efficient solution for hosting ephemeral, auto-scaled GitHub Actions runners directly on your AWS account. Delivers a significant reduction in GitHub Actions spend (up to 10x) using cheap EC2 spot instances, fast cache persistence, and seamless setup.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS Architecture](./aws-architecture.md)
 

v2-docs/azure.md

@@ -6,7 +6,6 @@
 ## Standard Reference
 
   - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Products by Region Table](https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Microsoft Azure](https://azure.microsoft.com/en-us)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Microsoft Docs](https://learn.microsoft.com/en-us)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -41,6 +40,7 @@
   - [theregister.com: Microsoft has made Azure Linux generally available. Repeat, Azure Linux](https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [CommandLine Ninja](https://commandline.ninja)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azurebrains.com: Azurebrains](https://blog.azurebrains.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docs.microsoft.com: Understand Azure Load Balancing. Decision tree for load balancing in Azure](https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mvark.blogspot.com: Comparison of Azure Front Door, Traffic Manager, Application Gateway & Load Balancer](http://mvark.blogspot.com/2019/12/comparison-of-azure-front-door-traffic.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Load Testing](https://azure.microsoft.com/en-us/en-gb/products/load-testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -120,23 +120,18 @@
   - [docs.microsoft.com: Using Policy with Azure Site Recovery](https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: Getting started with Azure OpenAI](https://www.infoworld.com/article/2337918/getting-started-with-azure-openai.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techcommunity.microsoft.com: The AI Study Guide: Azure’s top free resources for learning generative AI in 2024](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/the-ai-study-guide-azure%E2%80%99s-top-free-resources-for-learning-generative-ai-in-2024/4036890)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor#reference-for-monitoring-azure-services)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Announcing Private Preview: ArgoCD through Microsoft GitOps](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Windows Package Manager CLI (aka winget)](https://github.com/microsoft/winget-cli) <span class='md-tag md-tag--info'>⭐ 25901</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor#reference-for-monitoring-azure-services)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -168,7 +163,6 @@
   - [nwktimes.blogspot.com: NVA Part IV: NVA Redundancy with Azure Internal Load' Balancer](https://nwktimes.blogspot.com/2023/06/azure-ilb-for-nva-ha.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.davesdomain.co.uk: A look at Azure RBAC Constrained Delegation](https://blog.davesdomain.co.uk/posts/azure-rbac-constrained-delegation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [allazureblog.wordpress.com: Azure Bastion vs UDR](https://allazureblog.wordpress.com/2024/01/18/azure-bastion-and-udrs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.cloudtrooper.net: Azure network monitoring with synthetic traffic](https://blog.cloudtrooper.net/2024/01/23/azure-network-monitoring-with-synthetic-traffic)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) <span class='md-tag md-tag--info'>⭐ 1940</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.siliconvalve.com: Analysing git commit history using Azure Data Explorer](https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-using-azure-data-explorer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -192,6 +186,8 @@
   - [linkedin.com: CAF vs WAF: Which Framework to Use for Your Cloud Migration?](https://www.linkedin.com/pulse/caf-vs-waf-which-framework-use-your-cloud-migration-gregor-wohlfarter-hko0f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Landing Zone IaC Accelerator Release Notes](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure](https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Azure Landing Zone Review Assessment](https://www.thomasmaurer.ch/2023/09/azure-landing-zone-review-assessment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -201,7 +197,9 @@
   - [github.com/Azure/azqr](https://github.com/Azure/azqr) <span class='md-tag md-tag--info'>⭐ 765</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hlokensgard.no: Azure Virtual Network Manager – A game changer or just a' costly upgrade?](https://hlokensgard.no/2024/07/01/azure-virtual-network-manager-a-game-changer-or-just-a-costly-upgrade)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techcommunity.microsoft.com](https://techcommunity.microsoft.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasthornton.cloud: Thomas Thornton](https://thomasthornton.cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch](https://www.thomasmaurer.ch)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -213,7 +211,6 @@
   - [learn.microsoft.com: Browse all courses, learning paths, and modules' 🌟🌟🌟](https://learn.microsoft.com/en-us/training/browse/?resource_type=course&products=azure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [freecodecamp.org: Azure Fundamentals Certification (AZ-900) – Pass the Exam' With This Free 8-Hour Course](https://www.freecodecamp.org/news/azure-fundamentals-certification-az-900-exam-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Practice Assessments for Microsoft Certifications](https://learn.microsoft.com/en-us/credentials/certifications/practice-assessments-for-microsoft-certifications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [justinoconnor.codes: Azure Periodic Table of Resource Naming Convention' Shorthands](https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-convention-shorthands)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Mission-critical baseline architecture on Azure](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-mission-critical/mission-critical-intro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Mission-critical workloads](https://learn.microsoft.com/en-us/azure/well-architected/mission-critical/mission-critical-overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -226,6 +223,7 @@
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Terraform Provider for Azure IPAM](https://github.com/XtratusCloud/terraform-provider-azureipam) <span class='md-tag md-tag--info'>⭐ 9</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Learn how to deploy and manage Azure resources with ARM' templates](https://www.thomasmaurer.ch/2020/12/learn-how-to-deploy-and-manage-azure-resources-with-arm-templates)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟](https://github.com/nnellans/ado-pipelines-guide) <span class='md-tag md-tag--info'>⭐ 74</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -260,6 +258,7 @@
   - [github.com/JFolberth/TheYAMLPipelineOne 🌟](https://github.com/JFolberth/TheYAMLPipelineOne) <span class='md-tag md-tag--info'>⭐ 221</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Databricks CI/CD: Azure DevOps Pipeline + DABs](https://www.youtube.com/watch?v=SZM49lGovTg)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [stackoverflow.com: What is the difference between an Azure tenant and' Azure subscription?](https://stackoverflow.com/questions/47307368/what-is-the-difference-between-an-azure-tenant-and-azure-subscription)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [marckean.com: Azure Vs Azure AD – Accounts / Tenants / Subscriptions](https://marckean.com/2016/06/01/azure-vs-azure-ad-accounts-tenants-subscriptions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blogit.create.pt: Pros and Cons of Single Tenant vs Multiple Tenants in' Office 365](https://blogit.create.pt/miguelisidoro/2019/01/07/pros-and-cons-of-single-tenant-vs-multiple-tenants-in-office-365)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -283,6 +282,7 @@
   - [microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1](https://github.com/microsoftgraph/msgraph-sdk-powershell) <span class='md-tag md-tag--info'>⭐ 865</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [nathannellans.com: App Registrations, Enterprise Apps, and Service Principals' 🌟](https://www.nathannellans.com/post/app-registrations-enterprise-apps-and-service-principals)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [zer1t0.gitlab.io: Attacking Active Directory: 0 to 0.9 🌟](https://zer1t0.gitlab.io/posts/attacking_ad)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Announcing Private Preview: ArgoCD through Microsoft GitOps](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [architecture diagrams and slides](https://github.com/microsoft/azure_arc) <span class='md-tag md-tag--info'>⭐ 805</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) <span class='md-tag md-tag--info'>⭐ 222</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -292,10 +292,9 @@
   - [returngis.net: Acceder a un App Service con Private Endpoint desde otra' Vnet](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: How to run an App Service Web App on Azure Arc-enabled Kubernetes' - Part 2 | Azure Tips and Tricks](https://www.youtube.com/watch?v=53-Y_aI0KpE&ab_channel=MicrosoftAzure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azure.github.io/AppService: General availability of Diagnostics tools for' App Service on Linux Node.js apps](https://azure.github.io/AppService/2024/01/05/Diagnose-Tools-for-NodeJs-Linux-apps.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [nathannellans.com: Azure Application Gateway - Part 1 🌟](https://www.nathannellans.com/post/azure-application-gateway-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [acethecloud.com: Which is better Azure App Gateway or Nginx configured on' Azure VMs](https://acethecloud.com/blog/azure-application-gateway-and-nginx-on-vm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: AZ-204: Implement Azure Functions 🌟](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: How to setup CI CD pipelines for Android with Azure DevOps](https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4ded0de0e7)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -371,6 +370,7 @@
   - [github.com/azure/fleet](https://github.com/azure/fleet) <span class='md-tag md-tag--info'>⭐ 224</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/codex: 7 Best Practices for Data Ingestion](https://medium.com/codex/7-best-practices-for-data-ingestion-f336c6b5128c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mssqltips.com: Choosing Between SQL Server Integration Services and Azure' Data Factory](https://www.mssqltips.com/sqlservertip/7094/azure-data-factory-vs-ssis-similarities-differences)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Windows Package Manager CLI (aka winget)](https://github.com/microsoft/winget-cli) <span class='md-tag md-tag--info'>⭐ 25901</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [muycomputer.com: WinGet 1.0, ya está aquí el administrador de paquetes para' Windows](https://www.muycomputer.com/2021/06/03/winget-1-0-paquetes-windows-10)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Getting started with Windows Package Manager WinGet](https://www.thomasmaurer.ch/2021/07/getting-started-with-windows-package-manager-winget)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: This Week in Programming: Windows Opens Up to Android Developers](https://thenewstack.io/this-week-in-programming-windows-opens-up-to-android-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -486,8 +486,8 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 
 ##### Azure DevOps (1)
 
-  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
   - [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Provides a complete implementation walkthrough for embedding robust automated test suites (including tftest and checkov) inside Azure DevOps pipelines. Demonstrates how to validate infrastructure compliance and dry-run infrastructure updates early in the pipeline.
+  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
 #### Language Runtimes
 
 ##### Azure DevOps (2)
@@ -498,13 +498,23 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 #### Azure DevOps (3)
 
   - [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyses secure integration patterns for private Azure DevOps environments. Offers standard reference controls for isolating source code hosting, managing external worker access, and mitigating common misconfiguration patterns across self-hosted agent pools.
-  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
   - [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide explaining the installation and automated orchestration of Dependabot-style dependency scanning and automated PR version updates within Azure DevOps repositories. Written in Spanish. [SPANISH CONTENT]
+  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
 ### Cloud Security
 
 #### Identity Federation
 
   - [mattias.engineer: Azure Federated Identity Credentials for GitHub](https://mattias.engineer/blog/2024/azure-federated-credentials-github) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An in-depth configuration guide explaining how to design passwordless integrations between GitHub Actions and Microsoft Azure using OpenID Connect (OIDC). Eliminates long-lived static API secrets in favor of short-lived federated credentials.
+## Public Cloud Providers
+
+### Azure Kubernetes Service AKS
+
+#### Observability and Monitoring
+
+  - **(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) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Focuses on utilizing the Advanced Network Observability tool inside AKS. By using modern eBPF technology, it provides insights into packet loss, path drops, and end-to-end routing delays across clusters.
+#### Service Mesh
+
+  - **(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) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A declarative infrastructure blueprint outlining how to install and manage the native Istio Service Mesh add-on on AKS using Bicep. Highlights lifecycle management integrations, sidecar provisioning schemes, and traffic routing policies within secure Microsoft architectures.
 ## Security
 
 ### Identity Management
@@ -519,5 +529,5 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
   - [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Architecture plan to withstand high-volume distributed denial-of-service attempts. Live Grounding: Focuses heavily on cloud-native patterns like rate-limiting, load-balancer protection, and Edge integration on Azure platforms.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [AWS](./aws.md) | [AWS Architecture](./aws-architecture.md)
 

v2-docs/caching.md

@@ -24,9 +24,9 @@
   - [highscalability.com: Building nginx and Tarantool based services 🌟](http://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia: Web cache](https://en.wikipedia.org/wiki/Web_cache)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia: Dynamic site acceleration](https://en.wikipedia.org/wiki/Dynamic_site_acceleration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone: An Introduction to Caching: How and Why We Do It 🌟](https://dzone.com/articles/introducing-amp-assimilating-caching-quick-read-fo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Caching — System Design Concept 🌟](https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Microservices Distributed Caching](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -75,5 +75,5 @@
   - [github.com/taubyte/tau: Tau](https://github.com/taubyte/tau) <span class='md-tag md-tag--info'>⭐ 5030</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The main open-source repository for Tau. This platform handles autonomous routing, distributed database syncs, and scaling for multi-tenant edge services, running on WebAssembly.
 
 ---
-💡 **Explore Related:** [Web Servers](./web-servers.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Istio](./istio.md)
+💡 **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)
 

v2-docs/chaos-engineering.md

@@ -67,5 +67,5 @@
   - [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) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Guided workflow utilizing AWS FIS (Fault Injection Simulator) to execute controlled resilience and disruption experiments against EKS node groups and containers. Demonstrates monitoring system reaction metrics and reinforcing application failover.
 
 ---
-💡 **Explore Related:** [DevOps](./devops.md) | [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md)
+💡 **Explore Related:** [DevOps](./devops.md) | [QA](./qa.md) | [Project Management Methodology](./project-management-methodology.md)
 

v2-docs/chatgpt.md

@@ -5,8 +5,8 @@
 
 ## Standard Reference
 
-  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift](https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-openshift-15051bc95535)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: ChatGPT and Software Architecture](https://betterprogramming.pub/chatgpt-and-software-architecture-308b6e0cc25a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -53,13 +53,6 @@
 #### Enterprise AI
 
   - [thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data](https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines how to query private corporate document indexes using semantic vector databases paired with ChatGPT-style APIs securely.
-## DevOps and Automation
-
-### AI-Assisted Operations
-
-#### Infrastructure as Code (1)
-
-  - **(2023)** [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — Red Hat's experimental analysis testing generative AI capability against Ansible Playbook authoring constraints. Highlights current logical gaps and structural best practices for verification.
 ## Healthcare Technology
 
 ### Artificial Intelligence (1)
@@ -113,16 +106,11 @@
   - [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)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official GitHub product announcement marking the General Availability of GitHub Copilot's automated pipeline diagnostics. Empowers developers to quickly resolve failing CI/CD builds by getting clear, contextual, AI-driven summaries and remediation plans.
 ## Software Engineering
 
-### AI-Assisted Operations (1)
+### 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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — 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.
-### Programming Foundations
-
-#### Python Language
-
-  - **(2025)** [**Think Python**](https://allendowney.github.io/ThinkPython) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A classic computational thinking handbook utilizing Python. Focuses on algorithmic integrity, data structure designs, object-oriented implementations, and debug execution pipelines.
 
 ---
 💡 **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)

v2-docs/cheatsheets.md

@@ -5,12 +5,12 @@
 
 ## Standard Reference
 
-  - [Kubectl Autocomplete](https://kubernetes.io/docs/reference/kubectl/quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cheat-sheets.org 🌟](http://www.cheat-sheets.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ABZ-Aaron/CheatSheets](https://github.com/ABZ-Aaron/cheat-sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [supple.com.au: Google advanced search operators tips and tricks](https://supple.com.au/tools/google-advance-search-operators)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [tutorialsdojo.com: AWS Cheat Sheets 🌟](https://tutorialsdojo.com/aws-cheat-sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [jimmysong.io: kubectl cheat sheet 🌟](https://jimmysong.io/zh/book/kubernetes-handbook)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github: K8s in 30 mins 🌟](https://github.com/rosehgal/k8s-In-30Mins) <span class='md-tag md-tag--info'>⭐ 211</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam Prep](https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -40,10 +40,7 @@
   - [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [lambdatest.com: The Ultimate Selenium Python Cheat Sheet for Test Automation](https://www.testmuai.com/blog/selenium-python-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus' - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [wizardzines.com 🌟](https://wizardzines.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cheatography.com](https://cheatography.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [LeCoupa/awesome-cheatsheets](https://github.com/LeCoupa/awesome-cheatsheets) <span class='md-tag md-tag--info'>⭐ 45898</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
@@ -137,6 +134,7 @@
   - [The awesome git cheat sheet](https://the-awesome-git-cheat-sheet.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Git cheat sheet](https://developers.redhat.com/cheat-sheetsgit)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [education.github.com: Git cheat sheet 🌟](https://education.github.com/git-cheat-sheet-education.pdf)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [git-tower.com: Git cheat sheet](https://www.git-tower.com/blog/git-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [rogerdudler.github.io: git - the simple guide 🌟](https://rogerdudler.github.io/git-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [rogerdudler.github.io: git cheat sheet pdf](https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -173,6 +171,7 @@
   - [opensource.com: Linux Parted cheat sheet](https://opensource.com/downloads/parted-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: GNU Screen cheat sheet](https://opensource.com/downloads/gnu-screen-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [catonmat.net: GNU Coreutils Cheat Sheet](https://catonmat.net/gnu-coreutils-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [stationx.net: Hacking Tools Cheat Sheet](https://www.stationx.net/hacking-tools-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ssh cheat sheet](https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Learn advanced SSH commands with this cheat sheet](https://opensource.com/article/18/4/learn-advanced-ssh-commands-new-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -183,10 +182,10 @@
   - [github.com: openshift cheat sheet 3](https://github.com/mhausenblas/openshift-cheat-sheet) <span class='md-tag md-tag--info'>⭐ 6</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [monodot.co.uk: openshift cheat sheet 4](https://monodot.co.uk/openshift-cheatsheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.tips](https://openshift.tips)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cookbook.openshift.org 🌟](https://cookbook.openshift.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cookbook.openshift.org: How do I import an image from an external image' registry? 🌟](https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-an-image-from-an-external-image.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus' - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [https://dev.to/aurelievache: Understanding Kubernetes: part 1 – Pods](https://dev.to/aurelievache/kubernetes-sketchnotes-pods-4ib0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [garba.org: Kubernetes Pod Life Cycle Cheat Sheet](https://garba.org/posts/2018/k8s_pod_lc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Buildah Cheat Sheet](https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -237,7 +236,7 @@
   - [intellipaat.com: Python Cheat Sheet Basics](https://intellipaat.com/blog/tutorial/python-tutorial/python-cheat-sheet-basics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [websitesetup.org: Python Cheat Sheet](https://websitesetup.org/python-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair](https://python.plainenglish.io/ultimate-python-cheat-sheet-f2930e08669c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/ekramasif: Basic Machine Learning - Python Cheatsheet](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) <span class='md-tag md-tag--info'>⭐ 80</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Selenium Cheat Sheet](https://dev.to/razgandeanu/selenium-cheat-sheet-9lc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intellipaat.com: Selenium Cheat Sheet](https://intellipaat.com/blog/tutorial/selenium-tutorial/selenium-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -257,6 +256,13 @@
   - **(2024)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The authoritative documentation portal for GitHub, offering deep-dives into GitHub Flavored Markdown (GFM) and integration patterns. It outlines security implications, task lists, and interactive rendering rules. Double-Evidence: While a generic entry point, live grounding confirms this repository of guides is the primary reference for understanding platform-specific rendering behaviors on the GitHub UI.
   - [markdownguide.org](https://www.markdownguide.org)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exhaustive reference guide covering the syntax, best practices, and extended features of the Markdown markup language. It provides clear examples of basic syntax, extended elements, and compatibility matrices across parsers. Double-Evidence: This guide serves as the authoritative standard for syntax validation, and live grounding shows it is widely integrated into onboarding resources for junior developers and technical writers globally.
   - [Markdown Cheat Sheet 4](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) <span class='md-tag md-tag--info'>⭐ 60200</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — One of the most referenced cheat sheets on GitHub for fast, offline-compatible Markdown syntax lookups. Includes rendering comparisons for basic elements, blockquotes, code blocks, and inline HTML. Double-Evidence: Despite its age, live grounding confirms its massive utility and continued reference value in developer wikis, representing a classic standard for text formatting.
+## Cloud Infrastructure
+
+### Orchestration
+
+#### Managed Kubernetes
+
+  - **(2022)** [**learnk8s.io/research:  Comparison of Kubernetes managed services 🌟**](https://learnkube.com/research) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Comprehensive comparison matrix evaluating key metrics of major managed Kubernetes engines, mapping out scalability limits, upgrade strategies, and CNI setups.
 ## Developer Reference
 
 ### Syntax Cheat Sheets
@@ -271,6 +277,13 @@
 #### CLI
 
   - [Quiz Grader](https://github.com/ned1313/quiz-grader)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. It processes markdown-based inputs to generate structured performance assessments. Grounding highlights its utility in small-scale educational pipelines or self-assessment exercises.
+## Operating Systems
+
+### Linux Utilities
+
+#### CLI Curation
+
+  - **(2025)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An immense, user-voted platform for sharing and assessing terminal tricks. Perfect for tracking down highly specific, multi-tool regex constructs or one-liners.
 ## Programming Languages
 
 ### Go
@@ -303,5 +316,5 @@
   - [atlassian.com: Git cheat sheet](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive and beautifully formatted PDF and web-based Git command reference guide from Atlassian. Covers essential command categories including repository creation, local staging, history review, branch management, and remote synchronization.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Git](./git.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)
 

v2-docs/chef.md

@@ -10,5 +10,5 @@
 
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md) | [Kustomize](./kustomize.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)
 

v2-docs/cicd-kubernetes-plugins.md

@@ -3,10 +3,6 @@
 !!! info "Architectural Context"
     Detailed reference for CI/CD Kubernetes Plugins in the context of Engineering Pipeline.
 
-## Standard Reference
-
-  - [GitLab Kubernetes Agent available on GitLab.com](https://docs.gitlab.com/releases/#gitlab-kubernetes-agent-available-on-gitlabcom)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-
 ## Continuous Delivery
 
 ### GitOps
@@ -27,5 +23,5 @@
   - [openshift-client](https://plugins.jenkins.io/openshift-client) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exposes OpenShift's command-line tool definitions directly inside Jenkins jobs, enabling custom script actions to command remote clusters safely.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [Argo](./argo.md)
 

v2-docs/cicd.md

@@ -5,9 +5,12 @@
 
 ## Standard Reference
 
-  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [FossFLOW](https://github.com/stan-smith/FossFLOW)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia.org: Continuous Integration](https://en.wikipedia.org/wiki/Continuous_integration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia.org: Continuous Delivery](https://en.wikipedia.org/wiki/Continuous_delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DZone: Continuous Integration: Servers and Tools](https://dzone.com/refcardz/continuous-integration-servers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -37,10 +40,7 @@
   - [gitconnected.com: Blue-Green with Canary Deployment — A Novel approach](https://levelup.gitconnected.com/blue-green-with-canary-deployment-a-novel-approach-2cee77ff564d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟](https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-canary-and-more)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopslearners.com: Blue-Green vs Canary Deployment](https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases](https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [FossFLOW](https://github.com/stan-smith/FossFLOW)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: DevOps: CI/CD Tools to Watch Out for in 2022](https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson](https://betterprogramming.pub/when-should-you-self-host-ci-tools-330fc38d2a6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
@@ -81,7 +81,6 @@
 
 #### Blue-Green
 
-  - **(2022)** [==semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟==](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly-rated technical guide illustrating step-by-step implementation of automated Blue-Green deployments within a Kubernetes cluster. Details traffic switching using Kubernetes Services and ingress resources, highlighting rollback procedures and pipeline workflow integration.
   - [opsmx.com: What is Blue Green Deployment ?](https://www.opsmx.com/blog/blue-green-deployment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains the fundamental architecture of Blue-Green deployment models, evaluating how this strategy minimizes downtime and mitigates risks during production releases. Offers comparisons against canary configurations and covers prerequisite infrastructure needs.
 #### Overview
 
@@ -134,8 +133,8 @@
 
   - [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.
   - [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The official public announcement details the release and capabilities of the Azure DevOps MCP server. Highlights the architectural integration of Large Language Models directly into enterprise ADO workflows for automated engineering management.
-  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
   - [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) <span class='md-tag md-tag--info'>⭐ 1718</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, inspect pipeline logs, and orchestrate PR reviews dynamically.
+  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
   - [Terraform & OpenTofu Skill for AI Agents](https://github.com/antonbabenko/terraform-skill) <span class='md-tag md-tag--info'>⭐ 1881</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An experimental, open-source repository establishing unified Model Context Protocol (MCP) skills or AI tools for Terraform and OpenTofu. Empowers AI agents to dynamically generate, parse, validate, and execute infrastructure-as-code definitions with semantic awareness.
 #### Coding Assistants
 
@@ -175,8 +174,8 @@
 
 ##### Azure DevOps (1)
 
-  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
   - [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Provides a complete implementation walkthrough for embedding robust automated test suites (including tftest and checkov) inside Azure DevOps pipelines. Demonstrates how to validate infrastructure compliance and dry-run infrastructure updates early in the pipeline.
+  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
 ##### GitHub Actions (1)
 
   - [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) <span class='md-tag md-tag--info'>⭐ 221</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A specialized GitHub Action designed to automate the release process, version tagging, and registry publication of Terraform modules. Resolves development overhead by automatically generating release logs and enforcing Semantic Versioning.
@@ -196,8 +195,8 @@
 #### Azure DevOps (3)
 
   - [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyses secure integration patterns for private Azure DevOps environments. Offers standard reference controls for isolating source code hosting, managing external worker access, and mitigating common misconfiguration patterns across self-hosted agent pools.
-  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
   - [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide explaining the installation and automated orchestration of Dependabot-style dependency scanning and automated PR version updates within Azure DevOps repositories. Written in Spanish. [SPANISH CONTENT]
+  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
 #### Cloud Identity
 
   - [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An in-depth security analysis detailing how to configure AWS OpenID Connect (OIDC) trust relationships correctly in GitHub Actions and other CI providers. Highlights major vulnerabilities arising from missing subject (sub) or audience (aud) validation and shows how to restrict access patterns safely.
@@ -243,8 +242,8 @@
 
 ##### AWS (1)
 
-  - [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
   - [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A commercial-grade, highly efficient solution for hosting ephemeral, auto-scaled GitHub Actions runners directly on your AWS account. Delivers a significant reduction in GitHub Actions spend (up to 10x) using cheap EC2 spot instances, fast cache persistence, and seamless setup.
+  - [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
 ### Kubernetes Management
 
 #### PaaS Solutions
@@ -296,8 +295,8 @@
   - [sdtimes.com: The State of CI/CD](https://sdtimes.com/cicd/the-state-of-ci-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Broad industry survey analyzing developer adoption and tool fragmentation in delivery architectures. Live Grounding: Highlights the continuous shift towards GitOps, automated security gates (DevSecOps), and platform orchestration. Useful for long-term strategic architectural planning.
 #### Open Source Pipelines
 
-  - [opensource.com: A beginner's guide to building DevOps pipelines with open' source tools](https://opensource.com/article/19/4/devops-pipeline) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Demystifies CI/CD pipeline construction using classic open-source tools like Jenkins and GitLab CI. Live Grounding: Provides an educational blueprint on source control integration, build automation, and deployment validation. Highly suitable for teams transitioning from manual deployments to early automation.
   - [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Comparative survey of prominent open-source continuous integration and deployment engines. Live Grounding: Analyzes Jenkins, GitLab, Tekton, and others, contrasting their resource overheads and declarative features. Useful for teams choosing a baseline deployment stack.
+  - [opensource.com: A beginner's guide to building DevOps pipelines with open' source tools](https://opensource.com/article/19/4/devops-pipeline) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Demystifies CI/CD pipeline construction using classic open-source tools like Jenkins and GitLab CI. Live Grounding: Provides an educational blueprint on source control integration, build automation, and deployment validation. Highly suitable for teams transitioning from manual deployments to early automation.
 #### Theory and Concepts (1)
 
   - **(2023)** [infoworld.com: What is CI/CD? Continuous integration and continuous delivery explained](https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Broad industry-focused definition of CI/CD pipeline automation and toolchains. Live Grounding: Explores the evolutionary shift from monolithic build scripts to declarative yaml-based pipeline orchestration. Provides a vendor-neutral high-level analysis of standard integration loops.
@@ -313,8 +312,8 @@
   - **(2023)** [lambdatest.com: Top 10 CI/CD Pipeline Implementation Challenges And Solutions](https://www.testmuai.com/blog/cicd-pipeline-challenges) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Highlights common pipeline failure patterns (e.g., flaky testing, configuration drift) and mitigation techniques. Live Grounding: Discusses technical strategies such as containerizing run environments and orchestrating parallel testing clusters. Ideal for operational maintenance planning.
 #### Trunk-Based Development
 
-  - [thinkinglabs.io: Feature Branching considered evil 🌟](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: A provocative analysis contrasting long-lived feature branches with trunk-based development. Live Grounding: Details how feature branches delay integration, hide conflicts, and impede actual continuous integration. Offers clear alternative patterns like branch-by-abstraction and feature flags.
   - [Purposeful Commits](https://chrisarcand.com/purposeful-commits)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Explores the cultural developer hygiene of crafting clear, logical git commits. Live Grounding: Details how concise commit histories simplify pipeline automated testing, automated changelogs, and fast deployment troubleshooting. Essential software craft guidance.
+  - [thinkinglabs.io: Feature Branching considered evil 🌟](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: A provocative analysis contrasting long-lived feature branches with trunk-based development. Live Grounding: Details how feature branches delay integration, hide conflicts, and impede actual continuous integration. Offers clear alternative patterns like branch-by-abstraction and feature flags.
 ### Cloud-Native Delivery
 
 #### Best Practices (2)
@@ -364,5 +363,5 @@
   - [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An updated architectural deep-dive into the Twelve-Factor App methodology. Reviews the classic software principles (like database separations, environment configs, and scaling processes) in modern Kubernetes environments.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [Gitops](./gitops.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [Argo](./argo.md)
 

v2-docs/cloud-arch-diagrams.md

@@ -20,7 +20,6 @@
   - [Lucidchart](https://lucid.co/marketplace/91074b9b/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) <span class='md-tag md-tag--info'>⭐ 339</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Solutions Architect Tips — The 5 Types of Architecture' Diagrams](https://betterprogramming.pub/solutions-architect-tips-the-5-types-of-architecture-diagrams-eb0c11996f9e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [alibabacloud.com: How to Create an Effective Technical Architectural Diagram?](https://www.alibabacloud.com/blog/how-to-create-an-effective-technical-architectural-diagram_596100)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learningdaily.dev: Software architecture diagramming and patterns](https://learningdaily.dev/software-architecture-diagramming-and-patterns-7d38999e7a12)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -36,6 +35,7 @@
   - [github.com/dcasati/kubernetes-PlantUML](https://github.com/dcasati/kubernetes-PlantUML) <span class='md-tag md-tag--info'>⭐ 281</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [excalidraw.com](https://excalidraw.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [diagrams.mingrammer.com: Diagram as Code](https://diagrams.mingrammer.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) <span class='md-tag md-tag--info'>⭐ 339</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Architecture Icons](https://aws.amazon.com/architecture/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud Architecture Icons](https://cloud.google.com/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aquasecurity/cloudsec-icons](https://github.com/aquasecurity/cloudsec-icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -63,5 +63,5 @@
   - [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)
 

v2-docs/cloud-asset-inventory.md

@@ -58,5 +58,5 @@
   - [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un compendio técnico sobre los errores más comunes y costosos en el diseño de arquitecturas serverless. Ofrece un análisis crítico de fallos reales de concurrencia, inicios en frío ("cold starts"), costos fuera de control e integración de servicios, sirviendo como guía de advertencia para diseñadores de sistemas distribuidos. [SPANISH CONTENT]
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)
 

v2-docs/cloudflare.md

@@ -15,5 +15,5 @@
 
 
 ---
-💡 **Explore Related:** [Caching](./caching.md) | [Web Servers](./web-servers.md) | [Kubernetes Networking](./kubernetes-networking.md)
+💡 **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)
 

v2-docs/container-managers.md

@@ -31,22 +31,24 @@
   - [Red Hat Ecosystem Catalog](https://catalog.redhat.com/en/software/containers/explore)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [How to use the --privileged flag with container engines](https://www.redhat.com/en/blog/privileged-flag-container-engines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Promoting container images between registries with skopeo](https://www.redhat.com/en/blog/promoting-container-images-between-registries-with-skopeo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cri-o.io](https://cri-o.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Skopeo](https://github.com/containers/skopeo) <span class='md-tag md-tag--info'>⭐ 10891</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [A Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [sherifabdlnaby/kubephp](https://github.com/sherifabdlnaby/kubephp) <span class='md-tag md-tag--info'>⭐ 455</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [runc](https://github.com/opencontainers/runc) <span class='md-tag md-tag--info'>⭐ 13237</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [crun](https://github.com/containers/crun) <span class='md-tag md-tag--info'>⭐ 3933</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [Conmon](https://github.com/containers/conmon) <span class='md-tag md-tag--info'>⭐ 479</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [Kubernetes.io: Container runtimes](https://kubernetes.io/docs/setup/production-environment/container-runtimes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Docker](https://www.docker.com/products/container-runtime)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [containerd.io](https://containerd.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cri-o.io](https://cri-o.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Intro to Podman](https://developers.redhat.com/blog/2018/08/29/intro-to-podman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Be careful when pulling images by short name](https://www.redhat.com/en/blog/be-careful-when-pulling-images-short-name)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [podmain.io: Announcing Podman v2](https://podman.io/blogs/2020/06/29/podman-v2-announce.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Getting started with Podman](https://www.youtube.com/watch?v=Za36qHbrf3g)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Rootless containers with Podman: The basics](https://developers.redhat.com/blog/2020/09/25/rootless-containers-with-podman-the-basics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -77,7 +79,6 @@
   - [dev.to: Containers without Docker (podman, buildah, and skopeo)](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Podman Desktop](https://podman-desktop.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Podman expands to the Desktop](https://developers.redhat.com/articles/2022/10/24/podman-expands-desktop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [sherifabdlnaby/kubephp](https://github.com/sherifabdlnaby/kubephp) <span class='md-tag md-tag--info'>⭐ 455</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [iximiuz.com: In Pursuit of Better Container Images: Alpine, Distroless,' Apko, Chisel, DockerSlim, oh my!](https://iximiuz.com/en/posts/containers-making-images-better)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Introducing the Red Hat Universal Base Image 🌟](https://www.redhat.com/en/blog/introducing-red-hat-universal-base-image)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [What is Red Hat Universal Base Image?](https://developers.redhat.com/blog/2019/10/09/what-is-red-hat-universal-base-image)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -86,7 +87,6 @@
   - [developers.redhat.com: How to pick the right container base image](https://developers.redhat.com/blog/2021/04/13/how-to-pick-the-right-container-base-image)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: Docker, Kaniko, Buildah](https://itnext.io/docker-kaniko-buildah-209abdde5f94)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.kubesimplify.com: Getting started with ko: A fast container image builder' for your Go applications](https://blog.kubesimplify.com/getting-started-with-ko-a-fast-container-image-builder-for-your-go-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/containers/buildah](https://github.com/containers/buildah) <span class='md-tag md-tag--info'>⭐ 8795</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [developers.redhat.com: Getting started with Buildah](https://developers.redhat.com/blog/2021/01/11/getting-started-with-buildah)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: How to live without Docker for developers - Part 1 | Migration' from Docker to Buildah and Podman](https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -114,5 +114,5 @@
   - [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) <span class='md-tag md-tag--info'>⭐ 16</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An interactive Terminal User Interface (TUI) written in Go for streaming and searching Kubernetes container logs. Grounding suggests that development has stalled (inactive for over 4 years), so while technically functional for local dev, tools like Stern or K9s are preferred in enterprise environments.
 
 ---
-💡 **Explore Related:** [Kubernetes Monitoring](./kubernetes-monitoring.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Kubernetes Storage](./kubernetes-storage.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)
 

v2-docs/crossplane.md

@@ -57,5 +57,5 @@
   - **(2023)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This architectural study outlines the synchronization of infrastructure and application deployments using GitOps principles, examining the strategic union of Crossplane and continuous deployment tools.
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md) | [Kustomize](./kustomize.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)
 

v2-docs/crunchydata.md

@@ -48,6 +48,8 @@
   - [Crunchy PostgreSQL and Openshift](https://www.redhat.com/en/blog/leveraging-the-crunchy-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ref1](https://www.redhat.com/en/blog/understanding-service-accounts-sccs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [ref2](https://docs.openshift.com/container-platform/4.1/authentication/understanding-and-creating-service-accounts.html)
     - [ref3](https://docs.openshift.com/container-platform/4.1/authentication/managing-security-context-constraints.html#role-based-access-to-ssc_configuring-internal-oauth)
+  - [Kubernetes.io: Operator pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [crunchydata.com](https://www.crunchydata.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/CrunchyData](https://github.com/CrunchyData)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator) <span class='md-tag md-tag--info'>⭐ 4406</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
@@ -70,10 +72,15 @@
   - [ref1](https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcli/pgo-overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [crunchy-pgadmin4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/container-specifications/crunchy-pgadmin4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [pgAdmin 4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes.io: Operator pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## Data Architecture
+
+### Databases
+
+#### PostgreSQL
+
+  - **(2025)** [learn.crunchydata.com](https://www.crunchydata.com/developers/tutorials) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An interactive database training portal detailing progressive PostgreSQL configuration, clustering, and troubleshooting. Crucial for architects planning highly available, stateful cloud-native storage engines.
 
 ---
-💡 **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md)
+💡 **Explore Related:** [Databases](./databases.md) | [Message Queue](./message-queue.md) | [Yaml](./yaml.md)
 

v2-docs/customer.md

@@ -10,14 +10,13 @@
     - W. Edward Deming fue un ingeniero y consultor estadounidense reconocido como el padre de la gestión de la calidad total en la fabricación de automóviles. Se le considera uno de los responsables del progreso de la industria, gracias al desarrollo de una serie de teorías funcionales y económicas que, desde hace años, supervisan la producción de los vehículos que se fabrican en casi todo el mundo.
     - Las teorías de Deming estaban muy por delante de su tiempo. Afirman que las organizaciones que se centran en reducir únicamente los costes de producción, automáticamente disminuyen la calidad de sus productos. Por el contrario, aquellas que se concentran en mejorar la calidad, automáticamente rebajan los costes.
   - [health.google: AI-enabled imaging and diagnostics previously thought impossible](https://health.google/imaging-and-diagnostics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [xataka.com: El Excel se ha usado en la Fórmula 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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BMW IT-Zentrum](https://www.facebook.com/pages/BMW-IT-Zentrum/122968844423716)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [**BMW ConnectedDrive**:](https://www.bmw-connecteddrive.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat OpenShift Container Platform Takes Digital Innovation into the Fast Lane with Major European Automaker](https://www.redhat.com/es/about/press-releases/red-hat-openshift-container-platform-takes-digital-innovation-fast-lane-major-european-automaker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BMW takes digital innovation into the fast lane with Red Hat Openshift Container Platform](https://www.linkedin.com/pulse/bmw-takes-digital-innovation-fast-lane-red-hat-openshift-mendus)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Youtube: BMW enables the BMW Group to deliver the continuous service that' today's consumers expect (video starts at 1:29:00)](https://www.youtube.com/watch?time_continue=5340&v=FUu4kMc0PL8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linkedin.com/pulse: How BMW uses Redhat OpenShift?](https://www.linkedin.com/pulse/how-bmw-uses-redhat-openshift-bobby-singh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: The Volkswagen Group builds automated testing environment](https://www.redhat.com/en/success-stories/the-volkswagen-group)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [xataka.com: El auge del coche eléctrico y autónomo 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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/mercedes-benz](https://github.com/mercedes-benz)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -26,6 +25,7 @@
   - [thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects](https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [teslarati.com: IDRA finishes 9,000-ton Giga Press; Tesla expecting it any' day now](https://www.teslarati.com/idra-9000-ton-giga-press)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [eleconomista.es: Giga Press, la colosal máquina de Tesla que ha revolucionado' la fabricación de coches eléctricos](https://www.eleconomista.es/motor/noticias/12630740/01/24/giga-press-la-colosal-maquina-de-tesla-que-ha-revolucionado-la-fabricacion-de-coches-electricos.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [xataka.com: El Excel se ha usado en la Fórmula 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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus' vs. Spring Boot](https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain,' built on Quarkus](https://quarkus.io/blog/decathlon-user-story)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Deutsche Telekom Manages Edge Infrastructure with GitOps](https://thenewstack.io/how-deutsche-telekom-manages-edge-infrastructure-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -51,5 +51,5 @@
   - [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) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reviews BMW Group's production deployment of a GenAI orchestrator built on Amazon Bedrock. Highlights technical methods used to automatically review AWS cloud footprints and propose infrastructure optimizations globally.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)
 

v2-docs/databases.md

@@ -5,6 +5,7 @@
 
 ## Standard Reference
 
+  - [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟](https://thenewstack.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner while dishing on the weak points of each provider](https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: DBaaS on Kubernetes: Under the Hood 🌟](https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -38,7 +39,9 @@
   - [Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster](https://docs.percona.com/percona-operator-for-mysql/pxc/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github](https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [xataka.com: El Excel se ha usado en la Fórmula 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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [victoriametrics.com](https://victoriametrics.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Database Load Balancing Completes the 3-Tiered Architecture' 🌟](https://thenewstack.io/database-load-balancing-and-the-delusion-of-3-tiered-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [sqlshack.com: SQL Database on Kubernetes: Considerations and Best Practices' 🌟](https://www.sqlshack.com/sql-database-on-kubernetes-considerations-and-best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: What Is Data Management in the Kubernetes Age?](https://thenewstack.io/what-is-data-management-in-the-kubernetes-age)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -110,7 +113,6 @@
   - [Wikipedia: CockroachDB](https://en.wikipedia.org/wiki/Cockroach_Labs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cockroachlabs.com: Automated database operations with Terraform](https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE](https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Spilo: HA PostgreSQL Clusters with Docker](https://github.com/zalando/spilo) <span class='md-tag md-tag--info'>⭐ 1829</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [How I've Set Up HA PostgreSQL on Kubernetes (powered by Patroni, a template for PostgreSQL HA)](https://disaev.me/p/how-i-have-set-up-ha-postgresql-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) <span class='md-tag md-tag--info'>⭐ 5166</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
@@ -159,7 +161,6 @@
   - [Apache Druid](https://druid.apache.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Apache Druid: overview, running in Kubernetes and monitoring with' Prometheus](https://dev.to/setevoy/apache-druid-overview-running-in-kubernetes-and-monitoring-with-prometheus-g5j)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/dolthub/dolt](https://github.com/dolthub/dolt) <span class='md-tag md-tag--info'>⭐ 22792</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [victoriametrics.com](https://victoriametrics.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [SHMIG](https://github.com/mbucc/shmig) <span class='md-tag md-tag--info'>⭐ 474</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DATA-DOG/go-sqlmock](https://github.com/DATA-DOG/go-sqlmock) <span class='md-tag md-tag--info'>⭐ 6550</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [datafold/data-diff](https://github.com/datafold/data-diff) <span class='md-tag md-tag--info'>⭐ 2987</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -172,8 +173,14 @@
   - [unifieddatascience.com: Data lake design patterns on google (GCP) cloud](https://www.unifieddatascience.com/data-lake-design-patterns-on-google-cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [SQErzo: Tiny ORM for Graph databases](https://github.com/BBVA/sqerzo) <span class='md-tag md-tag--info'>⭐ 35</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [towardsdatascience.com: At Its Core: How Is a Graph Database Different from' a Relational One?](https://towardsdatascience.com/at-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [xataka.com: El Excel se ha usado en la Fórmula 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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## Cluster Management
+
+### Infrastructure Provisioning
+
+#### Kubernetes Operators
+
+  - **(2023)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comparative analysis of Kubernetes Operators for cloud infrastructure provisioning (such as Crossplane, AWS ACK, Google KCC, and Azure ASO). Critiques the shift from Terraform toward declarative reconciliation loops.
 ## Data and Databases
 
 ### Database Administration
@@ -190,5 +197,5 @@
   - [SQL Studio: A Unified SQL Database Explorer](https://github.com/frectonz/sql-studio) <span class='md-tag md-tag--info'>⭐ 3539</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
 
 ---
-💡 **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [NoSQL](./nosql.md)
+💡 **Explore Related:** [Crunchydata](./crunchydata.md) | [Message Queue](./message-queue.md) | [Yaml](./yaml.md)
 

v2-docs/demos.md

@@ -5,16 +5,12 @@
 
 ## Standard Reference
 
-  - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [thoughtworks.com: Modernizing your build pipelines 🌟](https://www.thoughtworks.com/es-es/insights/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [kubernetesbyexample.com](http://kubernetesbyexample.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [armory.io: Build a Deployment Pipeline with Spinnaker on Kubernetes](https://www.harness.io/products/continuous-delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.openshift.com: AWS and red hat quickstart workshop](https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thoughtworks.com: Modernizing your build pipelines with **Concourse CI** 🌟](https://www.thoughtworks.com/es-es/insights/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [github.com/sirech/example-concourse-pipeline](https://github.com/sirech/example-concourse-pipeline)
   - [jose-r-lopez/SSI_Materials](https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials) <span class='md-tag md-tag--info'>⭐ 43</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Ansible Tower - Workshop and Demo](https://github.com/network-automation/toolkit) <span class='md-tag md-tag--info'>⭐ 125</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Build a lab in 36 seconds with Ansible](https://www.redhat.com/en/blog/build-VM-fast-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [kubernetesbyexample.com 🌟](http://kubernetesbyexample.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Kubernetes workshop in a box](https://archive.kabisa.nl/tech/k8s-workshop-in-a-box)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [GitHub: K8s workshop in a box](https://github.com/kabisa/k8s-workshop-in-a-box)
   - [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) <span class='md-tag md-tag--info'>⭐ 1416</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube](https://shipa.io/deploying-applications-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -24,6 +20,7 @@
   - [piotrminkowski.com: RabbitMQ Monitoring on Kubernetes](https://piotrminkowski.com/2020/09/29/rabbitmq-monitoring-on-kubernetes/?utm_sq=gl0f6vph5e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.flant.com: Our experience with Postgres Operator for Kubernetes by Zalando](https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-zalando)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [k8s Initializer 🌟](https://blackbird.a8r.io/initializer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube 🌟](https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [consul.io: Ingress Gateways on Kubernetes 🌟](https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Deploy a Rancher Cluster with GitLab CI and Terraform](https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -32,6 +29,7 @@
   - [channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics and AKS Periscope](https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DockerHub OpenShift Demos](https://hub.docker.com/u/openshiftdemos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.openshift.com: OCP multi-node deployment on **AWS** using CloudFormation and Ansible (quickstart workshop)](https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Deploying PostgreSQL in MiniShift/OpenShift 3](https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Clustering WildFly on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshift-using-wildfly-operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Java EE example on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -52,11 +50,13 @@
   - [Monitoring Services like an SRE in OpenShift ServiceMesh](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Migration Toolkit for Applications Demo - June 2020](https://www.youtube.com/watch?v=mRCz6Jl0Ds8&feature=youtu.be)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [redhat.com: ACM Ansible Integration Overview](https://www.redhat.com/en/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensift.com: K8s Integrity Shield (tech-preview): Protecting the Integrity of Kubernetes Resources with Signature](https://www.redhat.com/en/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: Recap: OKD 4 Testing and Deployment Workshop - Videos and Additional Resources](https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources?utm_source=thenewstack&utm_medium=twitter&utm_campaign=platform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [lambdatest.com: How To Create Jenkins Multibranch Pipeline 🌟](https://www.testmuai.com/blog/how-to-create-jenkins-multibranch-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Jenkins Configuration as Code on Kubernetes 🌟](https://github.com/nubenetes/jenkins-CasC-kubernetes-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -73,6 +73,7 @@
   - [youtube: How to set up AWS Kubernetes Jenkins pipeline](https://www.youtube.com/watch?v=zI7_8M2KtRI&t=7s&ab_channel=MicroserviceFactory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟](https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Demo/Evaluation Installations](https://spinnaker.io/docs/setup/install)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [armory.io: How to Set Up Liquibase in Spinnaker](https://www.harness.io/products/continuous-delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Proof of Concept: Nexus3 Chart configuration on Kubernetes](https://github.com/nubenetes/nexus3-helm-chart)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [liatrio.com: building with docker using jenkins pipelines](https://www.liatrio.ai/resources/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/spring-petclinic/spring-petclinic-kubernetes 🌟](https://github.com/spring-petclinic/spring-petclinic-cloud) <span class='md-tag md-tag--info'>⭐ 167</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - While waiting for a working version, you could check [this fork](https://github.com/odedia/spring-petclinic-microservices)
@@ -95,46 +96,16 @@
   - [docs.microsoft.com: Build and deploy applications to Azure by using GitHub Actions 🌟](https://learn.microsoft.com/en-us/training/modules/github-actions-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasthornton.cloud: If, elseif or else in GitHub Actions](https://thomasthornton.cloud/if-elseif-or-else-in-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins Pipeline execution engine based on Continuation Passing Style (CPS)' transformation of Groovy scripts. DSL Methods:](https://jenkinsci.github.io/job-dsl-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code' users](https://www.jenkins.io/events/online-hackfest/2020-uiux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins Pipeline Unit testing framework](https://github.com/jenkinsci/JenkinsPipelineUnit) <span class='md-tag md-tag--info'>⭐ 1586</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [How to create initial "seed" job](https://github.com/jenkinsci/configuration-as-code-plugin) <span class='md-tag md-tag--info'>⭐ 2791</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) <span class='md-tag md-tag--info'>⭐ 87</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) <span class='md-tag md-tag--info'>⭐ 460</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Plugin Usage](https://plugins.jenkins.io/plugin-usage-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Pipeline as YAML (Incubated) 🌟](https://plugins.jenkins.io/pipeline-as-yaml)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Least Load](https://plugins.jenkins.io/leastload)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Declarative Pipeline Migration Assistant](https://plugins.jenkins.io/declarative-pipeline-migration-assistant)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automated API testing for the KIE Server 🌟](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Getting Started with Data Wrangler in VS Code](https://code.visualstudio.com/docs/datascience/data-wrangler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) <span class='md-tag md-tag--info'>⭐ 355</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [dyser/kubernetes-intro](https://github.com/dsyer/kubernetes-intro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) <span class='md-tag md-tag--info'>⭐ 3530</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Developer Sandbox for Red Hat OpenShift 🌟](https://developers.redhat.com/developer-sandbox)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The Kubernetes Goat](https://github.com/madhuakula/kubernetes-goat) <span class='md-tag md-tag--info'>⭐ 5646</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [bregman-arie/devops-exercises 🌟](https://github.com/bregman-arie/devops-exercises) <span class='md-tag md-tag--info'>⭐ 82450</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/Azure-Samples 🌟](https://github.com/Azure-Samples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ahmetb/kubernetes-network-policy-recipes 🌟](https://github.com/ahmetb/kubernetes-network-policy-recipes) <span class='md-tag md-tag--info'>⭐ 6139</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Rcarrata's blog](https://rcarrata.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [learntocloud.guide: 3 ways to get hands on (AWS, Azure, GCP)](https://learntocloud.guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Portfolio Architecture](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops/#)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [redhatdemocentral.gitlab.io/portfolio-architecture-tooling](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [gitlab.com: Project Examples](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [bregman-arie/devops-exercises 🌟](https://github.com/bregman-arie/devops-exercises) <span class='md-tag md-tag--info'>⭐ 82450</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) <span class='md-tag md-tag--info'>⭐ 18</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Kubernetes Goat](https://github.com/madhuakula/kubernetes-goat) <span class='md-tag md-tag--info'>⭐ 5646</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automated API testing for the KIE Server 🌟](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [SysAdmin Casts](https://sysadmincasts.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DEVOPS Library](https://devopslibrary.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Cloud Quick POCs](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -176,6 +147,7 @@
   - [trainings.kubernauts.sh](https://trainings.kubernauts.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [magalix.com: How To Integrate OPA Into Your Kubernetes Cluster Using Kube-mgmt](https://www.magalix.com/blog/how-to-integrate-opa-into-your-kubernetes-cluster-using-kube-mgmt)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed' V2](https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-clusters-with-kubefed-v2-8d2f7d9e198a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Kubernetes in a nutshell — tutorial for beginners 🌟🌟](https://medium.com/swlh/kubernetes-in-a-nutshell-tutorial-for-beginners-caa442dfd6c0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kruyt.org: Running a mailserver in Kubernetes](https://kruyt.org/running-a-mailserver-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Bootstrapping Java Kubernetes Apps With Spring Initializr and K8s' Initializer 🌟](https://dzone.com/articles/bootstrapping-java-kubernetes-apps-no-yaml)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -209,6 +181,7 @@
   - [CI/CD for Kubernetes through a Spring Boot example (Banzai Cloud CI/CD)](https://teletype.in/@sravancynixit/CcwqFANxY)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [piotrminkowski.com: Spring Boot on Kubernetes with Buildpacks and Skaffold' 🌟](https://piotrminkowski.com/2020/12/18/spring-boot-on-kubernetes-with-buildpacks-and-skaffold)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [spring.io: YMNNALFT: Easy Docker Image Creation with the Spring Boot Maven' Plugin and Buildpacks](https://spring.io/blog/2021/01/04/ymnnalft-easy-docker-image-creation-with-the-spring-boot-maven-plugin-and-buildpacks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) <span class='md-tag md-tag--info'>⭐ 3530</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [baeldung.com: Deploy a Spring Boot Application to OpenShift with Spring' Cloud Kubernetes 🌟](https://www.baeldung.com/spring-boot-deploy-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Spring Initializr 🌟](https://start.spring.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes' Initializer](https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-kubernetes-initializer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -217,6 +190,7 @@
   - [blog.alexellis.io: A bit of Istio before tea-time](https://blog.alexellis.io/a-bit-of-istio-before-tea-time)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management](https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-l7-traffic-management-178957dcd934)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with' Consul Connect](https://medium.com/hashicorp-engineering/kittens-as-a-service-layer-7-traffic-management-security-with-consul-connect-f5965fac5aa)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ahmetb/kubernetes-network-policy-recipes 🌟](https://github.com/ahmetb/kubernetes-network-policy-recipes) <span class='md-tag md-tag--info'>⭐ 6139</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD](https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane](https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: GitOps Guide to the Galaxy (Ep 12): Flux On OpenShift](https://www.youtube.com/watch?v=W_rcYPZkhFg&ab_channel=RedHat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -226,15 +200,16 @@
   - [aws blogs: Git Push to Deploy Your App on EKS](https://aws.amazon.com/blogs/opensource/git-push-deploy-app-eks-gitkube)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: create your first application on aws eks kubernetes](https://medium.com/faun/create-your-first-application-on-aws-eks-kubernetes-cluster-874ee9681293)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: deploying a kubernetes cluster with amazon eks 🌟](https://dzone.com/articles/deploying-a-kubernetes-cluster-with-amazon-eks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/aws-eks-kubernetes-masterclass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hbollon/k8s-voting-app-aws](https://github.com/hbollon/k8s-voting-app-aws) <span class='md-tag md-tag--info'>⭐ 34</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io: Deploying Application on Amazon EKS](https://aws.plainenglish.io/deploying-application-on-amazon-eks-211eb46c069c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [trstringer.com: Deploy to AKS from GitHub Actions 🌟](https://trstringer.com/deploy-to-aks-from-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack' on Azure AKS](https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-on-azure-aks-c25eaf27b9d0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: Troubleshooting services on Google Kubernetes Engine by' example 🌟](https://cloud.google.com/blog/products/operations/troubleshooting-services-on-google-kubernetes-engine)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/MatthewCYLau: React App on Google Kubernetes Engine (GKE) with' Terraform](https://github.com/MatthewCYLau/gcp-react-gke-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine' (GKE)](https://github.com/MatthewCYLau/node-express-typescript-k8-gke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) <span class='md-tag md-tag--info'>⭐ 18</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Verifying container signatures on Kubernetes with Gatekeeper](https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-with-gatekeeper-19a4519c3016)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Mutating Kubernetes resources with Gatekeeper](https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper-3e5585d49ead)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Implement governance on your Kubernetes cluster](https://opensource.com/article/21/12/kubernetes-gatekeeper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -245,6 +220,8 @@
   - [CodeReady Containers - Red Hat Decision Manager Install Demo](https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: CodeReady Containers - Easy OpenShift Container Platform 4.5 Installation](https://www.youtube.com/watch?v=CJMdSQVFVik)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gitlab.com/redhatdemocentral: Healthcare](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Portfolio Architecture](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops/#)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [redhatdemocentral.gitlab.io/portfolio-architecture-tooling](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟](https://developers.redhat.com/courses/openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/OpenShiftDemos 🌟](https://github.com/OpenShiftDemos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Tutorials & Examples: github.com/redhat-developer-demos 🌟](https://github.com/redhat-developer-demos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -257,7 +234,9 @@
   - [medium: Tutorial : Secure your API with x509 Mutual Authentication with' Spring Boot on OpenShift4](https://medium.com/@erfin.feluzy/tutorial-secure-your-api-with-x509-mutual-authentication-with-spring-boot-on-openshift4-416a00a47af8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster](https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-vsphere-56c5e5d76a80)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [schabell.org: CodeReady Containers - Building a Cloud-Native Human Resources' Process](https://www.schabell.org/2020/10/codeready-containers-building-cloud-native-hr-process.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Set up Minishift and run Jenkins on Linux](https://opensource.com/article/20/11/minishift-linux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Rcarrata's blog](https://rcarrata.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [JBoss Web Server Operator 🌟](https://access.redhat.com/documentation/en-us/red_hat_jboss_web_server/5.4/html-single/red_hat_jboss_web_server_for_openshift/index#jws_operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Containerize and deploy Strapi CMS applications on' Kubernetes and Red Hat OpenShift](https://developers.redhat.com/blog/2021/04/09/containerize-and-deploy-strapi-applications-on-kubernetes-and-red-hat-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Build lean Java containers with the new Red Hat Universal' Base Images OpenJDK runtime images 🌟](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -265,9 +244,11 @@
   - [developers.redhat.com: New application samples in Red Hat OpenShift 4.8](https://developers.redhat.com/articles/2021/10/01/new-application-samples-red-hat-openshift-48)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Build and store universal application images on OpenShift' (with Buildah)](https://developers.redhat.com/articles/2021/11/18/build-and-store-universal-application-images-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [piotrminkowski.com: Serverless Java Functions on OpenShift](https://piotrminkowski.com/2021/11/30/serverless-java-functions-on-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Developer Sandbox for Red Hat OpenShift 🌟](https://developers.redhat.com/developer-sandbox)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: How to deploy a Java application on Kubernetes in' minutes](https://developers.redhat.com/developer-sandbox/how-to-deploy-java-application-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.' Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift](https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-javascript-applications-to-the-sandbox/part1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developer.ibm.com: Example exercises to differentiate OpenShift and Kubernetes](https://developer.ibm.com/tutorials/examples-differentiate-openshift-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud-native-toolkit/multi-tenancy-gitops 🌟](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) <span class='md-tag md-tag--info'>⭐ 120</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [knative-tutorial](https://github.com/redhat-developer-demos/knative-tutorial) <span class='md-tag md-tag--info'>⭐ 291</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aymen-segni.com: Deploying Serverless Services on Kubernetes using Knative](https://aymen-segni.com/index.php/2020/07/22/deploying-your-serverless-services-on-kubernetes-using-knative)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -333,7 +314,9 @@
   - [Red Hat CodeReady Containers (Minishift equivalent for OpenShift 4.2 or newer) - step-by-step demo guides](https://github.com/marcredhat/crcdemos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) <span class='md-tag md-tag--info'>⭐ 173</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Continuation Passing Style (CPS)](https://github.com/cloudbees/groovy-cps) <span class='md-tag md-tag--info'>⭐ 95</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Pipeline execution engine based on Continuation Passing Style (CPS)' transformation of Groovy scripts. DSL Methods:](https://jenkinsci.github.io/job-dsl-plugin/#plugin/workflow-cps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [towardsdatascience.com: Create your first CI/CD pipeline with Jenkins and' GitHub](https://towardsdatascience.com/create-your-first-ci-cd-pipeline-with-jenkins-and-github-6aefe21c9240)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](https://github.com/LerryAlexander/postman_jenkins_api_tests)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [praveendavidmathew.medium.com: Data driven testing per request without using' data file](https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-using-data-file-aeb573b4f63a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -400,9 +383,13 @@
   - [medium.com/tea-networks: Kubernetes & CI/CD Pipeline](https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using' REST API – Part 1](https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-storage-using-rest-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using' REST API – Part 2](https://blogs.sap.com/2021/12/26/cloud-integration-with-commerce-azure-blob-storage-using-rest-api-part-2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: Follow your org’s app dev best practices with Cloud Code' custom samples 🌟](https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Tutorial: Connect Amazon EKS and Azure AKS Clusters with Google Anthos](https://thenewstack.io/tutorial-connect-amazon-eks-and-azure-aks-clusters-with-google-anthos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Tutorial: Deploy Anthos Apps from GCP Marketplace into Amazon EKS Cluster](https://thenewstack.io/tutorial-deploy-anthos-apps-from-gcp-marketplace-into-amazon-eks-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) <span class='md-tag md-tag--info'>⭐ 355</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [dyser/kubernetes-intro](https://github.com/dsyer/kubernetes-intro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [piomin/sample-spring-microservices-new: Microservices with Spring Cloud' Advanced Demo Project](https://github.com/piomin/sample-spring-microservices-new)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Develop and test a Quarkus client on Red Hat CodeReady Containers with Red Hat Data Grid 8.0](https://developers.redhat.com/blog/2020/06/19/develop-and-test-a-quarkus-client-on-red-hat-codeready-containers-with-red-hat-data-grid-8-0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -425,6 +412,7 @@
   - [medium: Install Istio on Azure Kubernetes cluster using Terraform](https://medium.com/@vipinagarwal18/install-istio-on-azure-kubernetes-cluster-using-terraform-214f6d3f611)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Create an Amazon EKS Fargate Cluster and Managed' Node Group Using Terraform](https://betterprogramming.pub/with-latest-updates-create-amazon-eks-fargate-cluster-and-managed-node-group-using-terraform-bc5cfefd5773)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azapril.dev: Deploying a LogicApp with Terraform (Bonus: in an AzDO pipeline)](https://azapril.dev/2021/04/12/deploying-a-logicapp-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [StarpTech/k-andy](https://github.com/StarpTech/k-andy) <span class='md-tag md-tag--info'>⭐ 157</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BishopFox/iam-vulnerable](https://github.com/BishopFox/iam-vulnerable) <span class='md-tag md-tag--info'>⭐ 570</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Automate and Configure Your RDS Database With Terraform' 🌟](https://betterprogramming.pub/automate-and-configure-your-rds-database-with-terraform-898fd4b8990d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -469,7 +457,20 @@
   - [devops.com: Measuring the Progress of the OpenTelemetry Project](https://devops.com/measuring-the-progress-of-the-opentelemetry-project)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hasura.io: A Simple, Realtime, Event Driven Architecture with QR Codes](https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [sitepoint.com: A Guide to Serverless Functions and How to Deploy Them](https://www.sitepoint.com/gatsby-mdx-blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [learntocloud.guide: 3 ways to get hands on (AWS, Azure, GCP)](https://learntocloud.guide/#/projects/README)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [gitlab.com: Project Examples](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code' users](https://www.jenkins.io/events/online-hackfest/2020-uiux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Pipeline Unit testing framework](https://github.com/jenkinsci/JenkinsPipelineUnit) <span class='md-tag md-tag--info'>⭐ 1586</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [How to create initial "seed" job](https://github.com/jenkinsci/configuration-as-code-plugin) <span class='md-tag md-tag--info'>⭐ 2791</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) <span class='md-tag md-tag--info'>⭐ 87</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) <span class='md-tag md-tag--info'>⭐ 460</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Plugin Usage](https://plugins.jenkins.io/plugin-usage-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Pipeline as YAML (Incubated) 🌟](https://plugins.jenkins.io/pipeline-as-yaml)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Least Load](https://plugins.jenkins.io/leastload)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Declarative Pipeline Migration Assistant](https://plugins.jenkins.io/declarative-pipeline-migration-assistant)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Application Delivery
 
@@ -483,6 +484,13 @@
 #### OpenShift Integration
 
   - [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)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Red Hat developer guide demonstrating automated Helm deployments through Jenkins on OpenShift 4. Covers pipeline definitions, credentials handling, and rollback automations.
+## CI-CD Pipelines
+
+### Jenkins Ecosystem
+
+#### Enterprise Architectures
+
+  - **(2020)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Architectural integration study mapping out Continuous Delivery structures using Nexus Repository, Jenkins pipelines, and Cloudogu software suites for regulated enterprise workloads.
 ## Cloud-Native
 
 ### Kubernetes Native
@@ -514,7 +522,7 @@
 
 ##### Integrations
 
-  - [developers.redhat.com: HTTP-based Kafka messaging with Red Hat AMQ Streams](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams/#more-720187)  <span class='md-tag md-tag--info'>[LEGACY]</span> — An architectural guide detailing how to use the HTTP Bridge component inside AMQ Streams. Allows web and legacy application services to publish and consume event data via lightweight REST HTTP requests.
+  - [developers.redhat.com: HTTP-based Kafka messaging with Red Hat AMQ Streams](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams)  <span class='md-tag md-tag--info'>[LEGACY]</span> — An architectural guide detailing how to use the HTTP Bridge component inside AMQ Streams. Allows web and legacy application services to publish and consume event data via lightweight REST HTTP requests.
 ## Infrastructure
 
 ### Cluster Provisioning
@@ -538,13 +546,20 @@
   - **(2025)** [redhatgov.io](http://redhatgov.io) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Red Hat's dedicated architectural training blueprint designed for secure governmental and enterprise environments. Focuses on orchestrating compliant private clouds and enterprise Linux configurations.
 ## Red Hat OpenShift
 
-### CI-CD Pipelines
+### CI-CD Pipelines (1)
 
-#### Jenkins Ecosystem
+#### Jenkins Ecosystem (1)
 
   - **(2018)** [**github - using jenkins pipelines with OKD**](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) <span class='md-tag md-tag--info'>⭐ 8654</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.
   - [developers.redhat.com: An easier way to create custom Jenkins containers](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains streamlined procedures for producing custom, secure Jenkins container images for deployment. Focuses on minimizing layers, loading plug-ins safely during build time, and injecting enterprise parameters within Red Hat architectures.
   - [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Utility repository hosting configurations to deploy Jenkins Blue Ocean configurations instantly within early Red Hat OpenShift Container Platform environments. Serves as a reference setup for visualized pipeline states.
+## Security
+
+### Supply Chain
+
+#### Enterprise Platform
+
+  - **(2021)** [tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting Trusted Open Source Software Providers for the Enterprise](https://www.vmware.com/products/app-platform/tanzu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines the strategic imperative of establishing trusted open-source workflows inside enterprise build infrastructures. Demonstrates how Tanzu's curated application platform streamlines immediate mitigation tasks at runtime.
 ## Software Engineering
 
 ### Developer Experience
@@ -556,5 +571,5 @@
   - [SdkMan](https://sdkman.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A command-line utility for managing parallel versions of multiple Software Development Kits on most Unix-like systems. Widely used to manage JDKs, Gradle, Maven, and JBang versions in local developer setups and CI agents.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Kubernetes Tools](./kubernetes-tools.md)
 

v2-docs/devel-sites.md

@@ -5,15 +5,13 @@
 
 ## Standard Reference
 
-  - [GitHub Copilot 🌟](https://github.com/copilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Amazon CodeWhisperer 🌟](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [geeksforgeeks.org: 7 Most In-Demand and High Paying Programming Jobs](https://www.geeksforgeeks.org/blogs/7-most-in-demand-and-high-paying-programming-jobs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [trio.dev: Angular vs React: Is Angular Dead?](https://trio.dev/angular-vs-react)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: A Better Way To Code: Documentation Driven Development](https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [GitHub Copilot](https://github.com/copilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Amazon CodeGuru Reviewer](https://aws.amazon.com/codeguru/profiler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [FreeLens](https://github.com/freelensapp/freelens) <span class='md-tag md-tag--info'>⭐ 5073</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Amazon CodeWhisperer](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: 7 API Tools for REST Developers and Testers](https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [El camino del Frontend Developer](https://github.com/mrcodedev/frontend-developer-resources) <span class='md-tag md-tag--info'>⭐ 3537</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now](https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookmark-right-now-eee01db63977)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -37,6 +35,8 @@
   - [shadman-jamil.medium.com: Most Useful Software Architecture Patterns](https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e171405292)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@victor.ronin: Design your code for readability vs. writability](https://medium.com/@victor.ronin/design-your-code-for-readability-vs-writability-d42f04cc6f4d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: How SOLID Remains Solid — Software Principles vs.' Patterns](https://betterprogramming.pub/how-solid-remains-solid-software-principles-vs-patterns-c77c623a628b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [FreeLens](https://github.com/freelensapp/freelens) <span class='md-tag md-tag--info'>⭐ 5073</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [dev.to: 15 Developer Tools to Make You Super Productive](https://dev.to/sourcegraph/15-developer-tools-to-make-you-super-productive-2g0a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [firebase.google.com](https://firebase.google.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [supabase.com](https://supabase.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -61,5 +61,5 @@
   - [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Community-driven performance and usability evaluation contrasting IntelliJ Rust and VSCode (rust-analyzer) workflows. Discusses compilation feedback, macro expansion speeds, and debugging tool integrations.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)
 

v2-docs/developerportals.md

@@ -5,9 +5,9 @@
 
 ## Standard Reference
 
+  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [chakray.com: API Strategy. How to create an API Marketplace](https://chakray.com/api-strategy-how-to-create-an-api-marketplace)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [OpenShift Ecosystem: API Management on Red Hat OpenShift with 3scale](https://www.redhat.com/en/blog/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [chakray.com: Why API Lifecycle Management is a MUST for Your Organisation APIs](https://chakray.com/why-api-lifecycle-management-is-must-organisation-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [chakray.com: 11 Steps to achieving a successful API Management Strategy](https://chakray.com/11-steps-achieving-successful-api-management-strategy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [chakray.com: Por qué API LIFECYCLE MANAGEMENT es imprescindible para la organización de APIs](https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -21,6 +21,10 @@
   - [ING Developer Portal](https://developer.ing.com/openbanking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [ING API Marketplace](https://developer.ing.com/openbanking/api-marketplace/marketplace)
   - [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Layering domains and microservices using API Gateways](https://kislayverma.com/software-architecture/layering-domains-and-microservices-using-api-gateways)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer](https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes' de programación: JavaScript, AWS, GitHub y Windows, los más usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -29,10 +33,8 @@
   - [siliconrepublic.com: 10 dev tools recommended by start-up founders](https://www.siliconrepublic.com/advice/dev-tools-recommended-by-irish-start-up-founders)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [howhttps.works](https://howhttps.works)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: HTTPS for Developers 🌟](https://dev.to/tiangolo/https-for-developers-1774)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Landscape](https://www.apidays.co/api-landscape)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Marketplace vs API Gateway (What’s the Difference?)](https://rapidapi.com/blog/api-marketplace-vs-api-gateway-whats-the-difference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: RapidAPI Provides API Marketplace and Insight](https://dzone.com/articles/rapidapi-provides-api-marketplace-and-insight)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [moesif.com: How to choose the right API Gateway for your platform: Comparison' of Kong, Tyk, Apigee, and alternatives](https://www.moesif.com/blog/technical/api-gateways/How-to-Choose-The-Right-API-Gateway-For-Your-Platform-Comparison-Of-Kong-Tyk-Apigee-And-Alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Management vs API Gateway: Where Does API Analytics and Monitoring Fit?](https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -82,8 +84,6 @@
   - [High Mobility @Youtube](https://www.youtube.com/channel/UCZNjYn1NXEgPa_ENPna9Atw)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [smartcar.com](https://smartcar.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [rapidapi.com/collection/car-api](https://rapidapi.com/collection/car-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia: PSD2 - the Revised Payment Services Directive](https://en.wikipedia.org/wiki/Payment_Services_Directive)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openbankingtracker.com](https://www.openbankingtracker.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Santander APIs](https://developerhub.santander.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -159,5 +159,5 @@ Live Grounding: Delivers strategic instruction on utilizing AI capabilities, cod
   - **(2024)** [**GitHub Copilot CLI for Beginners: Getting Started**](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Introductory guide explaining how to integrate the terminal-based GitHub Copilot CLI to leverage natural-language shell queries, automating script development and git lifecycle executions.
 
 ---
-💡 **Explore Related:** [DevOps](./devops.md) | [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md)
+💡 **Explore Related:** [DevOps](./devops.md) | [QA](./qa.md) | [Project Management Methodology](./project-management-methodology.md)
 

v2-docs/devops-tools.md

@@ -6,6 +6,7 @@
 ## Standard Reference
 
   - [geekflare.com: devops-tools](https://geekflare.com/devops/config-management-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Web-Check](https://web-check.xyz)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Technologies & Tools to Watch in 2021 🌟](https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -19,7 +20,6 @@
   - [medium.com/4th-coffee: 10 New DevOps Tools to Watch in 2023 🌟](https://medium.com/4th-coffee/10-new-devops-tools-to-watch-in-2023-e974dbb1f1bb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/4th-coffee: 10 Best DevOps Tools for Start-ups](https://medium.com/4th-coffee/10-best-devops-tools-for-start-ups-91eb69bc3128)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Relay](https://relay.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Web-Check](https://web-check.xyz)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments](https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1c111a7ba1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/cp-massive-programming: Deploying Devtron in a Local K8s Kind' Cluster using Terraform](https://medium.com/cp-massive-programming/deploying-devtron-in-a-local-k8s-kind-cluster-using-terraform-cea9d4d9636)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
@@ -129,16 +129,16 @@
 
 #### GUI Clients
 
-  - [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) <span class='md-tag md-tag--info'>⭐ 208</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source desktop client designed for administrative and monitoring interactions within Kubernetes clusters. Employs graphical representations of active resources to lower cognitive load during deep-dive debugging of deployments, services, and namespace configurations.
   - [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) <span class='md-tag md-tag--info'>⭐ 308</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A native, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. Enhances developer agility through dynamic views of multi-cluster namespaces, container outputs, and active workload parameters.
+  - [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) <span class='md-tag md-tag--info'>⭐ 208</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source desktop client designed for administrative and monitoring interactions within Kubernetes clusters. Employs graphical representations of active resources to lower cognitive load during deep-dive debugging of deployments, services, and namespace configurations.
 ## Platform Engineering (1)
 
 ### AI Integration
 
 #### Agentic Engineering
 
-  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
   - [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) <span class='md-tag md-tag--info'>⭐ 1718</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, inspect pipeline logs, and orchestrate PR reviews dynamically.
+  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
 #### Coding Assistants
 
   - [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)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official GitHub product announcement marking the General Availability of GitHub Copilot's automated pipeline diagnostics. Empowers developers to quickly resolve failing CI/CD builds by getting clear, contextual, AI-driven summaries and remediation plans.
@@ -177,12 +177,7 @@
 #### Philosophical Frameworks
 
   - [thenewstack.io: DevOps Is Fed by a Tools Culture Loop](https://thenewstack.io/devops-is-fed-by-a-tools-culture-loop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Commentary exploring the dynamic intersection between DevOps organizational practices, corporate cultures, and how continuous toolchain feedback loops dictate infrastructure modernization.
-### Version Control
-
-#### Branching Strategies
-
-  - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Originally published by VictorOps (now acquired by Splunk as Splunk On-Call), this guide provides a direct comparison between Trunk-Based Development and GitFlow. It outlines the operational trade-offs between stability-centric scheduled release cycles and fast continuous deployment.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)
 

v2-docs/devops.md

@@ -9,7 +9,6 @@
   - [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure DevOps](https://azure.microsoft.com/en-us/products/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Why IT automation training is a smart way to boost your career](https://www.redhat.com/en/blog/it-automation-training)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Top 15 DevOps blogs to read and follow](https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [deloitte.com: Culture change, not tech, is the secret to DevOps success (podcast) 🌟](https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -32,6 +31,7 @@
   - [DevOps Glosary of Terms 🌟](https://digital.ai/glossary)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The Ultimate DevOps Tool Chest 🌟](https://digital.ai/learn/diagram-generator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [The Ultimate List of Open Source DevOps Tools](https://digital.ai)
   - [Periodic Table of DevOps 🌟](https://digital.ai/learn/devsecops-periodic-table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure DevOps 🌟](https://azure.microsoft.com/en-us/products/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4](https://www.salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and APIs](https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -39,24 +39,25 @@
   - [infoworld.com: Why platform engineering?](https://www.infoworld.com/article/2338392/why-platform-engineering.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [seal.io: Open Source Platform Engineering for Dev & Ops](https://gpustack.ai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Port](https://www.port.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DevOps Roadmap for 2026](https://github.com/milanm/DevOps-Roadmap) <span class='md-tag md-tag--info'>⭐ 19457</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟](https://github.com/DevOps-Projects-Ideas/DevOps-Books) <span class='md-tag md-tag--info'>⭐ 667</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Zebrium](https://www.zebrium.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome Chaos Engineering](https://github.com/dastergon/awesome-chaos-engineering) <span class='md-tag md-tag--info'>⭐ 6564</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Ansible for DevOps Examples](https://github.com/geerlingguy/ansible-for-devops) <span class='md-tag md-tag--info'>⭐ 9761</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [cloud.google.com: DevOps](https://cloud.google.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Cloud Developer Tools](https://cloud.google.com/products/tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome Chaos Engineering](https://github.com/dastergon/awesome-chaos-engineering) <span class='md-tag md-tag--info'>⭐ 6564</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [devopscube.com](https://devopscube.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [reddit.com/r/devops](https://www.reddit.com/r/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [enterprisersproject.com: DevOps: 5 things teams need from CIOs](https://enterprisersproject.com/article/2020/7/devops-5-things-teams-need)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Understanding DevOps](https://www.redhat.com/en/topics/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -82,15 +83,14 @@
   - [infoq.com: Dark Side of DevOps - the Price of Shifting Left and Ways to' Make it Affordable](https://www.infoq.com/articles/devops-shifting-left)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat automation glossary 🌟](https://www.redhat.com/en/blog/red-hat-automation-glossary)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devops.com](https://devops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [devopscube.com](https://devopscube.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopszone.info](https://www.devopszone.info)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopsdigest.com](https://www.devopsdigest.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopstips.net](https://devopstips.net)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopslearners.com](https://devopslearners.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [orange-quarter.com: Upskill yourself with these 5 DevOps resources](https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mrcloudbook.com: Mr Cloud Book](https://mrcloudbook.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟](https://github.com/DevOps-Projects-Ideas/DevOps-Books) <span class='md-tag md-tag--info'>⭐ 667</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/paragpallavsingh/90DaysOfDevOps: 90DaysOfDevOps Challenge](https://github.com/paragpallavsingh/90DaysOfDevOps) <span class='md-tag md-tag--info'>⭐ 11</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: State of DevOps 2021 🌟](https://cloud.google.com/blog/products/devops-sre/announcing-dora-2021-accelerate-state-of-devops-report)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone: Configuration Drift 🌟](https://dzone.com/articles/configuration-drift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -99,6 +99,7 @@
   - [fairwinds.com: Configuration Drift in Kubernetes - What Is It and Why it' Matters 🌟](https://www.fairwinds.com/blog/configuration-drift-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [env0.com: Automated Drift Detection 🌟](https://www.env0.com/blog/automated-drift-detection-with-env0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: The case for making the transition from sysadmin to DevOps' engineer 🌟](https://opensource.com/article/19/7/devops-vs-sysadmin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: How to transition into a career as a DevOps engineer](https://opensource.com/article/19/7/how-transition-career-devops-engineer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: A beginner's guide to everything DevOps 🌟](https://opensource.com/article/20/2/devops-beginners)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -196,11 +197,13 @@
   - [net.connect4techs.com: What are the top DevOps trends in 2024](https://net.connect4techs.com/what-are-the-top-devops-trends-in-2024)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dynatrace.com: 9 key DevOps metrics for success - What are the four main' DevOps metrics? DORA’s Four Keys](https://www.dynatrace.com/news/blog/devops-metrics-for-success)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/keptn: DORA metrics: automatically, for all your Kubernetes workloads](https://medium.com/keptn/dora-metrics-automatically-for-all-your-kubernetes-workloads-42225f4b8515)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DevOps Roadmap for 2026](https://github.com/milanm/DevOps-Roadmap) <span class='md-tag md-tag--info'>⭐ 19457</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [medium: The Complete DevOps RoadMap 🌟](https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Your Roadmap to Become a DevOps Engineer in 2021](https://dev.to/kodekloud/your-roadmap-to-become-a-devops-engineer-in-2020-i1n)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techworld-with-nana.com: DevOps Roadmap 🌟](https://www.techworld-with-nana.com/devops-roadmap)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone.com: What Is APIOps? How to Be Successful at It](https://dzone.com/articles/what-is-apiops-and-how-to-be-successful-at-apiops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DevOps as a Service: Migrating Your Entire DevOps Stack to the Cloud](https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the-cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Full Cycle Developers at Netflix — Operate What You Build](https://netflixtechblog.com/full-cycle-developers-at-netflix-a08c31f83249)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Applying Netflix DevOps Patterns to Windows](https://netflixtechblog.com/applying-netflix-devops-patterns-to-windows-2a57f2dbbf79)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from' DevOps](https://www.datacenterdynamics.com/en/opinions/why-netops-needs-a-digital-sandbox-to-benefit-from-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -214,7 +217,6 @@
   - [blogs.sap.com: A Practical Guide to DevOps for SAP ERP](https://blogs.sap.com/2021/12/13/a-practical-guide-to-devops-for-sap-erp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: DevOps - SonarQube, Artifactory, JFrog, Jenkins, Maven,' etc 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akoYTAboxT1AbHlPmrvRYYZ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: Docker 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-amqyqHceAhkcsopzi4PFcKc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: Kubernetes 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [platformengineering.org](https://platformengineering.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io/platform-engineering](https://thenewstack.io/platform-engineering)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -254,7 +256,6 @@
   - [Atlassian Compass](https://www.atlassian.com/software/compass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) <span class='md-tag md-tag--info'>⭐ 1306</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Infrastructure as Code in DevOps](https://alpacked.io/blog/infrastructure-as-code-for-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [reddit.com/r/devops](https://www.reddit.com/r/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Agentic Engineering
 
@@ -371,5 +372,5 @@ Live Grounding: Features structural overviews of AWS CodePipeline, CodeBuild, an
   - [tecmint.com 🌟](https://www.tecmint.com)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An extensive, highly active Linux documentation repository delivering step-by-step guides on server administration, shell scripting, and infrastructure configuration for sysadmins and DevOps engineers.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Chaos Engineering](./chaos-engineering.md)
+💡 **Explore Related:** [QA](./qa.md) | [Project Management Methodology](./project-management-methodology.md) | [Developerportals](./developerportals.md)
 

v2-docs/devsecops.md

@@ -5,11 +5,12 @@
 
 ## Standard 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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration Risks?](https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workflows)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [mehighlow.medium.com: Hardened-AKS/Secrets](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [grype: a vulnerability scanner for container images and filesystems](https://github.com/anchore/grype) <span class='md-tag md-tag--info'>⭐ 12262</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Project Calico](https://www.projectcalico.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together](https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [addteq.com: The REAL Difference between DevOps and DevSecOps](https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devsecops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -38,8 +39,6 @@
   - [dzone: DevOps Pipeline Quality Gates: A Double-Edged Sword](https://dzone.com/articles/devops-pipeline-quality-gates-a-double-edged-sword)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Focusing on the DevOps Pipeline 🌟](https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833d15edf0bd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Project Calico](https://www.projectcalico.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Kubernetes Security With Falco](https://betterprogramming.pub/kubernetes-security-with-falco-2eb060d3ae7d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities](https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerabilities)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -62,6 +61,7 @@
   - [siddhivinayak-sk.medium.com: Kubeseal & SealedSecret: Make your ‘secrets’' secure in SCM by using ‘sealed secret’](https://siddhivinayak-sk.medium.com/kubeseal-sealedsecret-make-your-secrets-secure-in-scm-by-using-sealed-secret-4631bcb39bf8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS Secret Manager: Protect sensitive information and functionality' 🌟](https://medium.com/avmconsulting-blog/aws-secret-manager-protect-sensitive-information-and-functionality-f520e15293f4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.opstree.com: AWS Secret Manager](https://blog.opstree.com/2021/11/16/aws-secret-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Coding for Secrets Reliability with HashiCorp Vault](https://medium.com/hashicorp-engineering/coding-for-secrets-reliability-with-hashicorp-vault-2090dd8667e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Vault & Kubernetes: Better Together](https://www.hashicorp.com/resources/vault-and-kubernetes-better-together)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Vault Learning Resources: Vault 1.5 features and more](https://www.hashicorp.com/blog/learn-vault-1-5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -93,6 +93,7 @@
   - [hashicorp.com: Why Use the Vault Agent for Secrets Management?](https://www.hashicorp.com/blog/why-use-the-vault-agent-for-secrets-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/nerd-for-tech: PKI Certs Injection to K8s Pods with Vault Agent' Injector](https://medium.com/nerd-for-tech/pki-certs-injection-to-k8s-pods-with-vault-agent-injector-d97482b48f3d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent](https://www.hashicorp.com/blog/refresh-secrets-for-kubernetes-applications-with-vault-agent)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [mehighlow.medium.com: Hardened-AKS/Secrets](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Declarative secret management for GitOps with Kapitan](https://medium.com/kapitan-blog/declarative-secret-management-for-gitops-with-kapitan-b3c596eab088)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Managing Secrets Deployment in GitOps Workflow 🌟](https://dzone.com/articles/managing-kubernetes-secrets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [portworx.com: Implementing Data Security on Red Hat OpenShift 🌟](https://portworx.com/implementing-data-security-on-red-hat-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -110,7 +111,6 @@
   - [bridgecrew](https://bridgecrew.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison](https://www.itbusinessedge.com/security/okta-vs-azure-ad)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [grype: a vulnerability scanner for container images and filesystems](https://github.com/anchore/grype) <span class='md-tag md-tag--info'>⭐ 12262</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes' secrets](https://github.com/kubernetes-sigs/secrets-store-csi-driver) <span class='md-tag md-tag--info'>⭐ 1530</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Application Security
@@ -228,11 +228,6 @@
 #### Security Tooling
 
   - [cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for' Network Intrusion](https://github.com/cybersecsi/HOUDINI) <span class='md-tag md-tag--info'>⭐ 1251</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A catalog containing hundreds of preconfigured Docker images optimized for security audit operations, network mapping, and intrusion evaluation. Note: The repository has seen limited recent updates but remains structurally valuable.
-### Policy Enforcement
-
-#### Open Policy Agent
-
-  - **(2021)** [infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Addresses the transition from obsolete Kubernetes Pod Security Policies (PSPs) to Open Policy Agent (OPA) Gatekeeper. Explores how to leverage declarative constraints using the Rego engine to strictly manage admission control actions.
 ### Secrets Management (1)
 
 #### Bitwarden
@@ -274,6 +269,7 @@
   - [opensource.com: Sign and verify container images with this open source' tool (sigstore)](https://opensource.com/article/21/12/sigstore-container-images) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains how developers can use Sigstore's Cosign integration to guarantee image authenticity. Highlights structural differences between classic PGP setups and the identity-driven ledger approach utilized by modern DevSecOps frameworks.
 #### Security Tooling (1)
 
+  - **(2021)** [**cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟**](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A strategic overview of outstanding open-source Kubernetes protection mechanisms. Summarizes and contrasts the deployment use-cases for prominent systems focused on static verification, policy governance, and kernel monitoring.
   - [techbeacon.com: 17 open-source container security tools 🌟](https://techbeacon.com/security/17-open-source-container-security-tools) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A curated directory cataloging seventeen critical open-source security technologies. Details structural features and comparison parameters across image scanners, policy-engine enforcement options, and runtime observation technologies.
   - [itnext.io: Top 6 Threat Detection Tools for Containers](https://itnext.io/top-6-threat-detection-tools-for-containers-3dd80b77777e) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Compares six container risk detection technologies. Contrasts passive image checking with complex system-call interception models (e.g., Falco), showing engineers how to balance performance overhead against real-time protection.
 ### Vulnerability Management
@@ -403,6 +399,7 @@
   - [thenewstack.io: SecOps in a Post-COVID World: 3 Security Trends to Watch](https://thenewstack.io/secops-in-a-post-covid-world-3-security-trends-to-watch)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Outlines critical security trends influenced by the sudden acceleration of distributed remote workforces and cloud adoption. Emphasizes the prioritization of identity-centric security boundaries, zero-trust cloud network baselines, and automated threat hunting capabilities.
 #### Transition Guides
 
+  - **(2021)** [cloudify.co: Understanding DevSecOps And Its Challenges](https://docs.cloudify.co) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines structural challenges in scaling DevSecOps, focusing on multi-cloud security orchestrations. Contrast: Curator Insight highlights simple automation roadblocks, while Live Grounding confirms that managing state drift across multiple Kubernetes regions is the primary blocker. Highly technical perspective.
   - [ais.com: Leaping into DevSecOps from DevOps](https://www.ais.com/leaping-into-devsecops-from-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Offers structural steps to migrate existing DevOps operations toward a DevSecOps operational state. Contrast: Curator Insight notes basic pipeline modifications, whereas Live Grounding shows that identity security and secrets orchestration represent the largest transition hurdles. Highly practical implementation blueprint.
   - [invensislearning.com: Difference between DevOps and DevSecOps](https://www.invensislearning.com/blog/devops-vs-devsecops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Distinguishes the exact operational and architectural boundaries separating classic DevOps from modern DevSecOps. Contrast: Curator Insight details simple workflow differences, while Live Grounding proves that DevSecOps represents a declarative shift from reactive scanning to continuous runtime enforcement. Excellent educational reference.
   - [devops.com: Tips for a Successful DevSecOps Life Cycle](https://devops.com/tips-for-a-successful-devsecops-life-cycle)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A granular walkthrough detailing how to embed automated security checkpoints across each phase of the application development lifecycle. Contrast: Curator Insight focuses on sequential steps, whereas Live Grounding demonstrates that real-time developer feedback loops are required to prevent security tool alert exhaustion. Helpful implementation guide.
@@ -424,9 +421,9 @@
 #### Static Analysis (1)
 
   - [KubeLinter](https://github.com/stackrox/kube-linter) <span class='md-tag md-tag--info'>⭐ 3450</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A static analysis tool that analyzes Kubernetes YAML manifests and Helm charts against best practices for security and production readiness. Checks for running as root, container security context settings, and missing resource limits.
+  - [github.com/yannh/kubeconform 🌟](https://github.com/yannh/kubeconform) <span class='md-tag md-tag--info'>⭐ 3033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly performant Kubernetes manifest validator written in Go, acting as a faster alternative to `kubeval`. Validates resource specifications against OpenAPI schemas, supporting custom resource definitions (CRDs) seamlessly in CI/CD environments.
   - [blog.christophetd.fr: Shifting Cloud Security Left — Scanning Infrastructure' as Code for Security Issues](https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep-dive analysis on shifting cloud security left by scanning Infrastructure as Code (IaC) templates for misconfigurations before deployment. Contrast: Curator Insight targets traditional static code checks, while Live Grounding validates that integrating tools like tfsec, Checkov, and Kics directly into CI/CD is now an industry standard. Essential for platform engineering security.
   - [thenewstack.io: StackRox KubeLinter Brings Security Linting to Kubernetes](https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Introduces StackRox's KubeLinter tool, exploring its core capabilities to audit deployment manifests and Helm templates before operational execution. Details standard rule definitions and highlights strategies for developer integration.
-  - [github.com/yannh/kubeconform 🌟](https://github.com/yannh/kubeconform) <span class='md-tag md-tag--info'>⭐ 3033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly performant Kubernetes manifest validator written in Go, acting as a faster alternative to `kubeval`. Validates resource specifications against OpenAPI schemas, supporting custom resource definitions (CRDs) seamlessly in CI/CD environments.
   - [thenewstack.io: Security Insights into Infrastructure-as-Code](https://thenewstack.io/security-insights-into-infrastructure-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Details security challenges present in IaC files across Terraform, Ansible, and CloudFormation. Analyzes typical misconfiguration risks (such as public S3 buckets, open security groups) and demonstrates the value of automated programmatic verification.
 ### Pipeline Security
 
@@ -602,6 +599,11 @@
 #### Secrets Management (4)
 
   - [kubewarden.io: Scanning secrets in environment variables](https://www.kubewarden.io/blog/2022/10/env-var-secrets) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Demonstrates how to use Kubewarden admission policies to dynamically intercept and prevent container deployments containing plaintext secrets or API keys exposed in environment variables. Provides concrete policy writing paradigms using WebAssembly (Wasm) and Rego.
+### Kubernetes Fundamentals
+
+#### Security Concepts (1)
+
+  - **(2026)** [==kubernetes.io: Overview of Cloud Native Security==](https://kubernetes.io/docs/concepts/security) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The authoritative framework defining Kubernetes security architecture across the 'FourCs' Model: Cloud, Cluster, Container, and Code. Serves as the foundational blueprint for understanding attack vectors, defense-in-depth methodologies, and default-deny paradigms in orchestrating container workloads safely.
 ### Kubernetes Hardening
 
 #### Threat Landscape
@@ -743,6 +745,9 @@
 
   - [GitHub security: what does it take to protect your company from credentials' leaking on GitHub? 🌟](https://blog.gitguardian.com/github-security) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth corporate case study and operational guide detailing the systematic threats of credential leakage in public and private Git environments. It highlights risk mitigation frameworks, API scanner configurations, and team hygiene rules required to prevent credential sprawl.
   - [blog.gitguardian.com: Secrets in source code (episode 2/3). Why secrets' in git are such a problem](https://blog.gitguardian.com/secrets-credentials-api-git) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — This educational blog post outlines the threat vectors of hardcoded secrets in Git histories. It details the structural reasons why standard version control systems make secret revocation difficult once committed, presenting static pre-commit hooks as the primary defense.
+#### Secrets Scanning
+
+  - **(2022)** [jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines](https://jfrog.com/blog) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical walk-through showing how to use Spectral in tandem with JFrog Pipelines. The tutorial focuses on identifying misplaced credentials and code misconfigurations inside continuous integration stages.
 #### Supply Chain Security (3)
 
   - [Anchore: Secure Container Based CI/CD Workflows](https://anchore.com/cicd) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An overview of Anchore's enterprise solutions for securing CI/CD pipelines through extensive Software Bill of Materials (SBOM) generation and continuous container inspection. It helps organizations detect upstream dependencies risk and establish a trusted supply chain.
@@ -788,7 +793,7 @@
 #### Container Security Platforms
 
   - **(2026)** [**stackrox.com**](https://www.redhat.com/en/technologies/cloud-computing/openshift/advanced-cluster-security-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Red Hat Advanced Cluster Security (formerly StackRox) provides Kubernetes-native guardrails to secure application life cycles across build, deploy, and runtime phases. Operating deep within the cluster infrastructure, it leverages declarative policies to enforce network segmentation, assess vulnerability risk, and monitor active configurations.
-#### Policy Enforcement (1)
+#### Policy Enforcement
 
   - [Securing Kubernetes With Anchore](https://anchore.com/kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — This reference highlights Anchore's integration into Kubernetes systems to enforce compliance and vulnerability policies. It showcases the utilization of native admission controllers to intercept deployment requests and reject any images failing automated security criteria.
 #### Secrets Auditing
@@ -878,10 +883,10 @@
   - **(2021)** [techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider extension for Arc enabled Kubernetes clusters](https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Details the expansion of Azure Key Vault capabilities to edge and multi-cloud nodes using Azure Arc-enabled Kubernetes clusters. Offers uniform cloud security controls outside standard Azure datacenters.
 #### Injection
 
+  - [K8s Vault Webhook 🌟](https://ot-container-kit.github.io/k8s-vault-webhook) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An admission webhook targeting automated HashiCorp Vault secrets injection inside pod templates. Replaces the necessity for heavy sidecar container orchestration inside lightweight pods.
   - [devopscube.com: Vault Agent Injector Tutorial: Inject Secrets to Pods Using' Vault Agent](https://devopscube.com/vault-agent-injector-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — In-depth guide showing how to use the Vault Agent Injector service. Explains how mutations based on Pod annotations auto-populate secrets into dynamic system volumes, minimizing application-level logic modifications.
   - [alexandre-vazquez.com: How To Inject Secrets in Pods To Improve Security' with Hashicorp Vault in 5 Minutes 🌟](https://alexandre-vazquez.com/inject-secrets-in-pods-using-hashicorp-vault)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A quick-start configuration tutorial for implementing vault-agent sidecar injection in under 5 minutes. Simplifies standard documentation into a practical, actionable snippet guide.
   - [itnext.io: Secrets injection at runtime from external Vault into Kubernetes' — POC](https://itnext.io/secrets-injection-from-external-vault-into-kubernetes-poc-83a52c8cf5cb) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical proof-of-concept for dynamic runtime injection utilizing external Vault endpoints. Bypasses Kubernetes native secrets store entirely to reduce security exposures.
-  - [K8s Vault Webhook 🌟](https://ot-container-kit.github.io/k8s-vault-webhook) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An admission webhook targeting automated HashiCorp Vault secrets injection inside pod templates. Replaces the necessity for heavy sidecar container orchestration inside lightweight pods.
 #### Introduction
 
   - [digitalvarys.com: Simple Introduction to HashiCorp Vault](https://digitalvarys.com/simple-introduction-to-hashicorp-vault)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A simplified, beginner-friendly walkthrough of Vault core terms, architecture, and deployment principles. Covers seal and unseal mechanics, storage backends, and simple key-value reading.
@@ -913,9 +918,6 @@
 #### Dependency Analysis (1)
 
   - [socket.dev: Introducing Socket](https://socket.dev/blog/introducing-socket)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An architectural introduction to Socket's active package monitoring system. Evaluates structural anomalies in dependencies by tracing suspicious network calls, API system changes, and permission escalations.
-#### Enterprise Platform
-
-  - **(2021)** [tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting Trusted Open Source Software Providers for the Enterprise](https://www.vmware.com/products/app-platform/tanzu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines the strategic imperative of establishing trusted open-source workflows inside enterprise build infrastructures. Demonstrates how Tanzu's curated application platform streamlines immediate mitigation tasks at runtime.
 #### Open Source Policy
 
   - [zdnet.com: Log4j: Google and IBM call for list of critical open source projects](https://www.zdnet.com/article/log4j-after-white-house-meeting-google-calls-for-list-of-critical-open-source-projects)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Discusses high-level strategies initiated by Google and IBM to identify and secure critical open-source software structures. Explores how public-private partnerships aim to fortify base infrastructure projects globally.
@@ -982,5 +984,5 @@
   - [torq.io: 5 Security Automation Examples for Non-Developers](https://torq.io/blog/5-security-automation-examples-for-non-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides five actionable automation playbooks for SecOps teams to streamline alert triage and response actions. Contrast: Curator Insight presents low-code solutions for non-developers, while Live Grounding shows that automating through structured JSON endpoints and centralized notification platforms is key to keeping MTTR minimal. Practical operational guide.
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Kustomize](./kustomize.md) | [Crossplane](./crossplane.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)
 

v2-docs/digital-money.md

@@ -11,5 +11,5 @@
 
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)
 

v2-docs/digitalocean.md

@@ -7,8 +7,8 @@
 
   - [App Platform](https://docs.digitalocean.com/products/app-platform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats App Platform to deploy, run code without juggling servers](https://www.theregister.com/off-prem/2020/10/07/digitalocean-decides-to-head-rivals-off-at-the-paas-floats-app-platform-to-deploy-run-code-without-juggling-servers/802967)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Digital Ocean](https://www.digitalocean.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Digital Ocean Kubernetes (DOKS)](https://www.digitalocean.com/products/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Digital Ocean](https://www.digitalocean.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [try.digitalocean.com/cloudplex](https://try.digitalocean.com/cloudplex)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Community Tools 🌟](https://www.digitalocean.com/community/tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [App Platform - Digital Ocean PaaS](https://try.digitalocean.com/app-platform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -32,5 +32,5 @@
   - [NGINXConfig](https://www.digitalocean.com/community/tools/nginx)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — DigitalOcean's visual configuration tool for Nginx. It generates highly secure, production-tested server blocks tailored for modern features like HTTP/2, custom security headers, SSL/TLS optimizations via Let's Encrypt, and Gzip compression.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/docker.md

@@ -37,21 +37,16 @@
   - [crunchtools.com: A Comparison of Linux Container Images](http://crunchtools.com/comparison-linux-container-images)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and Standalone Container Tools 🌟](https://jfrog.com/learn/devops/alternatives-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.logrocket.com: Top Docker alternatives for 2022](https://blog.logrocket.com/docker-alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) <span class='md-tag md-tag--info'>⭐ 36056</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [Awesome Compose 🌟](https://github.com/docker/awesome-compose) <span class='md-tag md-tag--info'>⭐ 45355</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [Docker for LLMs](https://www.docker.com/llm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [github.com/google/go-containerregistry 🌟](https://github.com/google/go-containerregistry) <span class='md-tag md-tag--info'>⭐ 3881</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [nerdctl 🌟](https://github.com/containerd/nerdctl) <span class='md-tag md-tag--info'>⭐ 10104</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [kaniko](https://github.com/GoogleContainerTools/kaniko) <span class='md-tag md-tag--info'>⭐ 15762</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [technology.doximity.com: Buildpacks vs Dockerfiles 🌟](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) <span class='md-tag md-tag--info'>⭐ 36056</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [Awesome Compose 🌟](https://github.com/docker/awesome-compose) <span class='md-tag md-tag--info'>⭐ 45355</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [Dzone refcard: Getting Started with Docker](https://dzone.com/refcardz/getting-started-with-docker-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone refcard: Java Containerization 🌟](https://dzone.com/refcardz/java-containerization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -227,13 +222,25 @@
   - [altoros.com: Streamlining the Creation of Docker Images with Cloud Native' Buildpacks](https://www.altoros.com/blog/streamlining-the-creation-of-docker-images-with-cloud-native-buildpacks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks](https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to/pmbanugo: Goodbye Dockerfiles: Build Secure & Optimised Node.js Container' Images with Cloud Native Buildpacks](https://dev.to/pmbanugo/goodbye-dockerfiles-build-secure-optimised-nodejs-container-images-with-cloud-native-buildpacks-489p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: nerdctl: Docker-compatible CLI for contaiNERD](https://medium.com/nttlabs/nerdctl-359311b32d0e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [img](https://github.com/genuinetools/img) <span class='md-tag md-tag--info'>⭐ 3986</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [jib](https://github.com/GoogleContainerTools/jib) <span class='md-tag md-tag--info'>⭐ 14402</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: Replace Docker Desktop with lima](https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Alternatives to Docker Desktop](https://dzone.com/articles/alternatives-to-docker-desktop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application](https://dzone.com/articles/docker-alternatives-10-alternatives-to-docker-for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## Cloud Infrastructure
+
+### Training
+
+#### Multi-Cloud Platforms
+
+  - **(2021)** [acloudguru.com](https://www.pluralsight.com/cloud-guru)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A premier enterprise learning platform specialized in modern cloud-native system training. Delivers deep hands-on sandbox labs, certification preparation curricula, and continuous technical playground resources.
 ## Cloud Native Security
 
 ### Supply Chain Security
@@ -262,7 +269,14 @@
 #### Guides and Workflows
 
   - [itnext.io: Software development in containers — a cookbook 🌟🌟🌟](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A detailed technical guide explaining how to design local workflows with container environments. Demonstrates setup strategies for hot reloading, direct container mounts, network port forwards, and dev-to-prod pipeline parity.
+## Infrastructure Standards
+
+### Container Registry
+
+#### Legacy Resources
+
+  - **(2026)** [Test an insecure registry 🌟](https://docs.docker.com/retired) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Retired Docker documentation dealing with configurations of insecure, unencrypted private registries. Preserved for diagnosing vintage local developer configurations.
 
 ---
-💡 **Explore Related:** [Container Managers](./container-managers.md) | [Kubernetes Monitoring](./kubernetes-monitoring.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)
 

v2-docs/dom.md

@@ -12,5 +12,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)
 

v2-docs/dotnet.md

@@ -42,5 +42,5 @@
   - [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step instruction illustrating how to inject specialized .NET SDK contexts and compilation knowledge bases into autonomous coding agents to optimize C# generation pipelines.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)
 

v2-docs/edge-computing.md

@@ -16,5 +16,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)
 

v2-docs/elearning.md

@@ -6,13 +6,13 @@
 ## Standard Reference
 
   - [tutorialspoint.com](http://www.tutorialspoint.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [wiki.bash-hackers.org](https://wiki.bash-hackers.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.openshift.com](https://learn.openshift.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [zeef.com: e-learning](https://e-learning.zeef.com/tracy.parish)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Udemy.com](https://www.udemy.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Udacity.com](https://eu.udacity.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [guru99.com](https://www.guru99.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [wiki.bash-hackers.org](https://wiki.bash-hackers.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [harvard.edu: CS50: Introduction to Computer Science (free)](https://pll.harvard.edu/course/cs50-introduction-computer-science)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/javarevisited: 11 Best Java Microservices Courses with Spring' Boot and Spring Cloud in 2022](https://medium.com/javarevisited/10-best-java-microservices-courses-with-spring-boot-and-spring-cloud-6d04556bdfed)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
@@ -27,9 +27,6 @@
 
 ### Databases
 
-#### PostgreSQL
-
-  - **(2025)** [learn.crunchydata.com](https://www.crunchydata.com/developers/tutorials) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An interactive database training portal detailing progressive PostgreSQL configuration, clustering, and troubleshooting. Crucial for architects planning highly available, stateful cloud-native storage engines.
 #### SQL
 
   - [SQL Police Department](https://sqlpd.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An interactive, gamified SQL training playground where users act as police detectives to solve technical cases using structured queries. Excellent for practicing complex join and filtering logics.
@@ -124,5 +121,5 @@
   - [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A curated GitHub repository containing end-to-end real-world DevOps projects. Implements standard infrastructure-as-code deployments, multi-tier CI/CD pipelines, and structured orchestration designs.
 
 ---
-💡 **Explore Related:** [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md) | [Finops](./finops.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Recruitment](./recruitment.md) | [Finops](./finops.md)
 

v2-docs/embedded-servlet-containers.md

@@ -12,5 +12,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)
 

v2-docs/faq.md

@@ -89,6 +89,13 @@
 #### Container Storage
 
   - [thenewstack.io: Choosing Between Container-Native and Container-Ready Storage' 🌟](https://thenewstack.io/choosing-between-container-native-and-container-ready-storage) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — Curator Insight: Demystifies cloud-native storage interfaces (CSI), comparing storage systems designed natively for Kubernetes with legacy storage adaptions. Live Grounding: Key guide for cloud architects evaluating storage performance, resilience, automated dynamic provisioning, and multi-protocol scaling features.
+## Networking
+
+### Web Servers
+
+#### Nginx
+
+  - **(2026)** [==Nginx==](https://www.f5.com/products/nginx) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Nginx is the premier high-performance web server, reverse proxy, and ingress standard globally. Its lightweight event-driven design allows it to process high-concurrency traffic patterns with extremely predictable memory and CPU footprints.
 ## Platform Engineering
 
 ### Cloud Native
@@ -98,5 +105,5 @@
   - [developers.redhat.com: Why Kubernetes native instead of cloud native? 🌟](https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-cloud-native)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Highlights the distinction between applications run on cloud infrastructure and systems designed specifically to leverage native Kubernetes operators and structures. Live Grounding: Analyzes how API extensions, CRDs, and native configuration constructs improve resilience, efficiency, and resource utilization.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)
 

v2-docs/finops.md

@@ -17,6 +17,12 @@
   - [techcommunity.microsoft.com: Identify your savings potential in Azure 🌟](https://techcommunity.microsoft.com/blog/finopsblog/identify-your-savings-potential-in-azure/4131194)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: 5 steps to bringing Kubernetes costs in line](https://www.infoworld.com/article/2338303/5-steps-to-bringing-kubernetes-costs-in-line.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [FinOps Foundation: FinOps.org](https://www.finops.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: DevOps, NoOps, and Now FinOps?](https://medium.com/better-programming/devops-noops-finops-64e0df91bcb8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com: Introducing FinOps—Excuse Me, DevSecFinBizOps](https://aws.amazon.com/es/blogs/enterprise-strategy/introducing-finops-excuse-me-devsecfinbizops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -37,19 +43,13 @@
   - [logz.io: FinOps Observability: Monitoring Kubernetes Cost](https://logz.io/blog/finops-observability-monitoring-kubernetes-cost)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/adeo-tech: How to save money fast with Kubernetes — Do FinOps](https://medium.com/adeo-tech/how-to-save-money-fast-with-kubernetes-do-finops-3a9cafc9beba)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [bitsand.cloud: Slashing Data Transfer Costs in AWS by 99%](https://www.bitsand.cloud/posts/slashing-data-transfer-costs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@tarunbehal02: AWS Cost Optimizations : My Learnings](https://medium.com/@tarunbehal02/aws-cost-optimizations-my-learnings-fcdc14da1f58)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com/blogs/architecture: Overview of Data Transfer Costs for Common' Architectures](https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-common-architectures)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide 🌟](https://github.com/dolevshor/azure-finops-guide) <span class='md-tag md-tag--info'>⭐ 216</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.microsoft.com: The Road to Azure Cost Governance](https://info.microsoft.com/ww-landing-the-road-to-azure-cost-governance-e-book.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/mivano/azure-cost-cli](https://github.com/mivano/azure-cost-cli) <span class='md-tag md-tag--info'>⭐ 1117</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [https://learn.microsoft.com: View Kubernetes costs (AKS)](https://learn.microsoft.com/en-us/azure/cost-management-billing/costs/view-kubernetes-costs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/armory: Continuous Cost Optimization for Kubernetes](https://medium.com/armory/continuous-cost-optimization-for-kubernetes-4361045f0215)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/empathyco: Cloud FinOps — Part 4: Kubernetes Cost Report](https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -83,6 +83,11 @@
 #### FinOps (1)
 
   - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyzes CloudWatch logging costs generated by EKS API server audit logs, offering practical strategies to filter and optimize them. It details how to use Logstash, FluentBit, or CloudWatch filter patterns to eliminate verbose, low-value telemetry. Crucial for enterprise platform administrators looking to cut hidden SaaS expenses.
+## Cluster Operations
+
+### Cost Optimization (1)
+
+  - **(2023)** [infoworld.com: Kubernetes cost management for the real world](https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores pragmatic methodologies for managing and forecasting costs inside Kubernetes. Contrasts standard manual scaling limits with automated tools like Kubecost and OpenCost, providing architecture guidelines for resource allocation optimization.
 ## Platform Engineering
 
 ### FinOps (2)
@@ -99,5 +104,5 @@
   - [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un compendio técnico sobre los errores más comunes y costosos en el diseño de arquitecturas serverless. Ofrece un análisis crítico de fallos reales de concurrencia, inicios en frío ("cold starts"), costos fuera de control e integración de servicios, sirviendo como guía de advertencia para diseñadores de sistemas distribuidos. [SPANISH CONTENT]
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)