Merge develop (quote block HTML wrapping fix) into master

release: V2 Video Hub Modularization and Automation

.github/workflows/01.1.agentic_cron.yml

@@ -151,7 +151,7 @@ jobs:
           
           if [ $EXIT_CODE -eq 42 ]; then
             echo "🚨 CIRCUIT BREAKER TRIPPED: Disabling workflow to prevent quota drain."
-            gh workflow disable agentic_cron.yml
+            gh workflow disable 01.1.agentic_cron.yml
             exit 1
           elif [ $EXIT_CODE -ne 0 ]; then
             exit $EXIT_CODE
@@ -165,7 +165,7 @@ jobs:
           if [ "${{ github.event.inputs.historical_chunked }}" == "true" ] && grep -q "NEXT_CHUNK_START:" output.log; then
             NEXT_DATE=$(grep "NEXT_CHUNK_START:" output.log | awk '{print $2}')
             echo "Triggering next historical chunk until: $NEXT_DATE"
-            gh workflow run agentic_cron.yml -f historical_mode=true -f historical_chunked=true -f historical_until_date=$NEXT_DATE
+            gh workflow run 01.1.agentic_cron.yml -f historical_mode=true -f historical_chunked=true -f historical_until_date=$NEXT_DATE
           fi
 
       - name: Upload Visual Dashboard Artifact

.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 }}
@@ -72,7 +72,7 @@ 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/03.2.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 }}
@@ -74,7 +74,7 @@ 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/03.3.agentic_v2_videos.yml

@@ -8,6 +8,8 @@ on:
       - 'src/v2_video_portal.py'
       - 'src/enrich_videos.py'
       - 'data/inventory.yaml'
+  schedule:
+    - cron: '0 6 1 * *'  # Runs on the 1st of every month at 06:00 UTC (every ~30 days)
   workflow_dispatch:
     inputs:
       restore_cache:
@@ -46,7 +48,7 @@ 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 }}
@@ -87,7 +89,7 @@ jobs:
 
       - 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 }}
@@ -97,7 +97,7 @@ jobs:
 
       - name: Upload Architecture and Decision Logs
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: v2-agentic-logs
           path: |
@@ -108,7 +108,7 @@ 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/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/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 V2 (Root)
-      - name: Build V2 Elite Edition
-        run: mkdocs build -f v2-mkdocs.yml -d site/
-
-      # 2. Build V1 (Subdirectory)
-      - name: Build V1 Edition
-        run: mkdocs build -f mkdocs.yml -d site/v1/
-
-      - 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 +5,155 @@ 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).
 
+## [[2.3.23]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.23) - 2026-05-28
+
+### Changed
+- **Quote Card HTML Structure**: Wrapped the clickable `quote-card-link` in a block-level `div` container to prevent the Markdown processor from wrapping the inline `a` link in a paragraph `<p>` tag. This ensures correct HTML parsing and restores the quote card's dynamic hover animations and transitions.
+
+## [[2.3.22]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.22) - 2026-05-28
+
+### Changed
+- **Showcase Image Conformance Footer Bar**: Replaced the absolute badge overlay with an elegant, responsive glassmorphic footer bar `.hero-showcase-footer` beneath the image. This bar contains the CNCF conformance badge alongside an explanatory caption about workload portability, ensuring that no text covers any part of the main showcase image.
+
+## [[2.3.21]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.21) - 2026-05-28
+
+### Changed
+- **Reordered V2 Homepage Header**: Reorganized the V2 home page layout, placing the large responsive CNCF conformance image showcase first, followed by Horatio's framed interactive quote card, and finally the four flex dashboard cards.
+- **Glassmorphic Quote Card**: Replaced the plain text quote with a styled, framed quote card featuring an interactive dashed border, a custom quote icon, and a glowing neon cyan hover state that links directly to Horatio Nelson Jackson's Wikipedia page.
+- **Enlarged Conformance Showcase**: Increased the max-width of the CNCF conformance wrapper to 1100px to ensure it remains as large as possible across all high-resolution devices.
+
+## [[2.3.20]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.20) - 2026-05-27
+
+### Changed
+- **CNCF Showcase Conformance Image Effects**: Added a glassmorphic wrapper `.hero-showcase-wrapper` to the main CNCF conformance image on the V2 homepage with hover scale effects (`1.03x`), brightness filters, a neon cyan shadow glow, and an interactive overlay badge.
+- **V2 Nav and Index Path Fixes**: Resolved broken internal references to `videos.md` in `v2-mkdocs.yml` and the strategic dimensions list by permanently updating the compiler to resolve paths to the modularised `./videos/index.md` location. Integrated MkDocs Material's `navigation.indexes` feature so that clicking the top-level "Agentic Video Hub" menu tab links directly to the Overview page (`videos/index.md`) without sub-navigation redundancy.
+
+## [[2.3.19]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.19) - 2026-05-27
+
+### Added
+- **Modularized Video Hub**: Replaced the legacy monolithic `v2-docs/videos.md` with a structured, multi-page directory (`v2-docs/videos/`) separating video resources into AI Agents, DevOps/IaC/SRE, Cloud Native Core, and Fundamentals learning paths.
+- **Robust Slugification and Header Cleaning**: Upgraded the slugification and header normalization logic to ensure 100% compatibility with MkDocs anchor resolution, stripping commas, parentheses, slashes, and special symbols to prevent broken internal links.
+- **Monthly Video Automation Schedule**: Configured a monthly cron trigger (`0 6 1 * *`) in the V2 Video Hub Builder GitHub action to automate video curation and portal updates.
+
+### Changed
+- **Persisted Hero Dashboard Cards**: Integrated the 4 glassmorphic interactive cards directly into the `v2_optimizer.py` compilation script for `v2-docs/index.md`, preventing them from being overwritten during V2 rendering cycles and updating the video link to `./videos/index.html`.
+
+## [[2.3.18]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.18) - 2026-05-27
+
+### Added
+- **4-Card Hero Dashboard**: Expanded the V2 homepage header from two to four interactive dashboard cards, adding entry points for "AI & MCP Agents" (with custom purple glow) and "Agentic Video Hub" (with custom pink glow). Improved visual layout structure and updated all card links to point directly to `.html` destinations to prevent 404 compilation target errors.
+
+## [[2.3.17]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.17) - 2026-05-27
+
+### Changed
+- **V2 Header Cards Optimization**: Fixed broken `.md` targets in raw HTML header cards by pointing them to compiled `.html` pages. Upgraded card sizing to use a responsive flex layout (`flex: 1; max-width: 280px; min-width: 200px;`) with increased padding and added visual hover highlight states on card icons matching the mosaic aesthetics.
+
+## [[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

GEMINI.md

@@ -360,16 +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)** | **17992+** |
+| **Total Technical Resources (Links)** | **17996+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5473+** |
+| **Total Commits** | **5597+** |
 | **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 | 1914 | 7,904 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2038 | 8,416 | **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, 7904]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1914]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 8416]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2038]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1889 | 7,801 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 2013 | 8,313 | **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" : 3592
+    "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" : 16192
+    "English" : 16196
     "Spanish" : 1079
     "French" : 179
     "Others" : 539
@@ -340,13 +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/v1/](https://nubenetes.com/v1/)
 
 ### 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 as the primary landing page at the domain root.
+- **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):**
@@ -359,7 +360,7 @@ Nubenetes operates with two distinct editions to serve different engineering nee
 - **Semantic Cross-Linking:** The portal autonomously identifies and links related categories within the same strategic dimension (e.g., suggesting `Flux` when reading about `Argo`), creating a cohesive **Industrial Knowledge Graph**.
 - **Executive Context**: Every strategic dimension features an AI-generated **State-of-the-Art Introduction** providing high-level architectural context and industry direction before the link listings.
 - **Source of Truth:** The `v2-docs/` directory (Derived from V1).
-- **Deployment:** [nubenetes.com/](https://nubenetes.com/)
+- **Deployment:** [nubenetes.com/v2/](https://nubenetes.com/v2/)
 
 ### 5.3. Architecture Comparison Matrix: V1 vs. V2
 To better understand the dual-nature of the project, the following matrix details the technical and philosophical differences between the two editions:
@@ -534,7 +535,7 @@ The "Platinum" tier represents the highest level of autonomous maintenance, focu
 - **Rendering Risk Detection**: Ensures HTML blocks like `<center>` include the mandatory `markdown="1"` attribute ([Mandate 19](GEMINI.md)).
 
 #### Infrastructure Auto-Sync
-- **Workflow UI Synchronization**: The [UI Sync Engine](src/sync_workflow_ui.py) automatically updates the [GitHub Actions Interface](.github/workflows/agentic_cron.yml) whenever [Curation Sources](data/curation_sources.yaml) are added or modified ([Mandate 11](GEMINI.md)).
+- **Workflow UI Synchronization**: The [UI Sync Engine](src/sync_workflow_ui.py) automatically updates the [GitHub Actions Interface](.github/workflows/01.1.agentic_cron.yml) whenever [Curation Sources](data/curation_sources.yaml) are added or modified ([Mandate 11](GEMINI.md)).
 
 #### Reputation Pulse (Vaporware Filter)
 - **Community-Based Vetting**: The [Curation Engine](src/agentic_curator.py) utilizes **Google Search Grounding** to cross-reference new tools with platforms like Reddit and Hacker News.
@@ -746,7 +747,7 @@ Maintainers can manually trigger and tune workflows via the GitHub Actions UI. T
 
 | # | Phase / Category | Workflow | Primary Manual Flags | Default | Technical Effect |
 | :---: | :--- | :--- | :--- | :---: | :--- |
-| **01** | **Discovery** | [**01.1. Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_cron.yml) | `historical_mode` | ==TRUE== | Processes all discovery sources (ignores 30-day window). |
+| **01** | **Discovery** | [**01.1. Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/01.1.agentic_cron.yml) | `historical_mode` | ==TRUE== | Processes all discovery sources (ignores 30-day window). |
 | | | | `include_*` | ==TRUE== | Toggles specific topics (k8s, cloud, ai, etc.). |
 | | | [**01.2. Backup-based Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_backup.yml) | `historical_mode` | ==TRUE== | Ignores time windows for static file processing. |
 | **02** | **Integrity** | [**02.1. Intelligent Link Cleaner**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/intelligent_link_cleaner.yml) | `force_full_check` | ==FALSE== | Bypasses cache for global archive auditing. |
@@ -761,7 +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`. |
@@ -906,7 +907,8 @@ graph LR
     D --> E["V2 Update (develop)"]
     M["Sync to 'master'"] --> C["Pip Cache & CI/CD Build"]
     C --> F["Upload Pages Artifact"]
-    F --> G["Native Deploy to nubenetes.com (V2) and /v1/ (Archive)"]
+    F --> G["Native Deploy: V1 (Root/SEO), V2 (/v2/), V1 Fallback (/v1/)"]
+    G --> H["Inject Root Redirect to /v2/"]
     Z --> B
     Z --> B
 ```
@@ -1001,13 +1003,13 @@ 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).
 
 ### 13.3. Autonomous Workflows
-- **01.1. Discovery & Curation:** [**Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_cron.yml)
+- **01.1. Discovery & Curation:** [**Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/01.1.agentic_cron.yml)
 - **01.2. Backup Data Processor:** [**Backup-based Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_backup.yml) — Manual JSON/MD ingestion.
 - **02.1. Link Health Check:** [**Intelligent Link Cleaner & Dedup**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/intelligent_link_cleaner.yml) — Perpetual archive integrity engine.
 - **02.2. V2 Health Monitor:** [**V2 Health Monitor**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_health.yml) — Weekly archive network validation.
@@ -1017,7 +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.
@@ -1083,3 +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/curation_sources.yaml

@@ -31,6 +31,16 @@ sources:
       - "NotebookLM"       # Official NotebookLM
       - "LangChainAI"      # Agentic frameworks
       - "llama_index"      # RAG & Agents
+      - "modelcontextpc"   # MCP Community / Protocol Updates
+      - "AlexAlbert_"      # Anthropic DevRel/MCP Specialist
+      - "swyx"             # AI Engineering & Agent Systems Expert
+      - "google-antigravity" # Google Antigravity Agentic SDK Org
+      - "GoogleDevs"       # Google Developers (for SDK and API announcements)
+    feeds:
+      - "https://www.anthropic.com/news/feed"
+      - "https://openai.com/news/feed"
+      - "https://blog.google/technology/developer/rss/"
+      - "https://blog.google/technology/ai/rss/"
 
   - topic: "Developer Productivity & AI Agents"
     accounts:
@@ -40,6 +50,10 @@ sources:
       - "midudev"          # Web Dev & AI Content Creator
       - "natfriedman"      # AI Expert (Former GitHub CEO)
       - "karpathy"         # AI Expert (Andrej Karpathy)
+    feeds:
+      - "https://github.blog/feed/"
+      - "https://github.blog/category/engineering/feed/"
+      - "https://cursor.sh/blog/rss"
 
   - topic: "Data & Big Data"
     accounts:

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: |
-    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.
+  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
@@ -282251,8 +282269,9 @@ https://www.youtube.com/@googlecloudtech:
   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.
+  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
@@ -282262,8 +282281,9 @@ https://www.youtube.com/@GoogleGemini:
   v2_locations:
   - index.md
 https://www.youtube.com/@googledeepmind:
-  content_hash: ""
-  description: Official channel for Google DeepMind, showcasing research and breakthroughs in artificial intelligence.
+  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
@@ -282273,8 +282293,9 @@ https://www.youtube.com/@googledeepmind:
   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.
+  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
@@ -282284,8 +282305,9 @@ https://www.youtube.com/@anthropic-ai:
   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.
+  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
@@ -282295,8 +282317,9 @@ https://www.youtube.com/@Microsoft.Copilot:
   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.
+  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
@@ -282306,8 +282329,9 @@ https://www.youtube.com/OpenAI:
   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.
+  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
@@ -282316,6 +282340,18 @@ https://www.youtube.com/@aiatmeta:
   - 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
@@ -289074,3 +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/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 +178,288 @@ 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 {
+  flex: 1;
+  max-width: 280px;
+  min-width: 200px;
+  border: 1px solid rgba(255, 255, 255, 0.08);
+  border-radius: 16px;
+  padding: 24px 16px;
+  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: 100px;
+  height: 100px;
+  object-fit: contain;
+  margin-bottom: 12px;
+  transition: transform 0.25s cubic-bezier(0.4, 0, 0.2, 1), filter 0.25s ease;
+}
+
+.hero-badge-card:hover {
+  transform: translateY(-4px);
+}
+
+.hero-badge-card:hover img {
+  transform: scale(1.15);
+  filter: brightness(1.25);
+}
+
+/* Modifiers for custom theme accents */
+.hero-badge-card--cyan {
+  border-color: rgba(34, 211, 238, 0.15);
+  background: rgba(34, 211, 238, 0.015);
+}
+.hero-badge-card--cyan:hover {
+  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--purple {
+  border-color: rgba(139, 92, 246, 0.15);
+  background: rgba(139, 92, 246, 0.015);
+}
+.hero-badge-card--purple:hover {
+  background: rgba(139, 92, 246, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(139, 92, 246, 0.15);
+  border-color: #a78bfa !important;
+}
+
+.hero-badge-card--pink {
+  border-color: rgba(236, 72, 153, 0.15);
+  background: rgba(236, 72, 153, 0.015);
+}
+.hero-badge-card--pink:hover {
+  background: rgba(236, 72, 153, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(236, 72, 153, 0.15);
+  border-color: #f472b6 !important;
+}
+
+.hero-badge-card--teal {
+  border-color: rgba(20, 184, 166, 0.15);
+  background: rgba(20, 184, 166, 0.015);
+}
+.hero-badge-card--teal:hover {
+  background: rgba(20, 184, 166, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(20, 184, 166, 0.15);
+  border-color: #2dd4bf !important;
+}
+
+.hero-badge-title {
+  font-weight: bold;
+  font-size: 0.95rem;
+  color: var(--md-primary-fg-color);
+}
+
+.hero-badge-subtitle {
+  font-size: 0.78rem;
+  color: var(--md-primary-fg-color--dark);
+  margin-top: 4px;
+}
+
+/* Hero Showcase Image wrapper (4 cars in a container) */
+.hero-showcase-wrapper {
+  margin: 24px auto;
+  max-width: 1100px; /* Increased from 650px to make it responsive and as large as possible */
+  width: 100%;
+  border-radius: 16px;
+  overflow: hidden;
+  border: 1px solid rgba(255, 255, 255, 0.08);
+  background: rgba(255, 255, 255, 0.015);
+  box-shadow: 0 4px 15px rgba(0, 0, 0, 0.2);
+  transition: all 0.35s cubic-bezier(0.4, 0, 0.2, 1);
+  position: relative;
+  display: block;
+}
+
+[data-md-color-scheme="slate"] .hero-showcase-wrapper {
+  border-color: rgba(34, 211, 238, 0.1);
+  box-shadow: 0 4px 20px rgba(0, 0, 0, 0.5);
+}
+
+.hero-showcase-link {
+  display: block;
+  text-decoration: none;
+  color: inherit;
+  position: relative;
+}
+
+.hero-showcase-image {
+  width: 100% !important;
+  display: block;
+  object-fit: cover;
+  transition: transform 0.4s cubic-bezier(0.4, 0, 0.2, 1), filter 0.4s ease;
+  margin: 0 !important;
+}
+
+.hero-showcase-footer {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding: 14px 20px;
+  background: rgba(9, 9, 11, 0.5);
+  backdrop-filter: blur(8px);
+  -webkit-backdrop-filter: blur(8px);
+  border-top: 1px solid rgba(255, 255, 255, 0.06);
+  gap: 16px;
+  flex-wrap: wrap;
+}
+
+[data-md-color-scheme="slate"] .hero-showcase-footer {
+  background: rgba(0, 0, 0, 0.6);
+}
+
+.hero-showcase-badge {
+  background: rgba(34, 211, 238, 0.1);
+  border: 1px solid rgba(34, 211, 238, 0.3);
+  color: var(--md-accent-fg-color);
+  font-size: 0.72rem;
+  font-weight: 700;
+  text-transform: uppercase;
+  padding: 4px 10px;
+  border-radius: 20px;
+  box-shadow: 0 2px 8px rgba(0, 0, 0, 0.3);
+  letter-spacing: 0.05em;
+  transition: all 0.3s ease;
+  white-space: nowrap;
+}
+
+.hero-showcase-caption {
+  font-size: 0.8rem;
+  color: var(--md-primary-fg-color--dark);
+  text-align: right;
+  flex: 1;
+  min-width: 250px;
+  line-height: 1.4;
+  transition: color 0.3s ease;
+}
+
+/* Hover effects */
+.hero-showcase-wrapper:hover {
+  transform: translateY(-4px);
+  border-color: var(--md-accent-fg-color);
+  box-shadow: 0 12px 30px rgba(34, 211, 238, 0.15);
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-image {
+  transform: scale(1.02); /* slightly reduced zoom to keep it elegant */
+  filter: brightness(1.05) contrast(1.02);
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-footer {
+  border-top-color: rgba(34, 211, 238, 0.3);
+  background: rgba(34, 211, 238, 0.02) !important;
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-badge {
+  background: var(--md-accent-fg-color);
+  color: #09090b;
+  box-shadow: 0 0 10px var(--md-accent-fg-color);
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-caption {
+  color: var(--md-primary-fg-color);
+}
+
+/* Clickable Quote Card */
+.quote-card-link {
+  display: block;
+  text-decoration: none !important;
+  color: inherit !important;
+  margin: 28px auto;
+  max-width: 1100px;
+  width: 100%;
+}
+
+.quote-card {
+  padding: 28px 36px;
+  border-radius: 14px;
+  border: 1px dashed rgba(34, 211, 238, 0.25);
+  background: rgba(34, 211, 238, 0.005);
+  position: relative;
+  transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
+  text-align: center;
+}
+
+[data-md-color-scheme="slate"] .quote-card {
+  background: rgba(34, 211, 238, 0.015);
+  backdrop-filter: blur(10px);
+  -webkit-backdrop-filter: blur(10px);
+  box-shadow: 0 4px 20px rgba(0, 0, 0, 0.3);
+}
+
+.quote-card::before {
+  content: '“';
+  position: absolute;
+  top: -10px;
+  left: 24px;
+  font-size: 4.5rem;
+  font-family: Georgia, serif;
+  color: rgba(34, 211, 238, 0.25);
+  line-height: 1;
+}
+
+.quote-card-text {
+  font-size: 1.15rem;
+  font-style: italic;
+  font-weight: 500;
+  line-height: 1.6;
+  margin-bottom: 10px;
+  color: var(--md-primary-fg-color);
+  transition: color 0.3s ease;
+}
+
+[data-md-color-scheme="slate"] .quote-card-text {
+  color: #e2e8f0;
+}
+
+.quote-card-author {
+  font-size: 0.85rem;
+  font-weight: 700;
+  text-transform: uppercase;
+  letter-spacing: 0.12em;
+  color: var(--md-accent-fg-color);
+  transition: text-shadow 0.3s ease;
+}
+
+/* Quote Hover effects */
+.quote-card-link:hover .quote-card {
+  transform: translateY(-2px);
+  border-style: solid;
+  border-color: var(--md-accent-fg-color);
+  background: rgba(34, 211, 238, 0.03) !important;
+  box-shadow: 0 8px 24px rgba(34, 211, 238, 0.18);
+}
+
+.quote-card-link:hover .quote-card-text {
+  color: #ffffff;
+  text-shadow: 0 0 10px rgba(255, 255, 255, 0.35);
+}
+
+.quote-card-link:hover .quote-card-author {
+  text-shadow: 0 0 8px rgba(34, 211, 238, 0.5);
+}
+

mkdocs-v1-archive.yml

@@ -1,5 +1,5 @@
 site_name: Nubenetes
-site_url: https://nubenetes.com/v1/
+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/
@@ -85,7 +85,7 @@ markdown_extensions:
   - abbr
   - def_list
 nav:
-  - "🚀 Try Nubenetes V2 (Elite Portal)": https://nubenetes.com/
+  - "🚀 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/v1/
+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/
@@ -99,7 +99,7 @@ markdown_extensions:
   - abbr
   - def_list
 nav:
-  - "🚀 Try Nubenetes V2 (Elite Portal)": https://nubenetes.com/
+  - "🚀 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
@@ -294,7 +294,7 @@ nav:
 copyright: 2026 <a href="https://twitter.com/nubenetes">Nubenetes</a>, <a href="https://nubenetes.com/about/">about</a>.
 extra:
   announce: >-
-    <b>🚀 New!</b> Discover the <a href="https://nubenetes.com/"><b>V2 Elite Portal</b></a> featuring the most premium resources and a renewed design.
+    <b>🚀 New!</b> Discover the <a href="https://nubenetes.com/v2/"><b>V2 Elite Portal</b></a> featuring the most premium resources and a renewed design.
   analytics:
     provider: google
     property: !ENV GOOGLE_ANALYTICS_KEY

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/agentic_curator.py

@@ -167,6 +167,12 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]:
                             "source_provenance": d["asset"].get("source_type", "Social"), "social_preview_url": d["rich_meta"].get("og_image", ""),
                             "category": primary_cat, "status": "online", "last_checked": datetime.now().timestamp(), **d["gh_meta"]
                         }
+                        if "youtube.com" in url or "youtu.be" in url:
+                            title_desc = f"{data['title']} {data['desc']}".lower()
+                            keywords = ["agent", "mcp", "terraform", "devops", "kubernetes", "sre", "mlops", "copilot", "gemini", "claude", "openai", "autogen", "crewai"]
+                            if any(k in title_desc for k in keywords):
+                                eval_data["is_featured_video"] = True
+                                eval_data["is_enriched"] = False
                         curator.inventory[norm_url] = eval_data
                         evaluations[url] = {"status": "INCLUDED", **eval_data}
                     else: evaluations[url] = {"status": "FILTERED"}

src/enrich_videos.py

@@ -39,7 +39,8 @@ async def enrich_video_entry(url: str, entry: dict):
     2. Identify the ACTUAL technical content based on the verified video metadata.
     3. Generate a high-density architectural summary (2-3 sentences) explaining its specific value for a 2026 Cloud Native context.
     4. DO NOT describe generic YouTube platform infrastructure unless the video is specifically about it.
-    5. Select the primary technology (e.g., Kubernetes, Vitess, Istio) and a category from: [Fundamentals and Documentaries, Architecture and Cloud Strategy, Networking and Service Mesh, Infrastructure as Code, Observability and Monitoring, AI and Future Operations, Security and Compliance].
+    5. Crossover AI Agents Detection: Pay special attention to AI Agents & MCP, and how they integrate with Cloud Native (e.g. SRE with AI Agents, Kubernetes with AI Agents, IaC with Terraform and AI, DevOps with AI, MLOps with AI). If the video covers these topics, reflect it in the technology field.
+    6. Select the primary technology (e.g., Kubernetes + AI Agents, IaC + Terraform + AI Agents, DevOps + AI Agents, SRE + AI Agents, MLOps + AI Agents, or standard core tech like Kubernetes, Istio) and a category from: [Fundamentals and Documentaries, Architecture and Cloud Strategy, Networking and Service Mesh, Infrastructure as Code, Observability and Monitoring, AI and Future Operations, Security and Compliance].
 
     Return ONLY a JSON object:
     {{

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/safety_guard.py

@@ -11,7 +11,7 @@ V1_DIR = "docs"
 V2_DIR = "v2-docs"
 SPECIAL_ASSETS_PATH = "data/special_assets.yaml"
 CURATION_SOURCES_PATH = "data/curation_sources.yaml"
-WORKFLOW_PATH = ".github/workflows/agentic_cron.yml"
+WORKFLOW_PATH = ".github/workflows/01.1.agentic_cron.yml"
 
 class SafetyGuard:
     def __init__(self):

src/sync_workflow_ui.py

@@ -4,7 +4,7 @@ import re
 from src.logger import log_event
 
 CURATION_SOURCES_PATH = "data/curation_sources.yaml"
-WORKFLOW_PATH = ".github/workflows/agentic_cron.yml"
+WORKFLOW_PATH = ".github/workflows/01.1.agentic_cron.yml"
 
 class WorkflowUISync:
     """

src/v2_optimizer.py

@@ -747,12 +747,54 @@ 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/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"
-            "[![container_with_cars](images/container_with_cars_v2.png)](https://www.cncf.io/certification/software-conformance) <br/>\n\n"
+            "<div class=\"hero-showcase-wrapper\">\n"
+            "  <a href=\"https://www.cncf.io/certification/software-conformance\" class=\"hero-showcase-link\">\n"
+            "    <img src=\"images/container_with_cars_v2.png\" alt=\"container_with_cars\" class=\"hero-showcase-image\" />\n"
+            "    <div class=\"hero-showcase-footer\">\n"
+            "      <span class=\"hero-showcase-badge\">CNCF Conformance</span>\n"
+            "      <span class=\"hero-showcase-caption\">Standardized conformance guarantees seamless workload portability across the Cloud Native landscape.</span>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "</div>\n"
             "</center>\n\n"
+            "<div class=\"quote-card-container\">\n"
+            "  <a href=\"https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson\" class=\"quote-card-link\">\n"
+            "    <div class=\"quote-card\">\n"
+            "      <div class=\"quote-card-text\">\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\"</div>\n"
+            "      <div class=\"quote-card-author\">Horatio Nelson Jackson</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "</div>\n\n"
+            "<div style=\"display: flex; justify-content: center; gap: 24px; margin: 16px 0; flex-wrap: wrap;\">\n"
+            "  <a href=\"./kubernetes.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--cyan\">\n"
+            "      <img src=\"images/kubernetes_logo.png\" alt=\"Kubernetes\"/>\n"
+            "      <div class=\"hero-badge-title\">Ecosystem Core</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Explore Kubernetes</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "  <a href=\"./ai-agents-mcp.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--purple\">\n"
+            "      <img src=\"images/ai_agents_logo.png\" alt=\"AI & MCP Agents\"/>\n"
+            "      <div class=\"hero-badge-title\">AI & MCP Agents</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Agentic Ecosystem</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "  <a href=\"./videos/index.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--pink\">\n"
+            "      <img src=\"images/video_hub_logo.png\" alt=\"Agentic Video Hub\"/>\n"
+            "      <div class=\"hero-badge-title\">Agentic Video Hub</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Architect Video Library</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "  <a href=\"./introduction.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--teal\">\n"
+            "      <img src=\"images/hero-car.png\" alt=\"Nubenetes Car\"/>\n"
+            "      <div class=\"hero-badge-title\">Get Started</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Introduction Guide</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "</div>\n\n"
             "!!! abstract \"The High-Density Vision\"\n"
             "    The V2 Edition is a curated, high-density version of the Nubenetes archive. Using **Agentic AI Orchestration**, "
             "the system selects only the most relevant, stable, and impactful resources for the modern Cloud Native ecosystem (2026 and beyond).\n\n"
@@ -760,7 +802,7 @@ class V2VisionEngine:
             f"<center markdown=\"1\">\n{mosaic_html}\n</center>\n\n"
             f"{pulse_md}\n\n"
             "## Strategic Dimensions\n"
-            "- **[🎥 Agentic Video Hub (Architectural Summary)](./videos.md)**\n\n"
+            "- **[🎥 Agentic Video Hub (Architectural Summary)](./videos/index.md)**\n\n"
         )
         
         # Group by dimension for index
@@ -867,9 +909,14 @@ 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"
+                "  - \"Agentic Video Hub\":",
+                "      - videos/index.md",
+                "      - \"AI Agents and MCP\": videos/ai-agents.md",
+                "      - \"DevOps, IaC, and SRE\": videos/devops-iac.md",
+                "      - \"Cloud Native Core\": videos/cloud-native.md",
+                "      - \"Fundamentals\": videos/fundamentals.md"
             ]
             
             # Group files by dimension

src/v2_video_portal.py

@@ -3,7 +3,20 @@ import os
 import re
 
 INVENTORY_PATH = "data/inventory.yaml"
-V2_VIDEOS_PATH = "v2-docs/videos.md"
+VIDEOS_DIR = "v2-docs/videos"
+
+def get_target_file(category, technology):
+    cat_lower = category.lower()
+    tech_lower = technology.lower()
+    
+    if "agent" in tech_lower or "mcp" in tech_lower or "ai and future operations" in cat_lower:
+        return "ai-agents.md", "AI Agents and MCP"
+    elif "infrastructure as code" in cat_lower or "security" in cat_lower or "observability" in cat_lower or "monitoring" in cat_lower or "devops" in tech_lower or "iac" in tech_lower or "sre" in tech_lower:
+        return "devops-iac.md", "DevOps, IaC, and SRE"
+    elif "fundamentals" in cat_lower:
+        return "fundamentals.md", "Fundamentals"
+    else:
+        return "cloud-native.md", "Cloud Native Core"
 
 def generate_v2_videos():
     if not os.path.exists(INVENTORY_PATH):
@@ -29,72 +42,150 @@ 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)))
+    # Delete old videos.md if it exists
+    old_videos_file = "v2-docs/videos.md"
+    if os.path.exists(old_videos_file):
+        os.remove(old_videos_file)
+        print(f"Removed legacy {old_videos_file}")
 
+    os.makedirs(VIDEOS_DIR, exist_ok=True)
+
+    # Helper functions
     def clean_header(text):
-        # MANDATE 30: No ampersands, no special characters
-        # Also remove the numeric prefix for the final display
         t = re.sub(r'^\d+\.\s*', '', text)
         t = t.replace("&", "and")
-        t = t.replace("(", "").replace(")", "")
-        return t
+        t = re.sub(r'[^a-zA-Z0-9\s-]', ' ', t)
+        t = re.sub(r'\s+', ' ', t)
+        return t.strip()
 
     def get_slug(text):
-        # Slug should include the numeric prefix to be unique and match TOC
-        t = text.replace("&", "and").replace("(", "").replace(")", "")
-        return t.lower().strip().replace(" ", "-").replace("/", "-").replace(".", "")
+        t = clean_header(text).lower()
+        t = re.sub(r'[^a-z0-9\s-]', '', t)
+        t = re.sub(r'[\s-]+', '-', t)
+        return t.strip('-')
 
-    content = [
-        "# 🎥 Nubenetes Elite Video Hub",
+    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
+
+    # Group videos by target file
+    themed_videos = {}
+    for v in featured_videos:
+        filename, title = get_target_file(v["category"], v["technology"])
+        if filename not in themed_videos:
+            themed_videos[filename] = {"title": title, "videos": []}
+        themed_videos[filename]["videos"].append(v)
+
+    # Generate each themed MD file
+    for filename, theme_info in themed_videos.items():
+        theme_title = theme_info["title"]
+        videos = theme_info["videos"]
+        videos.sort(key=lambda x: x.get("video_order", 999))
+
+        content = [
+            f"# 🎥 {theme_title}",
+            "",
+            f"Welcome to the **{theme_title}** section of the V2 Video Hub. Explore curated high-density videos with architectural summaries.",
+            "",
+            "## Table of Contents",
+            ""
+        ]
+
+        # Group by Technology for TOC
+        techs = []
+        for v in videos:
+            tech = v.get("technology", "Cloud Native")
+            if tech not in techs:
+                techs.append(tech)
+
+        for idx, tech in enumerate(techs, 1):
+            clean_tech = clean_header(tech)
+            slug = get_slug(tech)
+            content.append(f"{idx}. [{clean_tech}](#{slug})")
+
+        content.append("")
+
+        # Render Grouped Videos
+        grouped_by_tech = {}
+        for v in videos:
+            tech = v.get("technology", "Cloud Native")
+            if tech not in grouped_by_tech:
+                grouped_by_tech[tech] = []
+            grouped_by_tech[tech].append(v)
+
+        for tech in techs:
+            clean_tech = clean_header(tech)
+            content.append(f"## {clean_tech}")
+            content.append("")
+
+            for v in grouped_by_tech[tech]:
+                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 ""
+
+                content.append(f"??? note \"🎬 {v['title']}{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("")
+
+        filepath = os.path.join(VIDEOS_DIR, filename)
+        with open(filepath, "w") as f:
+            f.write("\n".join(content))
+        print(f"Generated {filepath} with {len(videos)} videos.")
+
+    # Generate Overview page
+    overview_content = [
+        "# 🎥 Agentic Video Hub",
         "",
-        "Welcome to the **Agentic Video Hub**. This section presents a logical, architectural journey through the Cloud Native landscape, from foundational documentaries to advanced AI operations.",
+        "Welcome to the **Nubenetes Elite Video Hub**. Discover highly-curated architectural video resources organized into logical learning paths:",
         "",
-        "## Table of Contents",
+        "### Learning Dimensions",
+        "- 🤖 [**AI Agents and MCP**](./ai-agents.md) — Dive into agentic architectures, tool integration, and Model Context Protocol setups.",
+        "- 🛠️ [**DevOps, IaC, and SRE**](./devops-iac.md) — Platform engineering, infrastructure automation with Terraform, SRE, and compliance workflows utilizing AI assistants.",
+        "- ☁️ [**Cloud Native Core**](./cloud-native.md) — Architectural strategies, Kubernetes operations, networking, and MLOps platforms.",
+        "- 🏁 [**Fundamentals**](./fundamentals.md) — Documentaries, foundational cloud native concepts, and core Strategy tutorials.",
         ""
     ]
+    with open(os.path.join(VIDEOS_DIR, "index.md"), "w") as f:
+        f.write("\n".join(overview_content))
+    print(f"Generated {VIDEOS_DIR}/index.md")
 
-    categories = sorted(list(set(v["category"] for v in featured_videos)))
-    for idx, cat in enumerate(categories, 1):
-        clean_cat = clean_header(cat)
-        slug = get_slug(cat)
-        content.append(f"{idx}. [{clean_cat}](#{slug})")
+    # Update MkDocs Nav
+    update_mkdocs_nav()
 
-    content.append("")
+def update_mkdocs_nav():
+    mkdocs_path = "v2-mkdocs.yml"
+    if not os.path.exists(mkdocs_path):
+        return
+    with open(mkdocs_path, "r") as f:
+        content = f.read()
 
-    for cat in categories:
-        clean_cat = clean_header(cat)
-        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.sort(key=lambda x: x.get("video_order", 999))
+    # Match exact entry and replace with nested list
+    old_entry = '- "Agentic Video Hub": videos.md'
+    new_entry = """- "Agentic Video Hub":
+      - "Overview": videos/index.md
+      - "AI Agents and MCP": videos/ai-agents.md
+      - "DevOps, IaC, and SRE": videos/devops-iac.md
+      - "Cloud Native Core": videos/cloud-native.md
+      - "Fundamentals": videos/fundamentals.md"""
 
-        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        ")
-            
-            # 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("")
-
-    with open(V2_VIDEOS_PATH, "w") as f:
-        f.write("\n".join(content))
-
-    print(f"✅ Generated {V2_VIDEOS_PATH} with {len(featured_videos)} videos.")
+    if old_entry in content:
+        content = content.replace(old_entry, new_entry)
+        with open(mkdocs_path, "w") as f:
+            f.write(content)
+        print("Updated v2-mkdocs.yml navigation.")
+    else:
+        print("v2-mkdocs.yml navigation is already updated or entry not found.")
 
 if __name__ == "__main__":
     generate_v2_videos()

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:** [Visual Studio](./visual-studio.md) | [Python](./python.md) | [Dotnet](./dotnet.md)
 

v2-docs/GoogleCloudPlatform.md

@@ -5,7 +5,6 @@
 
 ## 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>
   - [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)
@@ -13,6 +12,7 @@
   - [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>
@@ -96,5 +96,5 @@
 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:** [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Azure](./azure.md)
 

v2-docs/about.md

@@ -5,22 +5,22 @@
 
 ## 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>
   - [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>
+  - [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>
+  - [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>
   - [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>
+  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <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>
+  - [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>
+  - [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>
   - [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>
@@ -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:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.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>
@@ -364,5 +364,5 @@ Live Grounding: Aggregates verified integrations linking AI models to tools like
   - **(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:** [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)
+💡 **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md)
 

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:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/ansible.md

@@ -57,12 +57,6 @@
   - [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>
-  - [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>
   - [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 +128,11 @@
   - [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 +154,8 @@
   - [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>
@@ -172,12 +170,14 @@
   - [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>
   - [medium.com: Test driven Development with Ansible using Molecule](https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecule-3386cef987ac)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [tomsitcafe.com: How to test Ansible code with Molecule](https://tomsitcafe.com/2023/04/27/how-to-test-ansible-code-with-molecule)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ansiblefordevops.com](https://www.ansiblefordevops.com)  <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>
   - [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) <span class='md-tag md-tag--info'>⭐ 645</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [galaxy.ansible.com](https://galaxy.ansible.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [galaxy.ansible.com/geerlingguy](https://galaxy.ansible.com/geerlingguy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -185,6 +185,7 @@
   - [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>
+  - [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>
   - [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>
@@ -201,7 +202,28 @@
   - [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.
+## 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.
+## 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) | [Securityascode](./securityascode.md)
 

v2-docs/api.md

@@ -25,10 +25,6 @@
   - [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>
   - [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>
@@ -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>
@@ -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:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/appointment-scheduling.md

@@ -22,5 +22,5 @@
 
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.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:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-backup.md

@@ -7,7 +7,6 @@
 
   - [Quantum Taps AWS for Cloud-Powered Disaster Recovery](http://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Migrating On Premise VM to AWS | VM Import/Export | Create EC2 instance based on on-premises server](https://www.youtube.com/watch?v=buzusNljpy4&feature=youtu.be)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Design for failure lessons learnt from the Sydney AWS outage](https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Chaos Monkey](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) <span class='md-tag md-tag--info'>⭐ 7984</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [Udemy - AWS: How to Architect with a Design for Failure Approach](https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -17,6 +16,7 @@
   - [dev.to: Best way to Automate AWS EBS Snapshots (without scripts)](https://dev.to/aws-builders/how-to-automate-aws-ebs-snapshots-54og)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Quick Restoration through Replacing the Root Volumes of Amazon EC2 instances](https://aws.amazon.com/blogs/compute/quick-restoration-through-replacing-the-root-volumes-of-amazon-ec2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Backup Service](https://aws.amazon.com/backup)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automate and centrally manage data protection for Amazon S3 with AWS Backup](https://aws.amazon.com/blogs/storage/automate-and-centrally-manage-data-protection-for-amazon-s3-with-aws-backup)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Preview – AWS Backup Adds Support for Amazon S3](https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Disaster Recovery with AWS Managed Services, Part I: Single Region](https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-i-single-region)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -27,5 +27,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-containers.md

@@ -10,16 +10,16 @@
   - [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>
   - [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference' Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [A Better Dev/Test Experience: Docker and AWS](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment)  <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>
   - [aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) <span class='md-tag md-tag--info'>⭐ 2704</span>  <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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-databases.md

@@ -8,8 +8,8 @@
   - [Why Support of PostgreSQL 9.5 by Amazon RDS is Such Great News](http://blog.rubyroidlabs.com/2016/04/postgresql-9-5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Creating a DB Instance Running the Oracle Database Engine](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Creating an AWS Schema Conversion Tool Project](http://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Cloud Infrastructure
 
@@ -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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-devops.md

@@ -77,5 +77,5 @@ 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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-miscellaneous.md

@@ -21,7 +21,6 @@
   - [sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define](https://sst.dev/blog/moving-away-from-cdk)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Cloud Endure Migration](https://aws.amazon.com/application-migration-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid](http://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Elastic Beanstalk Supports Application Load Balancer](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -54,6 +53,7 @@
   - [faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts](https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8168589ba579)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [London DevOps - Trainline, A DevOps Journey - Chris Turvil](https://www.youtube.com/watch?v=IUvUmqu1MBQ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com: Creating a digital map of COVID-19 virus for discovery of' new treatment compounds](https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-discovery-of-new-treatment-compounds)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS LightSail](https://aws.amazon.com/lightsail)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com: Optimize your modern data architecture for sustainability:' Part 1 – data ingestion and data lake](https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -62,5 +62,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-networking.md

@@ -59,5 +59,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-security.md

@@ -28,10 +28,6 @@
   - [How to Reduce Security Threats and Operating Costs Using AWS WAF and Amazon CloudFront](http://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS WAF sample rules](https://github.com/amazon-archives/aws-waf-sample) <span class='md-tag md-tag--info'>⭐ 511</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [k21academy.com: AWS Secrets Manager](https://k21academy.com/aws-cloud/aws-secrets-manager)  <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>
-  - [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS Control Tower](https://aws.amazon.com/controltower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Security](https://aws.amazon.com/security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Security docs](https://docs.aws.amazon.com/security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4#.qyixu5mu3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -82,6 +78,9 @@
   - [jimmydqv.com: AWS IAM Anywhere 🌟](https://jimmydqv.com/iam-anywhere)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Simplifying permissions management at scale using tags in AWS Organizations](https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach](https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AWS Control Tower](https://aws.amazon.com/controltower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com: Automate AWS Control Tower landing zone operations using' APIs](https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zone-operations-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [doit-intl.com: AWS Firewalls 101: How and when to use each one](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty](https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -90,6 +89,7 @@
   - [medium: Protecting your Web Application or APIs using AWS WAF](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [faun.pub: Set up global rate limiting with AWS WAF in 5 minutes](https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: AWS WAF (Web Application Firewall): Deep Dive](https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd)  <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>
   - [How to replicate secrets in AWS Secrets Manager to multiple Regions](https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Secrets Manager controller POC: an EKS operator for automatic rotation' of secrets](https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start](https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-f7ec998c58fc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-storage.md

@@ -59,5 +59,5 @@
 *   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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-tools-scripts.md

@@ -5,16 +5,15 @@
 
 ## 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>
   - [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>
+  - [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>
   - [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>
   - [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>
   - [dev.to: How to Copy a Security Group with Rules from one AWS Account to' Another account](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws) <span class='md-tag md-tag--info'>⭐ 274</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -22,6 +21,7 @@
   - [github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on' AWS boto3 for manage ec2 and s3 buckets](https://github.com/Levi-Michael/boto3-ec2-s3-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/cavaliercoder/vpc-free](https://github.com/cavaliercoder/vpc-free) <span class='md-tag md-tag--info'>⭐ 60</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [OpenSource at AWS](https://aws.github.io)  <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>
   - [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) <span class='md-tag md-tag--info'>⭐ 475</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [willdady/aws-resource-based-policy-collector: AWS resource-based policy' collector](https://github.com/willdady/aws-resource-based-policy-collector) <span class='md-tag md-tag--info'>⭐ 24</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -72,5 +72,5 @@
   - [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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-training.md

@@ -30,8 +30,8 @@
 
   - **(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]
+  - [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]
   - [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.
   - [aws.amazon.com: First AWS Certification Study Guide Now Available](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Historically notable launch announcement of the first official AWS-authored certification study guide. While structurally important, newer cloud paradigms limit its relevance for current exams.
 #### AWS Professional
@@ -57,5 +57,5 @@
   - **(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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws.md

@@ -30,17 +30,12 @@
   - [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>
+  - [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>
   - [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>
+  - [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>
   - [AWS Marketplace](https://aws.amazon.com/marketplace)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws) <span class='md-tag md-tag--info'>⭐ 36416</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [AWS Ramp-Up Guides](https://aws.amazon.com/es/training/ramp-up-guides)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -71,6 +66,7 @@
   - [freecodecamp.org/news/tag/aws](https://www.freecodecamp.org/news/tag/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds](https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder](https://medium.com/gargee-bhatnagar/how-to-create-a-custom-ami-with-image-pipeline-and-automate-its-creation-using-ec2-image-builder-7e194e39c8e9)  <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>
   - [medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟](https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [awstip.com: How to list all resources in your AWS account](https://awstip.com/how-to-list-all-resources-in-your-aws-account-c3f18061f71b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Building highly resilient applications with on-premises interdependencies using AWS Local Zones](https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -79,6 +75,7 @@
   - [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>
@@ -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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/azure.md

@@ -5,7 +5,6 @@
 
 ## 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>
@@ -46,6 +45,7 @@
   - [Azure Load Testing](https://azure.microsoft.com/en-us/en-gb/products/load-testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azure.microsoft.com: Microsoft Azure Load Testing is now generally available](https://azure.microsoft.com/en-us/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) <span class='md-tag md-tag--info'>⭐ 4823</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [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>
   - [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>
   - [azure.microsoft.com: Azure Quickstart Templates](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techcommunity.microsoft.com: ARM Template Specs now GA!](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-template-specs-now-ga/2402618)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -120,23 +120,6 @@
   - [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>
-  - [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>
   - [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>
@@ -185,6 +168,7 @@
   - [Azure Cloud Adoption Framework: Platform Landing Zone Implementation Options](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/landing-zone/implementation-options)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: What is the Microsoft Cloud Adoption Framework for' Azure?](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linkedin.com: The Ultimate Guide to Azure Cloud Adoption Framework Lifecycle](https://www.linkedin.com/pulse/ultimate-guide-azure-cloud-adoption-framework-gregor-wohlfarter-hb4sf)  <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>
   - [learn.microsoft.com: Azure Well-Architected Framework](https://learn.microsoft.com/en-us/azure/well-architected)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azure.github.io: Azure Proactive Resiliency Library (APRL)](https://azure.github.io/Azure-Proactive-Resiliency-Library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Azure Well-Architected Framework perspective on Azure' App Service (Web Apps)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/app-service-web-apps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -192,7 +176,11 @@
   - [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>
+  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <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>
+  - [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>
   - [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>
   - [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -201,7 +189,9 @@
   - [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>
@@ -220,12 +210,15 @@
   - [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/Azure-Samples/azure-load-testing-samples 🌟](https://github.com/Azure-Samples/azure-load-testing-samples) <span class='md-tag md-tag--info'>⭐ 27</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Deploying Microsoft’s New Linux Distribution as a VM is' Not Easy](https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-not-easy)  <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>
   - [mattfeltonma/azure-networking-patterns](https://github.com/mattfeltonma/azure-networking-patterns) <span class='md-tag md-tag--info'>⭐ 163</span>  <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>
   - [Export Terraform Code from the Azure Portal](https://mattias.engineer/blog/2025/azure-portal-export-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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 +253,7 @@
   - [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>
@@ -283,10 +277,12 @@
   - [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>
   - [DevOpsKit-docs](https://github.com/azsk/DevOpsKit-docs) <span class='md-tag md-tag--info'>⭐ 498</span>  <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>
   - [learn.microsoft.com: Environment variables and app settings in Azure App' Service](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Configure a custom container for Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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>
@@ -296,7 +292,9 @@
   - [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>
+  - [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>
   - [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>
   - [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -371,6 +369,7 @@
   - [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>
@@ -403,6 +402,7 @@
   - [github.com/BrianCollet/onboard-automator](https://github.com/BrianCollet/onboard-automator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/nicolgit/azure-firewall-mon: az-firewall-mon](https://github.com/nicolgit/azure-firewall-mon) <span class='md-tag md-tag--info'>⭐ 89</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link)  <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>
 
 ## Agentic Engineering
 
@@ -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
@@ -517,7 +527,12 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 #### Network Protection
 
   - [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.
+### Secrets Management
+
+#### Cloud Integrations
+
+  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Evaluates four approaches to integrate Azure Key Vault secrets within AKS environments. Weighs security architectures including Azure Workload Identity and the Secrets Store CSI driver.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/caching.md

@@ -23,15 +23,15 @@
   - [Nginx: a caching, thumbnailing, reverse proxying image server? 🌟](http://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-image-server-)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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>
   - [medium.com/rtkal: Distributed Cache Design](https://medium.com/rtkal/distributed-cache-design-348cbe334df1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [surfingcomplexity.blog: Cache invalidation really is one of the hardest' problems in computer science](https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-the-hardest-things-in-computer-science)  <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>
   - [Dzone: Getting Started with Infinispan](https://dzone.com/refcardz/getting-started-infinispan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Data Grid Overview](https://developers.redhat.com/products/datagrid/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Data Grid](https://www.redhat.com/en/technologies/jboss-middleware/data-grid)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -58,7 +58,7 @@
 
 #### Caching
 
-  - [Redis](https://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
+  - [Redis](http://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
 ## Networking
 
 ### Load Balancing
@@ -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:** [Servicemesh](./servicemesh.md) | [Istio](./istio.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) | [Scaffolding](./scaffolding.md) | [Developerportals](./developerportals.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)
@@ -113,7 +106,7 @@
   - [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
 
@@ -125,5 +118,5 @@
   - **(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)
+💡 **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [AI](./ai.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>
+  - [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>
+  - [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>
   - [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>
@@ -67,7 +64,6 @@
   - [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intellipaat.com: AWS Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/amazon-web-services-aws-tutorial/aws-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet)  <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>
   - [awsgeek.com/Amazon-S3](http://www.awsgeek.com/Amazon-S3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The Google Cloud Developer's Cheat Sheet 🌟](https://github.com/priyankavergadia/google-cloud-4-words) <span class='md-tag md-tag--info'>⭐ 8221</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones](https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -137,6 +133,7 @@
   - [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 +170,7 @@
   - [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>
@@ -183,6 +181,7 @@
   - [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>
@@ -238,6 +237,7 @@
   - [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 +257,13 @@
   - **(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 +278,13 @@
 #### 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 +317,5 @@
   - [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:** [Kubernetes](./kubernetes.md) | [Demos](./demos.md) | [Matrix Table](./matrix-table.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) | [Securityascode](./securityascode.md)
 

v2-docs/cicd-kubernetes-plugins.md

@@ -27,5 +27,5 @@
   - [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:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
 

v2-docs/cicd.md

@@ -5,7 +5,7 @@
 
 ## 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>
   - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <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>
@@ -31,13 +31,13 @@
   - [guru99.com: CI/CD Pipeline: Learn with Example 🌟🌟🌟](https://www.guru99.com/ci-cd-pipeline.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone.com: How To Build an Effective CI/CD Pipeline](https://dzone.com/articles/how-to-build-an-effective-cicd-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hart-michael.medium.com: Why You Need Continuous Deployment](https://hart-michael.medium.com/why-you-need-continuous-deployment-93d7b5936523)  <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>
   - [dzone.com: An Overview of CI/CD Pipelines With Kubernetes](https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betanews.com: Overcoming observability challenges in the CI/CD Pipeline](https://betanews.com/2022/01/26/overcoming-observability-challenges)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager — part 2](https://medium.com/@denniszielke/continuous-kubernetes-blue-green-deployments-on-azure-using-nginx-appgateway-or-trafficmanager-4490bce29cb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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>
@@ -108,6 +108,7 @@
 
 #### Theory
 
+  - **(2024)** [**harness.io: Progressive Delivery: Everything You Need to Know**](https://www.harness.io/blog) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A masterclass resource explaining the evolutionary shift from standard continuous delivery to progressive delivery. Explains integration of automated canary releases with advanced deployment patterns, metrics monitoring, and developer self-service.
   - **(2024)** [**split.io: Progressive Delivery**](https://www.harness.io/harness-devops-academy/progressive-delivery?utm_campaign=fme&utm_source=split_io&utm_medium=redirect&utm_content=individual) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive guide hosted by Harness (following Split.io's integration) that breaks down the mechanics of Progressive Delivery, combining canary deployments, feature flags, and automated rollbacks. Outlines how to mitigate blast radius and leverage real-time observability.
 ## Infrastructure
 
@@ -132,9 +133,9 @@
 
 #### 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.
   - [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.
   - [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 +176,8 @@
 
 ##### 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 +197,8 @@
 #### 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.
@@ -243,14 +244,14 @@
 
 ##### 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
 
-  - [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An ultra-lightweight, developer-friendly Platform-as-a-Service (PaaS) built on top of Kubernetes. Focuses on minimizing the friction of infrastructure management by automating container packaging, ingress configuration, and SSL provisioning for rapid app deployments.
   - [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic' uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An open-source, enterprise-grade Kubernetes dashboard and application management suite designed to abstract Kubernetes complexity. Combines CI/CD capabilities, security auditing, multi-cluster GitOps orchestration, and centralized logs into a unified, highly intuitive control plane.
+  - [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An ultra-lightweight, developer-friendly Platform-as-a-Service (PaaS) built on top of Kubernetes. Focuses on minimizing the friction of infrastructure management by automating container packaging, ingress configuration, and SSL provisioning for rapid app deployments.
 ### Kubernetes Native CI-CD (1)
 
 #### Best Practices
@@ -364,5 +365,5 @@
   - [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:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [Jenkins](./jenkins.md)
 

v2-docs/cloud-arch-diagrams.md

@@ -5,6 +5,7 @@
 
 ## 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>
   - [diagrams.net](https://www.drawio.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [acloudguru.com: The top cloud diagramming tools, ranked](https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: 6 architectural diagramming tools for cloud infrastructure](https://www.redhat.com/en/blog/diagramming-tools-cloud-infrastructure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -12,15 +13,18 @@
   - [redhat.com: Design professional enterprise architecture diagrams with this open source tool (diagrams.net)](https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Architecture Icons](https://learn.microsoft.com/en-us/azure/architecture/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/kubernetes: Kubernetes Icons Set](https://github.com/kubernetes/community/tree/main/icons) <span class='md-tag md-tag--info'>⭐ 12866</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [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>
   - [cloudcraft.co](https://www.cloudcraft.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [diagrams.net: Use Cloudcraft to export your AWS architecture to a .drawio diagram](https://www.drawio.com/blog/drawio-aws-cloudcraft)
   - [draw.io](https://app.diagrams.net)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [CloudMapper (OSS)](https://duo.com/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Lucidchart](https://www.lucidchart.com/pages)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [==Lucidscale: Import your architecture==](https://lucid.co/lucidscale) Lucidscale is the cloud visualization solution that helps organizations see and understand their cloud environment.
   - [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>
+  - [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>
+  - [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>
+  - [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>
+  - [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>
   - [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>
@@ -36,15 +40,11 @@
   - [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>
-  - [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>
   - [hava.io](https://www.hava.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infviz.io](https://infviz.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Account Cloud9 Visualizer](https://github.com/wongcyrus/aws-account-cloud9-visualizer)  <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:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/cloud-asset-inventory.md

@@ -44,8 +44,8 @@
 
 #### Infrastructure-as-Code
 
-  - [cloudquery.io: Cloud Query: The open-source cloud asset inventory powered' by SQL](https://www.cloudquery.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An open-source cloud asset inventory tool that transforms infrastructure metadata into queryable SQL databases. By decoupling extraction (APIs) from storage (PostgreSQL, ClickHouse), it enables security and platform teams to perform advanced compliance auditing, cost optimization, and drift detection.
   - [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.
+  - [cloudquery.io: Cloud Query: The open-source cloud asset inventory powered' by SQL](https://www.cloudquery.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An open-source cloud asset inventory tool that transforms infrastructure metadata into queryable SQL databases. By decoupling extraction (APIs) from storage (PostgreSQL, ClickHouse), it enables security and platform teams to perform advanced compliance auditing, cost optimization, and drift detection.
 #### Observability
 
   - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A hands-on deployment guide detailing how to build a unified cloud-native asset inventory. It guides architects through configuring CloudQuery pipelines to extract multi-cloud metadata and visualize security posture and infrastructure footprint dynamically via Grafana dashboards.
@@ -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:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.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:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
 

v2-docs/container-managers.md

@@ -31,22 +31,21 @@
   - [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>
   - [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>
   - [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>
+  - [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>
   - [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>
+  - [cri-o.io](https://cri-o.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>
   - [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>
@@ -90,6 +89,7 @@
   - [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>
+  - [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>
 
 ## DevSecOps
 
@@ -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 Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.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) | [Securityascode](./securityascode.md)
 

v2-docs/crunchydata.md

@@ -5,8 +5,6 @@
 
 ## Standard Reference
 
-  - [blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [crunchydata blog: Deploying Active-Active PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/active-active-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -17,12 +15,14 @@
   - [info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](https://www.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](https://www.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -70,10 +70,17 @@
   - [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>
+  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  <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) | [NoSQL](./nosql.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:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/databases.md

@@ -5,6 +5,8 @@
 
 ## Standard Reference
 
+  - [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <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>
@@ -25,11 +27,9 @@
   - [percona.com: MySQL on Kubernetes with GitOps 🌟](https://www.percona.com/blog/mysql-on-kubernetes-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [tusacentral.com: MySQL on Kubernetes demystified](http://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes-demystified)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s](https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.flant.com: Comparing Kubernetes operators for PostgreSQL](https://palark.com/blog/comparing-kubernetes-operators-for-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly from Postgres](https://www.crunchydata.com/blog/generating-json-directly-from-postgres)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL](https://www.percona.com/blog/out-of-memory-killer-or-savior)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](https://www.crunchydata.com/blog/message-queuing-using-native-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [theregister.com: MySQL a 'pretty poor database' says departing Oracle engineer](https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.crunchydata.com: A Postgres Primer for Oracle DBAs](https://www.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -39,6 +39,8 @@
   - [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>
+  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <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>
   - [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>
@@ -58,7 +60,6 @@
   - [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [venturebeat.com: The rise of Kubernetes and its impact on enterprise databases](https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-enterprise-databases)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [vladmihalcea.com: Single-Primary Database Replication](https://vladmihalcea.com/single-primary-database-replication)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intellipaat.com: Difference between DBMS and RDBMS](https://intellipaat.com/blog/dbms-vs-rdbms-difference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL](https://betterprogramming.pub/multi-tenancy-support-with-spring-boot-liquibase-and-postgresql-d41942dc0639)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Kubernetes and Database Operators Drive the Data Revolution](https://thenewstack.io/how-kubernetes-and-database-operators-drive-the-data-revolution)  <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:** [Message Queue](./message-queue.md) | [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.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 +96,10 @@
   - [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>
-  - [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>
-  - [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>
+  - [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>
   - [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>
@@ -145,6 +110,7 @@
   - [swissarmydevops.com](https://swissarmydevops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Build a highly available Node.js application using Docker, NGINX' and AWS ELB](https://dev.to/sowmenappd/build-a-highly-available-node-js-application-using-docker-nginx-and-aws-elb-3cjp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example)  <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>
   - [dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS](https://dzone.com/articles/diy-devops-ci-and-cd-with-github-docker-and-a-vps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp 🌟](https://github.com/learning-cloud-native-go/myapp) <span class='md-tag md-tag--info'>⭐ 1092</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.stephane-robert.info: Ansible - Utiliser MySQL comme inventaire dynamique' (Use MySQL as a dynamic inventory)](https://blog.stephane-robert.info/post/ansible-utiliser-mysql-comme-inventaire-dynamique)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -176,6 +142,7 @@
   - [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 +176,7 @@
   - [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>
@@ -217,8 +185,10 @@
   - [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>
+  - [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>
   - [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>
   - [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) <span class='md-tag md-tag--info'>⭐ 1262</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [eksworkshop.com/x-ray/microservices](https://eksworkshop.com/x-ray/microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -230,11 +200,14 @@
   - [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>
+  - [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>
+  - [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 +218,9 @@
   - [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>
+  - [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>
   - [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 +233,9 @@
   - [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 +243,11 @@
   - [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>
@@ -333,10 +313,13 @@
   - [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>
+  - [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>
   - [Modernize Your CI/CD Pipeline Using Jenkins X with Amazon EKS](https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [wardviaene/advanced-kubernetes-course/spinnaker 🌟](https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [imperialwicket/spinnaker-demo](https://github.com/imperialwicket/spinnaker-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -403,6 +386,8 @@
   - [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 +410,7 @@
   - [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>
@@ -463,6 +449,7 @@
   - [dev.to/aws-builders: From Scratch: OIDC Providers](https://dev.to/aws-builders/from-scratch-oidc-providers-252d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat-actions/spring-petclinic](https://github.com/redhat-actions/spring-petclinic) <span class='md-tag md-tag--info'>⭐ 4</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo](https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo)  <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>
   - [github.com/microsoft/azure-digital-twins-postman-samples](https://github.com/microsoft/azure-digital-twins-postman-samples) <span class='md-tag md-tag--info'>⭐ 21</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes](https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613e0b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: OpenTelemetry — Understanding SLI and SLO with OpenTelemetry' Demo](https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-demo-74c1d0b263b0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -470,6 +457,20 @@
   - [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>
+  - [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>
+  - [gitlab.com: Project Examples](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples)  <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 +546,21 @@
   - **(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.
+  - **(2018)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Combines OpenShift Orchestration APIs with Jenkins Blue Ocean to manage continuous delivery pipelines visually. Promotes clear state-tracking, modular pipeline construction, and simplified debugging metrics.
   - [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 +572,5 @@
   - [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:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Matrix Table](./matrix-table.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>
   - [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:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/developerportals.md

@@ -20,7 +20,10 @@
   - [BBVA API Market](https://www.bbvaapimarket.com/es)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [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>
@@ -29,11 +32,10 @@
   - [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>
+  - [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>
   - [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>
   - [API Management vs API Gateway and where does API Analytics and Monitoring fit?](https://dev.to/moesif/api-management-vs-api-gateway-and-where-does-api-analytics-and-monitoring-fit-4g75)  <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>
@@ -114,6 +114,15 @@ Live Grounding: Delivers strategic instruction on utilizing AI capabilities, cod
 #### Prompt Engineering
 
   - [Claude 101: Free Guides to Master Claude](https://claude101.com) <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> — Comprehensive guides to mastering Anthropic's Claude. Focuses on system instructions, complex XML markup injection, custom tool calls, and API configuration profiles for multi-agent workflows.
+## Cloud Native Infrastructure
+
+### Service Mesh
+
+#### Istio
+
+##### Operations
+
+  - **(2021)** [solo.io: Navigating __Istio Config__: a look into Istio’s toolkit](https://www.solo.io/blog) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A guide detailing useful debugging utilities and CLI tools for validating and diagnosing Istio configuration sets. Explains how to leverage 'istioctl' diagnostics, debug configuration states, and inspect direct Envoy configuration mappings to maintain healthy cluster states.
 ## Developer Experience
 
 ### AI Assisted Engineering
@@ -159,5 +168,5 @@ 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) | [Scaffolding](./scaffolding.md) | [SRE](./sre.md)
 

v2-docs/devops-tools.md

@@ -184,5 +184,5 @@
   - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) 🌟🌟 <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:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/devops.md

@@ -5,15 +5,12 @@
 
 ## Standard Reference
 
-  - [thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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>
   - [bikeshed.fm: The Bike Shed](https://bikeshed.thoughtbot.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thenewstack.io: Kubernetes is the Accepted Platform for Cloud Native Computing](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [containerjournal.com: How the Rise of Containers Will Drive DevOps](https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BBVA - DevOps: qué es y cómo mejorar los procesos gracias a esta estrategia](https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟](https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -25,6 +22,7 @@
   - [containerjournal.com: Kubernetes Enables DevOps-as-a-Service (DaaS) 🌟](https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: 5 devops practices to improve application reliability](https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Tales from the field: A system administrator's guide to IT automation](https://www.redhat.com/en/blog/it-automation-book)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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>
   - [github.blog: 5 DevOps tips to speed up your developer workflow 🌟](https://github.blog/developer-skills/5-devops-tips-to-speed-up-your-developer-workflow)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?](https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: How multicloud changes devops](https://www.infoworld.com/article/2337920/how-multicloud-changes-devops.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -32,6 +30,7 @@
   - [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 +38,21 @@
   - [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>
-  - [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>
-  - [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>
-  - [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>
+  - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)  <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>
   - [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>
+  - [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>
   - [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>
+  - [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>
+  - [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>
+  - [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>
+  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/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>
@@ -84,6 +80,7 @@
   - [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>
@@ -99,6 +96,7 @@
   - [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>
+  - [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  <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>
@@ -196,17 +194,20 @@
   - [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>
   - [devops.com: The Rise of NetDevOps and CI/CD Pipeline Solutions](https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs](https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de)  <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>
   - [Debuild](https://debuild.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [seekwell](https://www.seekwell.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: The Coming Era of Data as Code 🌟](https://thenewstack.io/the-coming-era-of-data-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -214,8 +215,8 @@
   - [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>
+  - [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>
   - [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>
   - [honeycomb.io: The Future of Ops Is Platform Engineering 🌟](https://www.honeycomb.io/blog/future-ops-platform-engineering)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -328,6 +329,11 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 ##### 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.
+### Site Reliability Engineering
+
+#### Foundations
+
+  - **(2024)** [itprotoday.com: Why Site Reliability Engineering Is Key to Modern DevOps](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An executive analysis examining why SRE architecture is a vital component of any modern, high-density DevOps delivery system trying to limit service down-time.
 ## Public Cloud Infrastructure
 
 ### AWS Ecosystem
@@ -371,5 +377,5 @@ 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:** [Scaffolding](./scaffolding.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 

v2-docs/devsecops.md

@@ -8,8 +8,7 @@
   - [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>
   - [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>
@@ -38,7 +37,6 @@
   - [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>
@@ -62,6 +60,7 @@
   - [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 +92,7 @@
   - [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>
@@ -274,6 +274,7 @@
   - [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 +404,7 @@
   - [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.
@@ -423,8 +425,8 @@
   - [thenewstack.io: Infrastructure-as-Code: 6 Best Practices for Securing Applications' 🌟](https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Presents six foundational guidelines for securing IaC templates before cloud deployments. Contrast: Curator Insight limits its scope to simple template linters, while Live Grounding confirms that evaluating IaC using declarative Policy-as-Code engines (like OPA) is the standard method to block configuration drift. Essential reference.
 #### 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.
   - [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.
+  - [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.
   - [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.
@@ -602,6 +604,11 @@
 #### 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 +750,9 @@
 
   - [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.
@@ -913,9 +923,6 @@
 #### 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 +989,5 @@
   - [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) | [Securityascode](./securityascode.md)
 

v2-docs/digital-money.md

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

v2-docs/digitalocean.md

@@ -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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/docker.md

@@ -38,20 +38,13 @@
   - [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>
   - [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>
   - [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>
+  - [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>
   - [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>
+  - [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>
   - [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>
@@ -74,6 +67,7 @@
   - [docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 2 🌟](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloudsavvyit.com: How to Use Cron With Your Docker Containers](https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: Docker Hub and JFrog Partnership Removes Image Pull Limits for' Artifactory Users](https://www.infoq.com/news/2021/01/docker-jfrog-partnership)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</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>
   - [docker.com: Containerized Python Development – Part 1](https://www.docker.com/blog/containerized-python-development-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [pythonspeed.com: The worst so-called “best practice” for Docker](https://pythonspeed.com/articles/security-updates-in-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Making environment variables accessible in front-end' containers](https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -165,7 +159,10 @@
   - [iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](https://iximiuz.com/en/posts/docker-debug-slim-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: 9 Docker Extensions Every Developer Must Try](https://dev.to/docker/9-docker-extensions-every-developer-must-try-1no2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/Saniewski/mongo-express-docker-extension](https://github.com/Saniewski/mongo-express-docker-extension) <span class='md-tag md-tag--info'>⭐ 11</span>  <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>
   - [medium: Docker anti-patterns | Codefresh](https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1)  <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>
   - [brianchristner.io: How to use Docker Security Scan Locally](https://brianchristner.io/how-to-use-docker-scan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [snyk.io: 10 Docker Security Best Practices 🌟](https://snyk.io/blog/10-docker-image-security-best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: Is Docker Secure Enough?](https://www.infoq.com/articles/securing-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -202,6 +199,7 @@
   - [ttl.sh: Anonymous & ephemeral Docker image registry 🌟](https://ttl.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [buildg: Interactive debugger for Dockerfile 🌟](https://github.com/ktock/buildg) <span class='md-tag md-tag--info'>⭐ 1495</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: Debugging Large and Complex Dockerfiles Gets Easier with Buildg](https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</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>
   - [jesseduffield/lazydocker](https://github.com/jesseduffield/lazydocker) <span class='md-tag md-tag--info'>⭐ 51111</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience 🌟](https://www.docker.com/blog/telepresence-for-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/containrrr/watchtower](https://github.com/containrrr/watchtower) <span class='md-tag md-tag--info'>⭐ 24618</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
@@ -228,12 +226,22 @@
   - [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>
   - [medium: nerdctl: Docker-compatible CLI for contaiNERD](https://medium.com/nttlabs/nerdctl-359311b32d0e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</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>
   - [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>
+  - [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>
   - [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 Native AI
+
+### Big Data Orchestration
+
+#### Spark on Kubernetes
+
+  - **(2021)** [datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available](https://www.datamechanics.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Platform news highlighting Apache Spark 3.1 generally available support for native Kubernetes.
+Live Grounding: Covers the native scheduling capabilities, decommissioning behaviors, and executor tracking improvements that made Kubernetes a first-class citizen for Spark.
 ## Cloud Native Security
 
 ### Supply Chain Security
@@ -262,7 +270,14 @@
 #### 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 Operators Controllers](./kubernetes-operators-controllers.md) | [Serverless](./serverless.md) | [OCP 3](./ocp3.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:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.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:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.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:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/elearning.md

@@ -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:** [Finops](./finops.md) | [Recruitment](./recruitment.md) | [Appointment Scheduling](./appointment-scheduling.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:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/faq.md

@@ -98,5 +98,5 @@
   - [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:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/finops.md

@@ -17,6 +17,11 @@
   - [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>
   - [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>
@@ -37,13 +42,8 @@
   - [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>
@@ -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:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Appointment Scheduling](./appointment-scheduling.md)
 

v2-docs/flux.md

@@ -11,12 +11,12 @@
   - [acloudguru.com: Adopting GitOps for Kubernetes on AWS 🌟](https://www.pluralsight.com/resources/blog/cloud/adopting-gitops-for-kubernetes-on-aws?utm_source=linkedin&utm_medium=social&utm_campaign=kubernetesblog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes](https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux](https://github.com/onedr0p/cluster-template) <span class='md-tag md-tag--info'>⭐ 2742</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS' KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30)  <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>
   - [Flux](https://fluxcd.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github: Flux](https://github.com/fluxcd/flux) <span class='md-tag md-tag--info'>⭐ 6864</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [github: Flux Version 2](https://github.com/fluxcd/flux2) <span class='md-tag md-tag--info'>⭐ 8136</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [dzone: Developing Applications on Multi-tenant Clusters With Flux and Kustomize](https://dzone.com/articles/developing-applications-on-multitenant-clusters-wi)  <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>
+  - [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS' KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.sldk.de: Introduction to GitOps on Kubernetes with Flux v2 🌟](https://blog.sldk.de/2021/02/introduction-to-gitops-on-kubernetes-with-flux-v2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure' Kubernetes deployments](https://cloud-viadee.medium.com/gitops-for-it-architects-6312e7822819)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [johnclarke73.medium.com: How GitOps works for us](https://johnclarke73.medium.com/our-continuous-delivery-journey-11d86dd68a49)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -42,5 +42,5 @@
 
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
 

v2-docs/freelancing.md

@@ -127,5 +127,5 @@
   - [¿Informático explotado en una consultora? Las webs para ‘freelances’ te salvarán la vida](https://www.elconfidencial.com/tecnologia/2018-05-12/informatico-freelance-carnica-freelancer-yeeply_1562518) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un reportaje de El Confidencial que examina la transición de los profesionales de TI en España desde las consultoras tradicionales ("cárnicas") hacia el trabajo autónomo. Evalúa plataformas de intermediación y detalla las ventajas operativas y financieras de este modelo profesional. [SPANISH CONTENT]
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Finops](./finops.md)
+💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
 

v2-docs/git.md

@@ -5,13 +5,14 @@
 
 ## Standard Reference
 
+  - [GitKraken Git Cheat](https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet)  <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>
   - [fourtheorem.com: How to end Microservice pain and embrace the Monorepo](https://fourtheorem.com/monorepo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.blog: Getting started with GitHub Actions just got easier!](https://github.blog/news-insights/product-news/getting-started-with-github-actions-just-got-easier)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for debugging)](https://fleetdm.com/engineering/tips-for-github-actions-usability)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: Deploying to OpenShift using GitHub Actions](https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com: OpenShift GitHub Actions Runner Chart 🌟](https://github.com/redhat-actions/openshift-actions-runners-chart)  <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>
   - [GitHub Copilot is generally available to all developers](https://github.blog/news-insights/product-news/github-copilot-is-generally-available-to-all-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.blog: GitHub Copilot X: The AI-powered developer experience](https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-developer-experience)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techcommunity.microsoft.com: Coding Frameworks and languages are no longer the point, prompting is](https://techcommunity.microsoft.com/blog/educatordeveloperblog/coding-frameworks-and-languages-are-no-longer-the-point-prompting-is/3820265)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -31,10 +32,10 @@
   - [github-merge-bot](https://github.com/sdduursma/github-merge-bot) <span class='md-tag md-tag--info'>⭐ 4</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Rultor](http://www.rultor.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Example: CockroachDB's Bors Merge Bot](https://id.atlassian.com/login?continue=https%3A%2F%2Fid.atlassian.com%2Fjoin%2Fuser-access%3Fresource%3Dari%253Acloud%253Aconfluence%253A%253Asite%252F9568dfdc-cfdd-4632-a68e-1e18063a3152%26continue%3Dhttps%253A%252F%252Fcockroachlabs.atlassian.net%252Fwiki%252Fspaces%252FCRDB%252Fpages%252F73204099%252FBors%252BMerge%252BBot&application=confluence&orgId=52a68357-cecf-4127-a5ec-32eeac8cf060)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [GitKraken Git Cheat](https://www.gitkraken.com/pdfs/gitkraken-git-gui-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>
+  - [Sourcetree Cheat Sheet](https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia: Git](https://en.wikipedia.org/wiki/Git)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone.com: Top 20 git commands with examples 🌟](https://dzone.com/articles/top-20-git-commands-with-examples)  <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>
   - [medium: 7 Best Courses to Master Git and Github for Programmers](https://medium.com/javarevisited/7-best-courses-to-master-git-and-github-for-programmers-d671859a68b2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Top 7 Cloud Source Code Management Tools Features and Pricing Plans](https://medium.com/@atif.ramzan89/top-7-cloud-source-code-management-tools-features-and-pricing-plans-105f4eb88a3a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Things You Want to Do in Git and How to Do Them](https://stu2b50.dev/posts/things-you-wante9665)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -183,7 +184,6 @@
   - [stackoverflow.com: Bot to automatically reverse GitHub pull request merges](https://stackoverflow.com/questions/27820309/bot-to-automatically-reverse-github-pull-request-merges)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Bors Bot](https://bors.tech)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Bors-ng: A merge bot for GitHub Pull Requests](https://github.com/bors-ng/bors-ng) <span class='md-tag md-tag--info'>⭐ 1532</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Sourcetree Cheat Sheet](https://kapeli.com/cheat_sheets/Sourcetree.docset/Contents/Resources/Documents/index)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Cloud Architecture
 
@@ -626,6 +626,7 @@
   - **(2020)** [kean.github.io: Trunk-Based Development](https://kean.blog/post/trunk-based-development) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An insightful perspective on adopting Trunk-Based Development within modern development teams. The article details the practical benefits, cultural adjustments, and critical testing architectures required to maintain a stable, deployable master branch without breaking changes.
   - **(2018)** [git-flow.readthedocs.io](https://git-flow.readthedocs.io/en/latest) 🌟🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — Official ReadTheDocs documentation for the CLI extension wrapper `git-flow` created to automate Driessen's branching model. It remains a helpful reference for developers managing legacy codebases that require automated creation of feature, release, and hotfix tracking structures.
   - **(2014)** [aprendegit.com: git-flow: la rama develop y uso de feature branches](http://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches) <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 native Spanish guide detailing the execution of GitFlow, specifically focusing on the relationship between development branches and short-lived features. Explains branch merging rules step-by-step for teams working in collaborative Spanish-speaking developer ecosystems. [SPANISH CONTENT]
+  - [Git-flow cheatsheet](https://danielkummer.github.io/git-flow-cheatsheet/index.html)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly interactive and multilingual cheat sheet illustrating the lifecycle of branches in Vincent Driessen's GitFlow model. This reference acts as an indispensable, quick-lookup guide for understanding CLI commands for features, releases, and hotfixes.
   - [Git Flow](https://nvie.com/posts/a-successful-git-branching-model)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The original, widely adopted 2010 post by Vincent Driessen introducing the Git Flow branching model. While historically revolutionary for structured releases, modern consensus and the author's own 2020 update reflect that this model introduces excessive complexity for continuous delivery pipelines.
   - [Trunk Based Development](https://trunkbaseddevelopment.com)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The canonical reference site for Trunk-Based Development (TBD). It details the architectural practice where developers merge small, frequent updates to a core branch, resisting long-lived branches. This eliminates complex merge phases and forms the bedrock of modern continuous integration workflows.
   - [paulhammant.com: What is Trunk-Based Development?](https://paulhammant.com/2013/04/05/what-is-trunk-based-development)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A foundational historical article by Paul Hammant outlining the core mechanics and philosophy of Trunk-Based Development. It serves as an early conceptual introduction, explaining how avoiding long-lived branch models accelerates deployment velocity and prevents merge hell in large engineering teams.
@@ -633,7 +634,6 @@
   - [atlassian.com: Gitflow Workflow](https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A highly-structured tutorial by Atlassian comparing Gitflow against alternative branching strategies. It offers clear operational blueprints and command examples, evaluating how the model coordinates scheduled release cycles while warning of its constraints in high-velocity CI/CD environments.
   - [gitkraken.com: GitFlow](https://support.gitkraken.com/git-workflows-and-extensions/git-flow) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical UI-centric guide demonstrating GitFlow execution inside the GitKraken desktop client. It simplifies branch creation, merging, and visual release management, offering a low-friction approach for teams bound to multi-branch deployment workflows.
   - [gist.github.com/JamesMGreene: A comparison of using `git flow` commands' versus raw `git` commands](https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A detailed side-by-side CLI command comparison showing the underlying raw Git operations performed by the automated `git flow` wrapper tool. Crucial for developers needing to troubleshoot or replicate GitFlow states without installing additional dependencies.
-  - [Git-flow cheatsheet](https://danielkummer.github.io/git-flow-cheatsheet/index.html)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly interactive and multilingual cheat sheet illustrating the lifecycle of branches in Vincent Driessen's GitFlow model. This reference acts as an indispensable, quick-lookup guide for understanding CLI commands for features, releases, and hotfixes.
   - [thinkinglabs.io: Feature Branching considered Evil](https://thinkinglabs.io/talks/2016/10/29/feature-branching-considered-evil.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A critical analysis examining the negative impact of long-lived feature branches on continuous integration. It argues that delayed integration degrades feedback loops and promotes isolation, advocating for Trunk-Based practices to establish real collective ownership.
   - [youtube: Git Flow Is A Bad Idea - Dave Farley](https://www.youtube.com/watch?v=_w6TwnLCFwA&ab_channel=ContinuousDelivery)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A high-impact video by continuous delivery expert Dave Farley arguing why Git Flow acts as an anti-pattern for modern software delivery. He contrasts multi-branch isolation with the rapid feedback, safety, and velocity realized via strict trunk-based architectures.
   - [team-coder.com: From Git Flow to Trunk Based Development](https://team-coder.com/from-git-flow-to-trunk-based-development)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A migration-focused technical post mapping the practical steps and culture shift required to move an engineering team from a GitFlow framework to Trunk-Based Development. It highlights pipeline adaptations, test automation needs, and mindset changes.
@@ -702,6 +702,7 @@
   - **(2020)** [**github.blog: Commits are snapshots, not diffs**](https://github.blog/open-source/git/commits-are-snapshots-not-diffs) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — Explains Git's underlying data model, clarifying that commits are stored as full-file snapshots (blobs and trees) rather than incremental line deltas. This fundamental architectural detail helps developers understand why branching and merging are highly efficient operations in Git compared to legacy VCS systems.
 #### Git Operations
 
+  - [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.
   - [cloudbees.com: Git Pull: How It Works With Detailed Examples](https://www.cloudbees.com/blog/git-pull-how-it-works-with-detailed-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Deconstructs the mechanics of 'git pull' as a composite operation of 'git fetch' followed by either 'git merge' or 'git rebase'. The article uses visual flow diagrams to explain divergence resolution, fast-forwarding, and best practices to avoid messy merge history.
   - [cloudbees.com: Git Push: An In-Depth Tutorial With Examples](https://www.cloudbees.com/blog/git-push-an-in-depth-tutorial-with-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive guide analyzing the technical layers of transferring local branch updates to remote repositories. It covers upstream configuration, tracking branch architectures, force-pushing safety guidelines, and resolving push rejection due to remote drift.
   - [cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes 🌟](https://www.cloudbees.com/blog/git-reset-undo-changes)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Demystifies the core differences between '--soft', '--mixed', and '--hard' reset operations in Git. By mapping how resets affect the HEAD pointer, the index, and the working directory, this guide provides solid strategies for safe rollback of local changes.
@@ -710,7 +711,6 @@
   - [freecodecamp.org: Undo Git Add – How to Remove Added Files in Git 🌟](https://www.freecodecamp.org/news/undo-git-add-how-to-remove-added-files-in-git)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Evaluates the commands required to safely unstage files from the Git index without altering working directory contents. Highlights nuances between 'git reset HEAD', 'git restore --staged', and other historical command forms.
   - [build5nines.com: Git: Reset / Undo Most Recent Local Commit](https://build5nines.com/git-reset-undo-most-recent-local-commit)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Step-by-step documentation focusing on reversing the latest committed changes locally. Evaluates command scenarios utilizing the 'HEAD~1' targeting operator under different staging and working directory preservation options.
   - [Removing the last commit](https://gist.github.com/CrookedNumber/8964442)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical community GitHub Gist outlining multiple strategies to revert, reset, or remove the latest commit in a Git repository. Illustrates the critical differences between `git reset --soft` and `git reset --hard` for local and remote recovery.
-  - [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.
 #### Git Productivity
 
   - [honeybadger.io: Top Ten Git Tips & Tricks](https://www.honeybadger.io/blog/git-tricks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Highlights ten advanced terminal commands and aliases to streamline git workflows, including stash parsing, custom log formatting, and interactive rebasing. These tips target active development patterns to minimize command-line friction and maximize change velocity.
@@ -787,5 +787,5 @@
   - [css-tricks.com: Git: Switching Unstaged Changes to a New Branch](https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch) <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> — Offers concrete workflows for isolating and moving accidental master/main modifications into a cleanly isolated feature branch. Demonstrates terminal patterns using checkout/switch commands while safeguarding index status.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/gitops.md

@@ -5,8 +5,7 @@
 
 ## Standard Reference
 
-  - [jenkins-x.io](https://jayex.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](https://www.redhat.com/en/blog/from-code-to-production-with-gitops)  <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>
   - [thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for DevOps](https://thenewstack.io/software-development)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [geekflare.com: An Introduction to GitOps](https://geekflare.com/topic/development)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: Our Favorite Things from GitOps Con at KubeCon EU 🌟](https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -33,13 +32,16 @@
   - [openshift.com: Announcing OpenShift GitOps](https://www.redhat.com/en/blog/announcing-openshift-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally Available 🌟](https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloudogu.com: Automation Assistants: GitOps tools in comparison 🌟](https://platform.cloudogu.com/en/blog/gitops-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Anthos Config Management](https://docs.cloud.google.com/kubernetes-engine/docs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [waypointproject.io](https://developer.hashicorp.com/waypoint)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [weave.works: Weave Kubernetes Platform](https://www.weave.works)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD](https://www.redhat.com/en/blog/from-code-to-production-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [jenkins-x.io](https://jayex.io)  <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>
+  - [weave.works: Weave Kubernetes Platform](https://www.weave.works/)  <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>
-  - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github: Flux](https://github.com/fluxcd/flux) <span class='md-tag md-tag--info'>⭐ 6864</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS' KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gitops.tech 🌟](https://www.gitops.tech)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [OpenGitOps.dev 🌟](https://opengitops.dev)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/topics/gitops 🌟](https://github.com/topics/gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -53,7 +55,6 @@
   - [blog.container-solutions.com: GitOps: The Bad and the Ugly](https://blog.container-solutions.com/gitops-limitations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: Principles, Patterns, and Practices for Effective Infrastructure' as Code](https://itnext.io/principles-patterns-and-practices-for-effective-infrastructure-as-code-e5f7bbe13df1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: GitOps: Build infrastructure resilient applications 🌟](https://medium.com/@franoisdagostini/gitops-build-infrastructure-resilient-applications-95bbc939046d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS' KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [sufle.io: Adopting GitOps for Enhanced Operations](https://www.sufle.io/blog/adopting-gitops-for-enhanced-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: GitOps : The Next Big Thing for DevOps and Automation!](https://medium.com/searce/gitops-the-next-big-thing-for-devops-and-automation-2a9597e51559)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies](https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -136,8 +137,6 @@
   - [developers.redhat.com: Git best practices: Workflows for GitOps deployments' | Christian Hernandez 🌟](https://developers.redhat.com/articles/2022/07/20/git-workflows-best-practices-gitops-deployments)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: How to set up your GitOps directory structure |' Christian Hernandez 🌟](https://developers.redhat.com/articles/2022/09/07/how-set-your-gitops-directory-structure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopsera.com: How to Structure Directories in a GitOps Repository for the' Best User-Friendliness and Flexibility](https://devopsera.com/2023/06/how-to-structure-directories-in-a-gitops-repository-for-the-best-user-friendliness-and-flexibility)  <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>
   - [blog.container-solutions.com: FluxCD, ArgoCD or Jenkins X: Which Is the' Right GitOps Tool for You? 🌟](https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [slideshare: GitOps, Jenkins X & Future of CI/CD](https://slideshare.net/rakutentech/gitops-jenkins-x-future-of-cicd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Tanka](https://tanka.dev/tutorial/jsonnet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -147,6 +146,7 @@
   - [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) <span class='md-tag md-tag--info'>⭐ 3491</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [Flagger](https://flagger.app)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [partlycloudy.blog: Release to Kubernetes like a Pro with Flagger](https://partlycloudy.blog/2020/07/08/release-to-k8s-like-a-pro-with-flagger)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [GitOps for Kubernetes with Jenkins](https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [GitOps with Jenkins and Kubernetes](https://medium.com/@abhishekbhardwaj510/gitops-with-jenkins-and-kubernetes-c20425244c73)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) <span class='md-tag md-tag--info'>⭐ 2469</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -164,6 +164,7 @@
   - [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management' in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/bumble-tech: GitOps for multi-cluster K8s environments 🌟](https://medium.com/bumble-tech/gitops-for-multi-cluster-k8s-environments-d305431ba6d6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.openshift.com: Introduction to GitOps with OpenShift](https://blog.openshift.comintroduction-to-gitops-with-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.openshift.com: is it too late to integrate GitOps?](https://blog.openshift.comis-it-too-late-to-integrate-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.openshift.com: OpenShift Authentication Integration with ArgoCD](https://blogopenshift.com/openshift-authentication-integration-with-argocd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: GitOps with Istio, Tekton and Argo CD — on OpenShift 4](https://medium.com/@joelkaplan1/gitops-with-istio-tekton-and-argo-cd-on-openshift-4-5e42d22994e3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -173,9 +174,8 @@
   - [info.acloud.guru: Adopting GitOps for Kubernetes on AWS](https://info.acloud.guru/resources/deploying-kubernetes-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Applying DevOps to API Development for APIOps](https://betterprogramming.pub/applying-devops-to-api-development-for-apiops-21e2e605333e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube.com: GitOps Guide to the Galaxy 🌟🌟🌟](https://www.youtube.com/playlist?list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [open-cluster-management.io](https://open-cluster-management.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/stakater/Xposer](https://github.com/stakater/Xposer) <span class='md-tag md-tag--info'>⭐ 32</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github: Flux](https://github.com/fluxcd/flux) <span class='md-tag md-tag--info'>⭐ 6864</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [open-cluster-management.io](https://open-cluster-management.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Application Delivery
 
@@ -189,6 +189,20 @@
 #### Terraform Components
 
   - [AWS EKS Argo CD Terraform Component](https://github.com/cloudposse-terraform-components/aws-eks-argocd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Live Grounding: Standardizes complex security configuration flags, integrates smoothly with AWS IAM roles for service accounts (IRSA), and provisions preconfigured Helm-based releases.
+## Cloud Infrastructure
+
+### Kubernetes Distributions
+
+#### Bare-Metal and Edge
+
+  - **(2026)** [**Charmed Kubernetes**](https://ubuntu.com/kubernetes/charmed-k8s) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Canonical's model-driven Kubernetes distribution designed for bare-metal, private, and multi-cloud environments. Leverages Ubuntu's automated Juju framework to manage complex cluster lifecycles, upgrades, security scanning, and seamless hypervisor scaling.
+## Cloud-Native Development
+
+### Local Development Tools
+
+#### Okteto
+
+  - **(2021)** [codefresh.io: Tutorial - Local Kubernetes Development with Okteto 🌟](https://octopus.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Hands-on walkthrough displaying how to use Okteto to connect a developer workspace directly with live infrastructure, bypassing resource-heavy local systems.
 ## GitOps (1)
 
 ### Continuous Delivery
@@ -196,6 +210,11 @@
 #### Argo CD
 
   - [argoproj.github.io: Argo CD - Declarative GitOps for Kubernetes](https://argoproj.github.io/argo-cd) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Argo CD is a declarative GitOps engine that automates Kubernetes deployments. By continually matching the live cluster state to git specifications, it guarantees robust security and rapid rollback features.
+### Hybrid Cloud Platforms
+
+#### Azure Arc Integration
+
+  - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) <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 technical guide illustrating the integration of Charmed Kubernetes with Azure Arc to orchestrate hybrid-cloud resources. Demonstrates how GitOps configurations are pushed dynamically across decentralized architectures using unified portal controls.
 ## Infrastructure
 
 ### GitOps (2)
@@ -220,5 +239,5 @@
   - [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.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD](./cicd.md) | [Jenkins](./jenkins.md)
 

v2-docs/golang.md

@@ -5,6 +5,7 @@
 
 ## Standard Reference
 
+  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Microservices in Go](https://medium.com/seek-blog/microservices-in-go-2fc1570f6800)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [search.gocenter.io: JFrog Go Center](https://search.gocenter.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ammeon.com: Profiling golang microservices for high throughput on kubernetes/openshift' clusters](https://www.ammeon.com/profiling-golang-microservices-for-high-throughput-on-kubernetes-openshift-clusters)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -19,7 +20,6 @@
   - [medium.com/codex: Explore client-go Informer Patterns](https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [shahin-mahmud.medium.com: Write your first Kubernetes operator in go](https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-177047337eae)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.kubesimplify.com: Perform CRUD Operations on Kubernetes Using Golang' 🌟](https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang)  <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>
   - [Koa.js](https://koa)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [reddit.com: What is the best microservice framework in Go?](https://www.reddit.com/r/golang/comments/jnv4bd/what_is_the_best_microservice_framework_in_go)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/vedcraft: Top Microservices Frameworks in Go](https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -247,5 +247,5 @@
   - [rehacktive/caffeine](https://github.com/rehacktive/caffeine) <span class='md-tag md-tag--info'>⭐ 1175</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight shows Caffeine as a simple Go command-line tool designed to prevent system sleep cycles. Live Grounding shows stable but quiet activity, functioning perfectly as an OS-level utility.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/grafana.md

@@ -5,17 +5,17 @@
 
 ## Standard Reference
 
-  - [jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD: Kubernetes Continuous Deployment for Microservices](https://devm.io/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: Metrics-Driven Pod Constraints](https://www.redhat.com/en/blog/metrics-driven-pod-constraints)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [CISCO DNA Center with Grafana Dashboard](https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: Tips for Designing Grafana Dashboards](https://www.percona.com/blog/designing-grafana-dashboards)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Grafana 7.0: “We’ve built one of the best visualisation tools and it’s not tied to any one database”](https://devm.io/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [grafana.com: Grafana Labs and Microsoft partner to deliver new first party Microsoft Azure service](https://grafana.com/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements](https://grafana.com/oss/grafana/?mdm=social)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Grafana](https://grafana.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [grafana.com: Provisioning Grafana 🌟](https://grafana.com/docs/grafana/latest/administration/provisioning)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Grafana provisioning Ansible Role](https://github.com/cloudalchemy/ansible-grafana) <span class='md-tag md-tag--info'>⭐ 503</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Log Monitoring and Alerting with Grafana Loki](https://www.infracloud.io/blogs/grafana-loki-log-monitoring-alerting)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: Monitoring Kubernetes workloads with Prometheus and Thanos](https://itnext.io/monitoring-kubernetes-workloads-with-prometheus-and-thanos-4ddb394b32c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Why Grafana: Part II](https://medium.com/lightspeed-venture-partners/why-grafana-part-ii-2e7e42e0f7bb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [scylladb.com: Building a Grafana Backend Plugin](https://www.scylladb.com/2020/10/01/building-a-grafana-backend-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -60,5 +60,5 @@
 
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)