Merge pull request #244 from nubenetes/develop

feat: V2 root deployment and version 2.2.1

.github/workflows/03.1.agentic_v2_metadata.yml

@@ -57,14 +57,18 @@ jobs:
           PYTHONUNBUFFERED: "1"
         run: python -u -m src.v2_metadata
 
-      - name: Create Pull Request for Metadata Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-metadata-sync
-          base: develop
-          title: "V2 Data: GitHub Metadata Sync"
-          commit-message: "chore: update inventory stars and licenses [skip ci]"
-          labels: "v2-data, metadata-sync"
+      - name: Commit and Push Metadata Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml
+          if git diff --staged --quiet; then
+            echo "No changes in inventory.yaml to commit."
+          else
+            git commit -m "chore: update inventory stars and licenses [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
 
       - name: Persist Incremental Inventory to Cache
         if: always()

.github/workflows/03.2.agentic_v2_ai.yml

@@ -59,14 +59,18 @@ jobs:
           PYTHONUNBUFFERED: "1"
         run: python -u -m src.v2_ai
 
-      - name: Create Pull Request for Inventory Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-ai-sync
-          base: develop
-          title: "V2 Data: AI Curator Sync"
-          commit-message: "chore: update inventory AI analysis [skip ci]"
-          labels: "v2-data, ai-curator"
+      - name: Commit and Push AI Analysis Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml
+          if git diff --staged --quiet; then
+            echo "No changes in AI analysis to commit."
+          else
+            git commit -m "chore: update inventory AI analysis [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
 
       - name: Persist Incremental Inventory to Cache
         if: always()

.github/workflows/03.3.agentic_v2_videos.yml

@@ -72,19 +72,18 @@ jobs:
           export PYTHONPATH=$PYTHONPATH:.
           python src/v2_video_portal.py
 
-      - name: Create Pull Request for Video Hub Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-video-sync
-          base: develop
-          title: "V2 Content: Video Hub Enrichment Sync"
-          commit-message: "docs: update Video Hub with high-fidelity metadata [skip ci]"
-          labels: "v2-content, video-hub"
-          body: |
-            Automated update of the V2 Video Hub.
-            - Robust metadata extraction (yt-dlp + transcripts)
-            - AI-synthesized technical summaries
-            - Format-compliant Markdown rendering
+      - name: Commit and Push Video Hub Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml v2-docs/videos.md
+          if git diff --staged --quiet; then
+            echo "No automated changes to commit."
+          else
+            git commit -m "docs: update Video Hub with high-fidelity metadata [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
 
       - name: Persist Incremental Inventory Cache
         if: always()

.github/workflows/04.1.agentic_v2_publish.yml

@@ -82,39 +82,29 @@ jobs:
           python -m src.readme_updater
           python -m src.safety_readme
 
-      - name: Create Pull Request for V2 Elite Update
-        id: cpr
-        uses: peter-evans/create-pull-request@v8
+      - name: Commit and Push V2 Elite Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add -A
+          if git diff --staged --quiet; then
+            echo "No automated changes to commit."
+          else
+            git commit -m "feat: sync V2 elite curated edition and README metrics [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
+
+      - name: Upload Architecture and Decision Logs
+        if: always()
+        uses: actions/upload-artifact@v4
         with:
-          branch: bot/v2-elite-sync
-          base: develop
-          title: "V2 Elite: Agentic Optimization Sync (2026)"
-          body-path: pr_description.md
-          commit-message: "feat: sync V2 elite curated edition and README metrics [skip ci]"
-          labels: "v2-elite, agentic-sync"
-
-      - name: Post Supplementary Architecture Audit (Comment)
-        if: steps.cpr.outputs.pull-request-number != ''
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ steps.cpr.outputs.pull-request-number }}
-        run: |
-          if [ -f v2_file_audit.md ]; then
-            gh pr comment $PR_NUMBER --body-file v2_file_audit.md
-          fi
-
-      - name: Post Elite Decision Matrix (Comment)
-        if: steps.cpr.outputs.pull-request-number != ''
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ steps.cpr.outputs.pull-request-number }}
-        run: |
-          if [ -f v2_decision_matrix.md ]; then
-            split -b 60000 v2_decision_matrix.md matrix_part_
-            for part in matrix_part_*; do
-              gh pr comment $PR_NUMBER --body-file $part
-            done
-          fi
+          name: v2-agentic-logs
+          path: |
+            v2_file_audit.md
+            v2_decision_matrix.md
+            v2_safety_report.md
+          if-no-files-found: ignore
 
       - name: Persist Incremental Inventory to Cache
         if: always()

.github/workflows/05.1.readme_sync.yml

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

.github/workflows/06.1.main.yml

@@ -35,13 +35,13 @@ jobs:
         run: |
           pip install -r requirements.txt
 
-      # 1. Build V1 (Root)
-      - name: Build V1 Edition
-        run: mkdocs build -f mkdocs.yml -d site/
-
-      # 2. Build V2 (Subdirectory)
+      # 1. Build V2 (Root)
       - name: Build V2 Elite Edition
-        run: mkdocs build -f v2-mkdocs.yml -d site/v2/
+        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

CHANGELOG.md

@@ -5,6 +5,139 @@ 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).
 
+## [[2.2.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.1) - 2026-05-25
+
+### Changed
+- **Default Landing Page (V2 at Root)**: Promoted the Nubenetes Elite Portal (V2) to the root of the domain (`https://nubenetes.com/`) to provide a modern, AI-curated default experience.
+- **V1 Archive Relocation**: Moved the exhaustive V1 archive to the `/v1/` subdirectory (`https://nubenetes.com/v1/`).
+- **Navigation Synchronization**: Updated all navigation links and announce banners across both versions to ensure seamless switching between the Elite Portal and the Exhaustive Archive.
+- **Workflow Realignment**: Reconfigured the GitHub Pages deployment pipeline to support the new directory structure while maintaining zero-downtime synchronization.
+
+## [[2.2.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.0) - 2026-05-25
+
+### Fixed
+- **Workflow Resilience (Race Conditions)**: Implemented a mandatory `git pull --rebase` strategy across all five automated workflows (Metadata, AI Curator, Video Hub, Publisher, and README Sync). This prevents "rejected push" errors by allowing concurrent bot executions to automatically integrate sibling commits before pushing back to the `develop` branch.
+
+## [[2.1.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.9) - 2026-05-25
+
+### Changed
+- **Visual Identity (Ultra-Visible "N" Favicon)**: Redesigned the favicon to follow the high-visibility patterns of X.com, GitHub, and LinkedIn. The new design features a massive, bold cyan "N" on a solid black background, maximizing clarity and brand recognition in browser tabs.
+- **Index Brand Restoration**: Restored the original "Gemini construction car" as the primary hero image in the V2 portal's header, maintaining the project's established visual identity while separating it from the functional favicon.
+
+## [[2.1.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.8) - 2026-05-25
+
+### Fixed
+- **Configuration Integrity**: Fixed a YAML syntax error in `mkdocs.yml` (corrupted trailing line) that was causing GitHub Pages deployment failures.
+
+## [[2.1.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.7) - 2026-05-25
+
+### Changed
+- **Visual Identity (Ultra-Visible Favicon)**: Replaced the complex favicon with an ultra-minimalist, high-contrast design (Cyan "N" on dark background) to ensure maximum visibility in browser tabs, following the design patterns of X, GitHub, and LinkedIn.
+- **Index Branding Restoration**: Reverted the header image on the V2 index page to the "Gemini construction car" (now standardized as `hero-car.png`) to maintain the project's established visual impact while keeping a separate, cleaner icon for navigation tabs.
+
+## [[2.1.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.6) - 2026-05-25
+
+### Changed
+- **Visual Identity (Custom Logo)**: Replaced the generic car icon with a custom-engineered minimalist logo ("Nubenetes Nano Logo"). The new design features a high-contrast Cyber Cloud vehicle with Kubernetes helm wheels, ensuring superior perception and brand recognition as a favicon.
+- **Asset Optimization**: Standardized the new logo as an SVG source and a 256x256 transparent PNG for cross-platform clarity.
+
+## [[2.1.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.5) - 2026-05-25
+
+### Changed
+- **Automated Workflow Optimization**: Refactored V2 ecosystem workflows (Metadata, AI Curator, Video Hub, and Publisher) to utilize direct git push to the `develop` branch instead of creating redundant Pull Requests. This eliminates manual overhead and confusion while ensuring derived content is seamlessly synchronized using `[skip ci]` flags.
+- **Workflow Observability**: Integrated GitHub Artifacts for automated architecture audits and decision matrices, replacing redundant PR comments.
+
+## [[2.1.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.4) - 2026-05-25
+
+### Added
+- **Leading AI Channels Mosaic**: Expanded the visual branding mosaic in V1 and V2 portals to include the official YouTube channels for **Google Gemini**, **Google DeepMind**, **Anthropic**, **Microsoft Copilot**, **OpenAI**, and **Meta AI**.
+- **Visual Asset Integration**: Optimized and integrated high-resolution logos for the new AI channels to maintain high-density visual standards.
+
+## [[2.1.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.3) - 2026-05-25
+
+### Fixed
+- **Definitive AVM Video Correction**: Applied a surgical fix to the "Azure Verified Modules" video metadata in the V2 portal and inventory. Corrected the title and summary to accurately reflect the session's focus on Spec-Driven Development, the "Spec Kit" framework, and Well-Architected Azure workloads using GitHub Copilot.
+
+## [[2.1.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.2) - 2026-05-25
+
+### Added
+- **Visual Branding Expansion**: Integrated **ITOpsTalk** (Microsoft Azure) and **Google Cloud Tech** official channels into the visual branding mosaic in both V1 and V2 index pages.
+- **Azure Verified Modules (AVM) Integration**: Added the technical session on building secure Azure workloads using AVM and GitHub Copilot to the V2 Elite Video Hub. The summary highlights spec-driven development and the "Spec Kit" framework for reliable AI-assisted IaC.
+
+## [[2.1.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.1) - 2026-05-25
+
+### Added
+- **Stanford CS229 LLM Session**: Integrated the Stanford CS229 lecture on "Building Large Language Models" into the V2 Elite Video Hub. The architectural summary focuses on LLM orchestration, alignment (DPO/RLHF), and systems optimization for 2026 AI infrastructure.
+
+## [[2.1.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.0) - 2026-05-25
+
+### Added
+- **Dual-Logo Branding Header**: Integrated a new dual-logo header in the V2 portal, featuring the transparent Kubernetes logo alongside the modern Gemini construction car icon. The Gemini icon serves as a shortcut to the project's introduction page.
+
+### Changed
+- **Visual Balance**: Resized visual assets to ensure architectural symmetry between the Kubernetes and Gemini logos in the portal's main entry point.
+
+## [[2.0.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.9) - 2026-05-25
+
+### Changed
+- **Visual Optimization**: Resized the transparent Kubernetes logo to 150px to ensure it remains subtle and professional as a header icon, matching the visual balance of the original design while maintaining modern transparency.
+
+## [[2.0.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.8) - 2026-05-25
+
+### Fixed
+- **Terminology Standardization**: Standardized the use of "AI" across the entire V2 ecosystem, updating the builder script (`src/v2_optimizer.py`), global configurations (`data/special_assets.yaml`), and all related documentation pages. This prevents the redundant "AI and Artificial Intelligence" title from reappearing during portal regeneration.
+
+## [[2.0.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.7) - 2026-05-25
+
+### Fixed
+- **Visual Integration**: Replaced the opaque Kubernetes logo (black background) with a high-quality transparent PNG version. This ensures seamless visual integration across both light and dark modes in the V1 and V2 portals.
+
+## [[2.0.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.6) - 2026-05-25
+
+### Changed
+- **Branding & Social Identity**: Renamed the modern favicon to `favicon-car-modern.png` and configured the MkDocs `social` plugin to utilize it as the default OpenGraph logo across V1 and V2 portals. This ensures a consistent, modern visual identity whenever documentation pages are shared on social platforms.
+
+## [[2.0.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.5) - 2026-05-25
+
+### Changed
+- **Visual Identity Modernization**: Replaced the legacy car favicon with a modern "Gemini construction car" PNG (256x256) across all portal versions (V1, V2, and Archive) to improve search engine presentation and brand aesthetics.
+
+## [[2.0.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.4) - 2026-05-25
+
+### Added
+- **Claude Code Integration**: Added the "Mastering Claude Code" technical session to the V2 Elite Video Hub with a high-density summary of agentic CLI operations and MCP integration.
+- **Hosted Control Planes (HyperShift)**: Integrated the GitOps Guide to the Galaxy session on HCP/HyperShift to provide architectural depth on multi-tenant Kubernetes control planes.
+
+### Fixed
+- **Video Metadata Accuracy**: Corrected a significant metadata mismatch where the GitOps Guide to the Galaxy playlist was mislabeled as "Kubernetes: The Documentary".
+- **Inventory Precision**: Synchronized `data/inventory.yaml` with corrected video identities and professional summaries.
+
+## [[2.0.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.3) - 2026-05-25
+
+### Changed
+- **AI Navigation Simplification**: Renamed the "AI and Artificial Intelligence" category to just **AI** in the V2 portal to eliminate redundancy and improve UI density.
+- **Documentation Alignment**: Updated `GEMINI.md` to reflect the standardized "AI Dimension" naming convention.
+
+## [[2.0.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.2) - 2026-05-24
+
+### Added
+- **YouTube Mosaic Enrichment**: Added official channels for **CloudNativeMadrid** and **Kyndryl** to the visual mosaic in both V1 and V2 index pages.
+- **Visual Assets**: Integrated new high-resolution logos for the added YouTube channels into the repository's image library.
+
+## [[2.0.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.1) - 2026-05-24
+
+### Fixed
+- **V2 Page Stability**: Implemented multi-location support using `v1_locations` to prevent accidental pruning of technical pages (e.g., `angular.md`, `introduction.md`).
+- **Branding Protection**: Restored and locked the V2 Index visual identity, including the Kubernetes banner, automotive container metaphor, and the complete YouTube logo mosaic.
+- **Acronym Normalization**: Standardized short titles in navigation and index to correctly preserve acronyms like **AI**, **MCP**, **IaC**, **AWS**, and **GCP**.
+- **AI Rescue Hardening**: Fixed the AI-driven link rescue logic to reject generic redirects (e.g., `/learn`, `/about`) ensuring high-precision technical links.
+- **URL Normalization trackers**: Added stripping for industrial trackers like `intcmp`, `mc_cid`, and `mc_eid` to maintain inventory canonical integrity (Mandate 24).
+- **YAML Syntax Integrity**: Repaired critical syntax errors in `inventory.yaml` and established automated title quoting/escaping.
+
+### Changed
+- **Evolutionary V2 Integration**: Refactored the V2 Publisher to faithfully integrate new inventory data without radically altering the established v2.0.0 layout.
+- **Resilient Rendering**: Enabled conservative link inclusion in `render-only` mode to preserve "Standard References" while pending AI hierarchical evaluation.
+
 ## [[2.0.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.0) - 2026-05-22
 
 ### Added

GEMINI.md

@@ -58,6 +58,7 @@ This file contains the accumulated instructions and long-term vision for the aut
     - **Persistence (MANDATORY)**: Every AI agent and workflow MUST load this file at startup, update it, and INJECT the modified YAML into the final PR payload if any change is detected. Discarding the database during a workflow run is a CRITICAL FAILURE.
     - **Exhaustive Initialization**: The system supports a `FORCE_FULL_CHECK` environment variable to bypass all caches (e.g., 21-day health cache) and force a full re-validation and re-enrichment of the entire 17k+ link archive.
     - **No Trusted Bypassing**: All domains, including high-trust ones (GitHub, Google, AWS), MUST be verified for link validity. Trusted status only grants a lower priority for aggressive scraper rotation, not a bypass for existence checks.
+    - **URL Protocol Integrity**: All URLs MUST use the complete and correct protocol prefix (`https://` or `http://`). AI agents MUST ensure that automated edits or mass cleanup tasks NEVER corrupt the protocol (e.g., by reducing `https://` to `https:/`).
     - **Manual Priority**: AI agents MUST NOT overwrite existing manual descriptions or stars in the V1 archive files. Enrichment is strictly for the YAML database and the V2 portal.
 
 23. **YouTube Mosaic Exemption**: In `docs/index.md` and `v2-docs/index.md`, only the primary visual mosaic block (the specific `<center>` block containing the highest density of YouTube links) is exempt from automated health checks and MUST NOT be included in `data/inventory.yaml`. This is a fixed visual asset. However, all other YouTube resources in these files—including links appearing before the mosaic and those in the collapsible "Top Videos" section—MUST be checked by the link cleaner and properly tracked in the inventory.
@@ -108,61 +109,69 @@ This file contains the accumulated instructions and long-term vision for the aut
     - **No Ampersands**: The ampersand character (`&`) MUST be replaced with "and" in all titles and TOCs.
     - **Lowercase Anchors**: All Markdown anchors MUST use strictly lowercase slugs without special characters.
 
-33. **README Cost Analysis (EUR First)**: To align with European operational standards:
+33. **Markdown Standards and Linting Integrity**: To ensure zero-failure in CI/CD pipelines and pristine rendering:
+    - **Fenced Code Language**: ALL fenced code blocks MUST have a language specified (e.g., \`\`\`yaml, \`\`\`bash). Use \`\`\`text as the default for logs or plain citations.
+    - **No Spaces in Links**: Link text MUST NOT contain leading or trailing spaces within brackets (e.g., use \`[Link]\`, NEVER \`[ Link ]\`). Line breaks inside link text are strictly forbidden.
+    - **Table Column Integrity**: Every row in a Markdown table MUST contain the exact number of columns defined in the header. Use \`N/A\` or empty cells \`| |\` to maintain the count; never leave rows "hanging" or truncated.
+    - **Image Alt-Text**: All images MUST include a descriptive \`alt\` attribute for accessibility and linter compliance.
+    - **Heading Precision**: Headings MUST start at the beginning of the line (no indentation) and MUST have exactly one space between the \`#\` symbols and the title text.
+    - **Link Syntax**: Always use standard \`[Text](URL)\` syntax. Verify that brackets and parentheses are not reversed or malformed.
+
+34. **README Cost Analysis (EUR First)**: To align with European operational standards:
     - **Primary Currency**: All cost projections, tables, and analysis in `README.md` (Section 7) MUST use **Euros (€)** as the primary currency.
     - **Conversion Policy**: If USD values are provided for technical reference, they MUST be accompanied by their EUR equivalent using a current market estimate (e.g., 1 USD ≈ 0.92 EUR).
     - **Metric Precision**: Maintain at least two decimal places for EUR values to ensure financial accuracy.
 
-34. **Content-URL Precision Standard**: To prevent misinformation and maintain high-density technical value:
+35. **Content-URL Precision Standard**: To prevent misinformation and maintain high-density technical value:
     - **Generic Redirect Detection**: If a technical deep-link redirects to a generic landing page, it is flagged as a precision failure.
     - **Deep Link Rescue (Universal)**: For ALL technical resources, the bot MUST NOT delete the link immediately. Instead, it SHOULD attempt to "rescue" it using the technical title, full V1 description, and **Real-time Web Grounding** (MCP) for high-precision context search.
     - **High-Value Preservation (The 'Review Required' Rule)**: Resources identified as **High-Value** (visually highlighted with bold/highlight, marked with 🌟 stars, or featuring dense technical descriptions) MUST NEVER be automatically deleted. If rescue attempts fail, these links MUST be marked as `status: review_required` and preserved in the archive for manual verification.
     - **Authoritative Preservation**: If a specific technical equivalent is found (e.g., Nginx to F5 migration), the URL MUST be updated to the new specific path.
 
-35. **Social Proof & Reputation Filter**: To eliminate "vaporware" and unstable tools:
+36. **Social Proof & Reputation Filter**: To eliminate "vaporware" and unstable tools:
     - **Community Vetting**: Curation agents MUST use **Real-time Web Grounding** to cross-reference new tools with community platforms (Reddit, Hacker News).
     - **Reputation Penalty**: If a project is widely reported as abandoned, unstable, or misleading, the agent MUST apply a significant impact penalty or reject the resource entirely.
     - **Reputation Metadata**: The inventory SHOULD track `reputation_status` (Vetted/Suspicious) and a brief `reputation_summary`.
 
-36. **License & Compliance Guard**: To protect the Open Source integrity of the Nubenetes ecosystem:
+37. **License & Compliance Guard**: To protect the Open Source integrity of the Nubenetes ecosystem:
     - **License Monitoring**: Health agents MUST monitor the `LICENSE` field for all repository resources (GitHub/GitLab).
     - **Non-Free Transition Alert**: If a project transitions from a permissive license (e.g., Apache 2.0, MIT) to a non-free or restrictive license (e.g., BSL, SSPL), the resource MUST be flagged as `status: review_required`.
     - **Impact Adjustment**: Projects that move away from Open Source standards MUST receive an automatic star reduction and be deprioritized in the V2 portal to favor truly open alternatives.
 
-37. **V2 Elite Visual Standards**: All V2 content generation MUST apply the following visual hierarchy:
+38. **V2 Elite Visual Standards**: All V2 content generation MUST apply the following visual hierarchy:
     - **Platinum Resources (5 stars)**: Use yellow highlighting for the link text (e.g., `==[Link Title]==`).
     - **Gold Resources (4 stars)**: Use bold formatting for the link text (e.g., `**[Link Title]**`).
     - **Multi-Dimensional Tagging**: Every resource in V2 SHOULD have one or more maturity/type tags.
     - **Minimalist Inline Summaries**: High-density summaries MUST be rendered using a **native HTML5 `<details>` element with `inline-block` behavior** (appearing as a "Deep-Dive" tag) to maximize vertical density while providing depth on demand.
     - **Star Consistency**: Maintain the 1-5 star scale for technical impact. Resources with 0 stars are considered "Standard References" and do not display a star prefix/suffix in the V2 UI.
 
-38. **V2 Semantic Connectivity**: All V2 content generation MUST implement the **Semantic Cross-Linking Engine**. AI agents must autonomously identify related architectural patterns within the same strategic dimension and inject "💡 Explore Related" navigation blocks at the end of sections to facilitate a connected knowledge graph.
+39. **V2 Semantic Connectivity**: All V2 content generation MUST implement the **Semantic Cross-Linking Engine**. AI agents must autonomously identify related architectural patterns within the same strategic dimension and inject "💡 Explore Related" navigation blocks at the end of sections to facilitate a connected knowledge graph.
 
-39. **Industrial Learning Flow**: V2 documents MUST follow an O'Reilly-style technical progression. Organization within sections must move from foundational theory and standards to advanced implementation details and emerging patterns.
+40. **Industrial Learning Flow**: V2 documents MUST follow an O'Reilly-style technical progression. Organization within sections must move from foundational theory and standards to advanced implementation details and emerging patterns.
 
-40. **Robust AI-Driven Multi-Tagging (Multi-Agent Protocol)**: Every resource evaluation MUST utilize a **Multi-Agent Analyst-Auditor workflow** with **Real-time Web Grounding (MCP)**:
+41. **Robust AI-Driven Multi-Tagging (Multi-Agent Protocol)**: Every resource evaluation MUST utilize a **Multi-Agent Analyst-Auditor workflow** with **Real-time Web Grounding (MCP)**:
     - **Analyst Role**: Initial technical classification and initial evidence synthesis.
     - **Auditor Role (Grounded)**: Selective verification of high-impact candidates ([DE FACTO STANDARD] or [ENTERPRISE-STABLE]) using Pro models to search for community reputation and stability. AI-assigned tags take precedence over static rules. Fallback to `[COMMUNITY-TOOL]` is only permitted after exhaustive classification failure.
 
-41. **V2 Index Branding Protection**: The header and vision block of the V2 Elite Portal MUST NOT be modified. The title MUST remain "Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)" and the abstract MUST use the "The High-Density Vision" text as hardcoded in the optimizer logic to maintain industrial-grade branding.
+42. **V2 Index Branding Protection**: The header and vision block of the V2 Elite Portal MUST NOT be modified. The title MUST remain "Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)" and the abstract MUST use the "The High-Density Vision" text as hardcoded in the optimizer logic to maintain industrial-grade branding.
 
-42. **V2 Index Visual Standard (Automotive Roots)**: The Nubenetes V2 Elite Portal index MUST feature a centered banner image linked to `kubernetes.io`, followed by the Horatio Nelson Jackson quote and the specific automotive container metaphor image (`images/container_with_cars_v2.png`). This image is a manually provided asset and MUST NOT be regenerated by AI to ensure the preservation of the project's established visual identity.
+43. **V2 Index Visual Standard (Automotive Roots)**: The Nubenetes V2 Elite Portal index MUST feature a centered banner image linked to `kubernetes.io`, followed by the Horatio Nelson Jackson quote and the specific automotive container metaphor image (`images/container_with_cars_v2.png`). This image is a manually provided asset and MUST NOT be regenerated by AI to ensure the preservation of the project's established visual identity.
 
-43. **V2 Index Footer Standard**: The V2 index MUST always conclude with the **Maturity Taxonomy** and **Technical Impact** explanation tables. These sections define the industrial-grade classification and visual code (Highlighting/Bold) used throughout the Elite portal and must be preserved across all automated regenerations.
+44. **V2 Index Footer Standard**: The V2 index MUST always conclude with the **Maturity Taxonomy** and **Technical Impact** explanation tables. These sections define the industrial-grade classification and visual code (Highlighting/Bold) used throughout the Elite portal and must be preserved across all automated regenerations.
 
-44. **V2 Navigation Standard**: The top navigation bar in `v2-mkdocs.yml` MUST feature the "Agentic Elite Portal" link as the primary entry point to ensure professional consistency across the platform.
+45. **V2 Navigation Standard**: The top navigation bar in `v2-mkdocs.yml` MUST feature the "Agentic Elite Portal" link as the primary entry point to ensure professional consistency across the platform.
 
-45. **Version Control & Changelog Standard**: All significant milestones and architectural shifts MUST be versioned using **Semantic Versioning (SemVer)** and documented in [`CHANGELOG.md`](CHANGELOG.md) following the "Keep a Changelog" standard. This ensures full traceability of the ecosystem's evolution from historical archive to agentic portal.
+46. **Version Control & Changelog Standard**: All significant milestones and architectural shifts MUST be versioned using **Semantic Versioning (SemVer)** and documented in [`CHANGELOG.md`](CHANGELOG.md) following the "Keep a Changelog" standard. This ensures full traceability of the ecosystem's evolution from historical archive to agentic portal.
 
-46. **On-Demand Metadata Enrichment (V2)**: The V2 generation engine MUST support a manual `ENRICH_METADATA` flag. When active, the bot MUST fetch real-time GitHub stars and license data for all repositories missing this metadata in the inventory. This ensures that [DE FACTO STANDARD] and [ENTERPRISE-STABLE] tags are assigned based on current industry momentum rather than stale or missing cache data.
+47. **On-Demand Metadata Enrichment (V2)**: The V2 generation engine MUST support a manual `ENRICH_METADATA` flag. When active, the bot MUST fetch real-time GitHub stars and license data for all repositories missing this metadata in the inventory. This ensures that [DE FACTO STANDARD] and [ENTERPRISE-STABLE] tags are assigned based on current industry momentum rather than stale or missing cache data.
 
-47. **Agentic Presubmit Safeguards (PR Guardian)**: All PRs to `develop` MUST be analyzed by the `PR Guardian` AI agent to ensure compliance with Nubenetes standards (No emojis in headers, valid Markdown, correct URL normalization, high-density descriptions).
+48. **Agentic Presubmit Safeguards (PR Guardian)**: All PRs to `develop` MUST be analyzed by the `PR Guardian` AI agent to ensure compliance with Nubenetes standards (No emojis in headers, valid Markdown, correct URL normalization, high-density descriptions).
 
-48. **Resilient Quota Management (Circuit Breakers)**: AI workflows MUST implement circuit breaker logic (Exit Code 42) to gracefully pause processing and disable the workflow when API quotas (e.g., 429 Too Many Requests) are exhausted, preventing infinite loop failures.
+49. **Resilient Quota Management (Circuit Breakers)**: AI workflows MUST implement circuit breaker logic (Exit Code 42) to gracefully pause processing and disable the workflow when API quotas (e.g., 429 Too Many Requests) are exhausted, preventing infinite loop failures.
 
-49. **Markdown Linting Continuity**: All files in `docs/` and `v2-docs/` MUST pass the automated `markdownlint` validation to ensure pristine HTML rendering within MkDocs.
+50. **Markdown Linting Continuity**: All files in `docs/` and `v2-docs/` MUST pass the automated `markdownlint` validation to ensure pristine HTML rendering within MkDocs.
 
-50. **Zero-Redundancy Agentic Pipeline (Performance Standard)**: To maintain the **30-minute execution standard**, the V2 ecosystem utilizes a decoupled micro-workflow architecture:
+51. **Zero-Redundancy Agentic Pipeline (Performance Standard)**: To maintain the **30-minute execution standard**, the V2 ecosystem utilizes a decoupled micro-workflow architecture:
     - **V2 Health Monitor**: Weekly network validation of the link archive.
     - **V2 Metadata Engine**: Bi-weekly extraction of GitHub stars and licenses.
     - **V2 AI Curator**: On-demand deep architectural analysis and hierarchical indexing.
@@ -170,28 +179,28 @@ This file contains the accumulated instructions and long-term vision for the aut
     - **Linear Knowledge Flow**: The workflow follows a strict sequence: 1. Health/Metadata (Decoupled) -> 2. Distributed Inventory -> 3. Fast-Track Optimization (V2 Publisher).
     - **Manual Override Control**: All agents must respect the manual workflow flags (`FORCE_FULL_CHECK`, `FORCE_EVAL`, `ENRICH_METADATA`). When disabled (Standard Run), the system MUST strictly enforce the cache-first policy for maximum efficiency.
 
-51. **Linguistic Uniformity**: All core documentation (index, README, GEMINI.md) and V2 portal summaries MUST be written in **Professional Technical English**. V1 descriptions remain in their native language (Mandate 10).
+52. **Linguistic Uniformity**: All core documentation (index, README, GEMINI.md) and V2 portal summaries MUST be written in **Professional Technical English**. V1 descriptions remain in their native language (Mandate 10).
 
-52. **Flash-First High-Density Curation (Scale Mandate)**: For mass processing (>1,000 resources), the system MUST prioritize **Gemini Flash/Lite** models for the Analyst phase. This ensures high RPM/TPM throughput while maintaining cost efficiency. Pro models are strictly reserved for the Auditor phase or high-value resource verification.
+53. **Flash-First High-Density Curation (Scale Mandate)**: For mass processing (>1,000 resources), the system MUST prioritize **Gemini Flash/Lite** models for the Analyst phase. This ensures high RPM/TPM throughput while maintaining cost efficiency. Pro models are strictly reserved for the Auditor phase or high-value resource verification.
 
-53. **Robust Batch Processing & Rate-Limit Resilience**: Large-scale curation MUST use batch sizes of **50 resources** for Fast-Track processing with a mandatory **2-second safety delay** between batches. 
+54. **Robust Batch Processing & Rate-Limit Resilience**: Large-scale curation MUST use batch sizes of **50 resources** for Fast-Track processing with a mandatory **2-second safety delay** between batches. 
     - **Incremental Persistence**: The system MUST flush the `inventory.yaml` to disk every 20 batches.
     - **Workflow Resilience**: Workflows MUST utilize GitHub Actions Cache (`actions/cache`) to restore progress at startup and save it `always()` at the end, ensuring zero data loss even upon 6-hour timeout cancellations.
 
-54. **Multi-Tier Agentic Model Selection Policy**: To optimize the balance between reasoning depth, execution speed, and API quota safety, models MUST be selected based on task profile:
+55. **Multi-Tier Agentic Model Selection Policy**: To optimize the balance between reasoning depth, execution speed, and API quota safety, models MUST be selected based on task profile:
     - **Tier 1 (High-Throughput / Formatting)**: Mandatory **Gemini Flash/Lite**. Used for: mass classification (V2), formatting audits (PR Guardian), and high-volume link rescue (Health Checker).
     - **Tier 2 (High-Context / Human Interpretation)**: Mandatory **Gemini Pro**. Used for: raw social media curation (X.com/RSS), complex architectural auditing, and security-critical verification.
     - **Constraint**: Tier 2 tasks MUST be limited to low-volume batches to protect the global RPM quota.
 
-55. **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.
+56. **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.
 
-56. **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".
+57. **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".
 
-57. **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.
+58. **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.
 
-58. **High-Fidelity Official Extraction Protocol**: Multimedia curation (YouTube) MUST prioritize the **Official YouTube Data API v3** to ensure 100% fidelity to technical titles, descriptions, and metadata. Brittle scraping fallback (yt-dlp) or AI grounding MUST only be utilized when the official API is unavailable, and all extraction logic MUST support multiline indentation to prevent Markdown rendering breakage.
+59. **High-Fidelity Official Extraction Protocol**: Multimedia curation (YouTube) MUST prioritize the **Official YouTube Data API v3** to ensure 100% fidelity to technical titles, descriptions, and metadata. Brittle scraping fallback (yt-dlp) or AI grounding MUST only be utilized when the official API is unavailable, and all extraction logic MUST support multiline indentation to prevent Markdown rendering breakage.
 
-59. **Granular Versioning and Collaborative History Standard**: All architectural shifts and milestones MUST be versioned using **Semantic Versioning (SemVer)**. The `CHANGELOG.md` MUST follow the 'Keep a Changelog' standard and maintain a granular, exhaustive record including:
+60. **Granular Versioning and Collaborative History Standard**: All architectural shifts and milestones MUST be versioned using **Semantic Versioning (SemVer)**. The `CHANGELOG.md` MUST follow the 'Keep a Changelog' standard and maintain a granular, exhaustive record including:
     - **Community Recognition**: Explicitly mention external authors and link to their specific Pull Requests (e.g., [PR #XX]).
     - **4-Tier Multimedia Hierarchy**: Clearly document the fallback sequence (Official API > Transcripts > Scraping > Gemini Grounding).
     - **Interactive Navigation**: Version headers MUST be clickable links to the corresponding GitHub Release tag.
@@ -236,11 +245,14 @@ To maintain the integrity of the archive and ensure the AI agents operate correc
 
 1.  **Branch Hierarchy**:
     *   `master`: Read-only for contributors/bots. Restricted to repository owner only.
-    *   `develop`: The only valid target for Pull Requests.
-2.  **Pull Request Policy**:
-    *   AI agents MUST always target `develop`.
-    *   Manual contributions (human PRs) targeting `master` must be automatically or manually redirected to `develop`.
-3.  **Owner-Only Merges**: Only the repository owner has the authority to merge `develop` into `master` after verifying the visual health dashboard and metrics.
+    *   `develop`: The only valid target for direct AI commits and Pull Requests.
+2.  **Strict Pull Request Policy (No Manual Merges)**:
+    *   AI agents MUST always target `develop` for their work.
+    *   AI agents MUST NEVER perform manual CLI merges (e.g., `git merge develop`) into `master` or `main`.
+    *   To promote changes to `master`, AI agents MUST open a formal Pull Request from `develop` to `master` (e.g., using `gh pr create`) and **STOP**, waiting for the repository owner to review and merge via the GitHub UI. This ensures CI/CD workflows run correctly.
+3.  **Owner-Only Merges & Tagging**:
+    *   Only the repository owner has the authority to merge `develop` into `master` after verifying the visual health dashboard and metrics.
+    *   Creation of version tags (`git tag`) MUST only occur AFTER the PR has been successfully merged into `master` by the owner.
 
 ## 📝 README Synchronization & Maintenance Protocols
 
@@ -336,13 +348,14 @@ The bot must rotate between profiles to avoid detection:
         - **OpenGraph Social Cards**: The V2 Portal MUST generate dynamic social sharing cards for every page using the `social` plugin to maximize ecosystem engagement.
         - **Dependency Guard (Dependabot)**: Automated monitoring of Python and GitHub Action dependencies is mandatory. Any security vulnerability MUST be addressed via prioritized bot-generated PRs.
 
-    - **AI and Artificial Intelligence Dimension**: Renamed from "Intelligent Control Plane" for better industry alignment.
+    - **AI Dimension**: Renamed from "Intelligent Control Plane" for better industry alignment.
     - **Zero-to-Hero Grouping**: Implemented complexity-based levels (Fundamentals to Architect) for high-density learning paths.
     - **Special Assets Logic**: Integrated data/special_assets.yaml to ensure exhaustive preservation of critical lists (Introduction, YAML, Awesome repos).
 *   **May 2026**: **Modernization of CI/CD, MkDocs Features, and UI (Cyber Cloud)**:
     - **Native GitHub Pages**: Migrated deployment to use native artifacts instead of the `gh-pages` branch for improved security and speed.
     - **CI/CD Caching**: Implemented `cache: pip` via `requirements.txt` to significantly speed up build times.
     - **V2 Elite Cyber Cloud Aesthetic**: Upgraded UI with high-contrast pure black backgrounds, neon cyan accents, advanced glassmorphism, and hover glow effects.
+    - **Visual Identity Modernization**: Replaced the legacy car favicon with a new modern "Gemini construction car" PNG (`favicon-car-modern.png`) to improve search engine appearance and brand consistency.
     - **MkDocs Features Enabled**: Activated native Privacy Plugin (GDPR compliance), Pruned Navigation (performance), Social Cards in V1, Code Copy, Tab Sync, and Tooltips.
     - **Announce Banner**: Added a global announcement banner to V1 directing users to the V2 Elite Portal.
     - **Resilient Architectural Refinements (Phase 2)**:

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 2026-05-24)
+(Stats as of 2026-05-25)
 
 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
-| **Total Technical Resources (Links)** | **15214+** |
+| **Total Technical Resources (Links)** | **17992+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5186+** |
+| **Total Commits** | **5473+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 <!-- HEART_STATS_END -->
 
@@ -150,16 +150,16 @@ Top 10 categories by link volume in the exhaustive V1 archive.
 <!-- TOP_CATEGORIES_START -->
 | Category (Markdown Page) | Total Links |
 | :--- | :---: |
-| [Kubernetes](docs/kubernetes.md) | 1099 |
-| [Kubernetes Tools](docs/kubernetes-tools.md) | 727 |
-| [Terraform](docs/terraform.md) | 616 |
-| [Demos](docs/demos.md) | 513 |
-| [Azure](docs/azure.md) | 465 |
-| [Git](docs/git.md) | 429 |
-| [Jenkins](docs/jenkins.md) | 405 |
-| [Devsecops](docs/devsecops.md) | 339 |
-| [Introduction](docs/introduction.md) | 321 |
-| [Managed Kubernetes In Public Cloud](docs/managed-kubernetes-in-public-cloud.md) | 306 |
+| [Kubernetes](docs/kubernetes.md) | 1271 |
+| [Kubernetes Tools](docs/kubernetes-tools.md) | 808 |
+| [Terraform](docs/terraform.md) | 712 |
+| [Azure](docs/azure.md) | 608 |
+| [Demos](docs/demos.md) | 596 |
+| [Git](docs/git.md) | 521 |
+| [Jenkins](docs/jenkins.md) | 448 |
+| [Devsecops](docs/devsecops.md) | 409 |
+| [Introduction](docs/introduction.md) | 387 |
+| [Managed Kubernetes In Public Cloud](docs/managed-kubernetes-in-public-cloud.md) | 376 |
 <!-- TOP_CATEGORIES_END -->
 
 ### 2.3. Historical Growth (Commits and References)
@@ -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 | 1627 | 6,719 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 1914 | 7,904 | **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, 6719]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1627]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 7904]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1914]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1602 | 6,616 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 1889 | 7,801 | **Agentic Inception (Gemini Era)** |
 <!-- MONTHLY_SURGE_END -->
 
 ### 2.4. Content Distribution and Semantic Clustering
@@ -217,6 +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
     "Kubernetes Ecosystem" : 3500
     "Developer Ecosystem" : 3000
     "Public/Private Cloud" : 2500
@@ -224,7 +225,6 @@ pie title Nubenetes Major Ecosystem Pillars
     "Infra as Code" : 1200
     "SRE and Observability" : 1000
     "Security and DevSecOps" : 1000
-    "Specialized Topics" : 814
 ```
 <!-- PILLAR_CHART_END -->
 
@@ -238,10 +238,10 @@ Reflecting Nubenetes' mission of global access while maintaining technical Engli
 <!-- SUB_ECO_CHART_START -->
 ```mermaid
 pie title Linguistic Diversity (Global Access)
-    "English" : 13692
-    "Spanish" : 912
-    "French" : 152
-    "Others" : 456
+    "English" : 16192
+    "Spanish" : 1079
+    "French" : 179
+    "Others" : 539
 ```
 <!-- SUB_ECO_CHART_END -->
 
@@ -342,10 +342,11 @@ Nubenetes operates with two distinct editions to serve different engineering nee
 - **Purpose:** Preservation of all technical knowledge since 2018.
 - **Scope:** 17,000+ links across 160+ pages.
 - **Source of Truth:** The `docs/` directory.
-- **Deployment:** [nubenetes.com](https://nubenetes.com)
+- **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.
 - **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):**
@@ -358,7 +359,7 @@ 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/v2/](https://nubenetes.com/v2/)
+- **Deployment:** [nubenetes.com/](https://nubenetes.com/)
 
 ### 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:
@@ -903,10 +904,10 @@ graph LR
     B --> D["V2 Vision Engine"]
     B --> Z["README Sync"]
     D --> E["V2 Update (develop)"]
-    E --> M["Sync to 'master'"]
-    M --> C["Pip Cache & CI/CD Build"]
+    M["Sync to 'master'"] --> C["Pip Cache & CI/CD Build"]
     C --> F["Upload Pages Artifact"]
-    F --> G["Native Deploy to nubenetes.com"]
+    F --> G["Native Deploy to nubenetes.com (V2) and /v1/ (Archive)"]
+    Z --> B
     Z --> B
 ```
 

data/special_assets.yaml

@@ -24,7 +24,7 @@ special_assets:
 
 # Navigation Renaming
 dimension_renaming:
-  "Intelligent Control Plane": "AI and Artificial Intelligence"
+  "Intelligent Control Plane": "AI"
 
 # Advanced Classification Rules for V2
 v2_learning_paths:

docs/GoogleCloudPlatform.md

@@ -26,7 +26,7 @@
 ## Introduction
 
 - [cloud.google.com](https://cloud.google.com)
-- [==console.cloud.google.com/products==](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&dsh=S-434924395%3A1779041052185976&followup=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&osid=1&passive=1209600&service=cloudconsole&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2Pasn2LQq2-HAsrhKLmjDeNW0e8jsHz1CbZM8xG_fzw2d_QHhWCcHPV60tTMOkJixTn6JdLIstQ)
+- [==console.cloud.google.com/products==](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&dsh=S-837258255%3A1779033921742301&followup=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&osid=1&passive=1209600&service=cloudconsole&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PavdLijoZE8HgBUBXNoU1YfsOf-olUjJ8JfmhFG_0QoTjdDv1sVmFwi8Eo6EXbpyWStjzuTRaQ)
 - [==googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet==](https://cloud.google.com/products)
 - [cloud.google.com: DevOps](https://cloud.google.com/devops)
 - [Cloud Developer Tools](https://cloud.google.com/products/tools)
@@ -117,10 +117,10 @@
 - [Everything You Want To Know About Anthos - Google's Hybrid And Multi-Cloud Platform](https://www.forbes.com/sites/janakirammsv/2019/04/14/everything-you-want-to-know-about-anthos-googles-hybrid-and-multi-cloud-platform)
 - [itnext.io: Anthos — Multi-cluster Management](https://itnext.io/anthos-multi-cluster-management-aa6f2c03120d)
 - [itnext.io: Ingress for Anthos — Multi-cluster Ingress and Global Service Load Balancing](https://itnext.io/ingress-for-anthos-multi-cluster-ingress-and-global-service-load-balancing-c56c57b97e82)
-- [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://cloud.google.com/architecture/partners/a-hybrid-cloud-native-devsecops-pipeline-with-jfrog-artifactory-and-gke-on-prem) Running in a hybrid environment means that some of your processing happens on Google Cloud and other processing remains on-premises. Anthos helps you manage both an on-premises Kubernetes cluster and a cluster running on Google Cloud.
+- [A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟](https://docs.cloud.google.com/architecture) Running in a hybrid environment means that some of your processing happens on Google Cloud and other processing remains on-premises. Anthos helps you manage both an on-premises Kubernetes cluster and a cluster running on Google Cloud.
 - [Bringing Kubernetes’ goodness to Windows Server apps with Anthos](https://cloud.google.com/blog/topics/anthos/windows-server-support-comes-to-anthos-on-prem) Windows container support to GKE on-premises through Anthos.
 - [cloud.google.com: Anthos makes multi-cloud easier with new API, support for Azure](https://cloud.google.com/blog/products/containers-kubernetes/google-cloud-anthos-multicloud-api-and-gke-on-azure-ga)
-- [medium.com/google-cloud: Anthos-at-Home: Spinning Up a Bare-Metal Anthos Cluster on Dumpster Servers](https://medium.com/google-cloud/anthos-at-home-spinning-up-a-bare-metal-anthos-cluster-on-dumpster-servers-5bcef301cfa5) In this article, you will learn the capabilities of Anthos on bare metal and find a detailed guide and explanation on how to do it yourself
+- [medium.com/google-cloud: Anthos-at-Home: Spinning Up a Bare-Metal Anthos Cluster on Dumpster Servers](https://medium.com/google-cloud/anthos-at-home-spinning-up-a-bare-metal-anthos-cluster-on-dumpster-servers-5bcef301cfa5) the capabilities of Anthos on bare metal and find a detailed guide and explanation on how to do it yourself
 
 ## Python
 

docs/about.md

@@ -214,6 +214,6 @@ Let's improve both the private & public IT sector and the opportunities in large
 ---
 <center markdown="1">
 
-[![automated_ansible](images/automated_ansible.jpg)](https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y000003t7aWQAQ)
+[![automated_ansible](images/automated_ansible.jpg)](https://probably.co.uk/posts/migrating-the-runbook-a-journey-from-legacy-to-devops)
 
 </center>

docs/ai-agents-mcp.md

@@ -14,7 +14,7 @@ Resources, tools, and projects related to autonomous AI agents, Model Context Pr
 - [modelcontextprotocol.io: MCP Official Documentation](https://modelcontextprotocol.io/docs/getting-started/intro)
 
 ## AI Agents
-  - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn) - This resource discusses how IBM Identity and Access Management (IAM) provides native IAM for AI agents, enabling them to have an identity and deliver least privileged access.
+  - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn) -how IBM Identity and Access Management (IAM) provides native IAM for AI agents, enabling them to have an identity and deliver least privileged access.
   - [Level Up Your Agents: Announcing Google's Official Skills Repository](https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository) 🌟 - This blog post announces the launch of Google's official Agent Skills repository on GitHub, designed to equip AI agents with condensed expertise on specific technologies and tasks. Skills are presented in an open Markdown format, including reference files and code snippets, to provide agent-first documentation. This approach aims to reduce 'context bloat' often encountered when using Model Context Protocol (MCP) servers, leading to more efficient and cost-effective AI agent interactions with Google Cloud products like Gemini API, BigQuery, and GKE.
   - [Claude Code Best Practice](https://github.com/shanraisshan/claude-code-best-practice) - A GitHub repository focused on 'vibe coding to agentic engineering', providing practices and examples for interacting with AI models like Claude. It includes sections on agents, commands, skills, development workflows, and implementation details.
   - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) - Kiro is a tool designed to bring engineering discipline to AI agent development. It focuses on managing intent, handling long-running tasks across large codebases, and validating code correctness through a learning agent. Key features include converting natural language prompts into structured requirements (EARS notation), generating architectural designs, creating implementation plans with discrete, sequenced tasks, and enabling terminal-based interaction for building features, automating workflows, and debugging.

docs/ai.md

@@ -47,7 +47,7 @@
 - [aman.ai: Primers • Generative Pre-trained Transformer (GPT)](https://aman.ai/primers/ai/gpt)
 
 ## LLMOps
-  - [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) 🌟 - This article introduces Cursor's new tools for configuring development environments for cloud agents. It highlights the importance of robust environments for agents to perform end-to-end engineering tasks, including accessing codebases, dependencies, credentials, and build systems. The feature supports multi-repo environments, allowing agents to reason across multiple codebases, which is crucial for microservice architectures.
+  - [Development Environments for Cloud Agents](https://cursor.com/blog/cloud-agent-development-environments) 🌟 -Cursor's new tools for configuring development environments for cloud agents. It highlights the importance of robust environments for agents to perform end-to-end engineering tasks, including accessing codebases, dependencies, credentials, and build systems. The feature supports multi-repo environments, allowing agents to reason across multiple codebases, which is crucial for microservice architectures.
   - [Cursor AI Fundamentals Course](https://cursor.com/es/learn) - Official tutorials for Cursor, covering AI fundamentals including models, tokens, hallucinations, agents, MCP, skills, and context. The course is in Spanish and consists of 13 modules.
   - [Cursor Bugbot Effort Levels Documentation](https://cursor.com/docs/bugbot#effort-levels) - Documentation for Cursor's Bugbot, introducing 'effort levels' for users on usage-based plans. These levels can be configured via the Bugbot dashboard.
   - [Claude Code in Action](https://anthropic.skilljar.com/claude-code-in-action) - A course from Anthropic Academy that provides comprehensive training on using Claude Code for software development tasks. It covers the underlying architecture of AI coding assistants, practical implementation techniques, and advanced integration strategies. Key topics include understanding coding assistant architecture, exploring Claude Code's tool use system, mastering context management techniques, implementing visual communication workflows, creating custom automation, and extending functionality with MCP servers.
@@ -77,7 +77,7 @@
     - La startup, con sede en París, acaba de lanzar su modelo de lenguaje Mistral Large y su chatbot conversacional Le Chat
 
 ## Kubernetes and AI
-  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409) - This article introduces Kiro, an AI-based IDE designed to leverage agentic AI for cloud development, specifically mentioning its integration with AWS and potential for Kubernetes environments.
+  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409) -Kiro, an AI-based IDE designed to leverage agentic AI for cloud development, specifically mentioning its integration with AWS and potential for Kubernetes environments.
   - [Limitless Kubernetes Scaling for AI and Data-intensive Workloads: The AKS Fleet Strategy](http://blog.aks.azure.com/2025/04/02/Scaling-Kubernetes-for-AI-and-Data-intensive-Workloads) - *(Related to kubernetes topic)*
   - [Warp: The Agentic Development Environment](https://www.warp.dev) - *(Related to kubernetes-tools topic)*
 

docs/ansible.md

@@ -41,7 +41,7 @@
 
 ## Configuration Management with Ansible DevOps Tool
 
-- [ansible.com](https://www.redhat.com/en/ansible-collaborative?intcmp=7015Y000003t7aWQAQ)
+- [ansible.com](https://www.redhat.com/en/ansible-collaborative)
 - [docs.ansible.com](https://docs.ansible.com)
 - [dureka.co: What Is Ansible?](https://www.edureka.co/blog/what-is-ansible) Configuration Management And Automation With Ansible
 - [Dzone: Part 1: Getting Started with Ansible [ARCHIVED]]( http://web.archive.org/web/20230203201722/https://dzone.com/articles/part-1-getting-started-ansible)
@@ -69,18 +69,18 @@
 - [redhat.com: Demystifying Ansible for Linux sysadmins 🌟](https://www.redhat.com/en/blog/demystifying-ansible-sysadmins) Taking the labor out of labor-intensive tasks is what Ansible is all about. Learn the basics here.
     - [redhat.com: Quick start guide to Ansible for Linux sysadmins 🌟](https://www.redhat.com/en/blog/ansible-quick-start)
 - [opensource.com: 10 ways Ansible is for everyone 🌟](https://opensource.com/article/21/1/ansible) Expand your knowledge and skills with the top 10 Ansible articles plus five news summaries from 2020
-- [ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values](https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values?sc_cid=7015Y000003t7aWQAQ)
+- [ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values](https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values)
 - [linkedin.com: Ansible what is it and what not](https://www.linkedin.com/pulse/ansible-what-marcel-koert)
 - [redhat.com: How to automate system reboots using the Ansible reboot module](https://www.redhat.com/en/blog/automate-reboot-ansible)
 - [developer.okta.com: Tutorial: Ansible and Account Automation with Okta](https://developer.okta.com/blog/2021/02/05/okta-ansible)
 - [redhat.com: Got automation? Here's a quick guide to get you up to speed on Ansible 🌟](https://www.redhat.com/en/blog/how-start-ansible) This article gives you a quick, high-level guide on how to start with Ansible
 - [opensource.com: How Ansible got started and grew](https://opensource.com/article/21/2/ansible-origin-story)
-- [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y000003t7aWQAQ)
+- [ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟](https://www.redhat.com/en/blog/channel/open-source-communities)
 - [toptechskills.com: Ansible Tutorials & Courses 🌟](https://www.toptechskills.com/ansible-tutorials-courses) Ansible is an agentless infrastructure as code (IAC) tool that is super effective at configuring cloud and bare metal infrastructure.
     - [toptechskills.com: How to Speed Up Your Ansible Playbooks Over 600% 🌟](https://www.toptechskills.com/ansible-tutorials-courses/speed-up-ansible-playbooks-pipelining-mitogen)
 - [opensource.com: 5 everyday sysadmin tasks to automate with Ansible 🌟](https://opensource.com/article/21/3/ansible-sysadmin) Get more efficient and avoid errors by automating repeatable daily tasks with Ansible.
-- [redhat.com: 8 steps to developing an Ansible role in Linux 🌟](https://www.redhat.com/en/blog/developing-ansible-role) In this article, an existing Ansible playbook is used to deploy Vim and convert it to a role adding flexibility and reusability.
-- [ansible.com: Ansible whitepaper](https://www.redhat.com/en/engage/ansible-automation-platform-beginners-guide-ebook) Download this paper for a deep dive into Ansible, an open source IT configuration management, deployment, and orchestration tool.
+- [redhat.com: 8 steps to developing an Ansible role in Linux 🌟](https://www.redhat.com/en/blog/developing-ansible-role) an existing Ansible playbook is used to deploy Vim and convert it to a role adding flexibility and reusability.
+- [ansible.com: Ansible whitepaper](https://www.redhat.com/en/resources/whitepapers/ansible-in-depth) Download this paper for a deep dive into Ansible, an open source IT configuration management, deployment, and orchestration tool.
 - [redhat.com: How to use Ansible to send an email using Gmail](https://www.redhat.com/en/blog/configure-gmail-using-ansible)
 - [redhat.com: How to use Ansible to configure a reverse proxy 🌟](https://www.redhat.com/en/blog/reverse-proxy-ansible) Placing a load balancer in front of your web server infrastructure helps ensure any spike in traffic doesn't bring down the site.
 - [Ansible 3.3.0 released](https://groups.google.com/g/ansible-devel/c/CdQ7eWUUm8k?pli=1)
@@ -125,14 +125,14 @@
 - [blog.learncodeonline.in: Managing File Operations With Ansible 🌟](https://blog.learncodeonline.in/managing-file-operations-with-ansible)
 - [developers.redhat.com: How to install VMs and Ansible Automation Platform on Mac M1](https://developers.redhat.com/articles/2022/10/25/how-install-vms-and-ansible-automation-platform-mac-m1)
 - [devopscube.com: How to Setup Ansible AWS Dynamic Inventory](https://devopscube.com/setup-ansible-aws-dynamic-inventory)
-- [ansible.com: Creating Custom Rules for Ansible Lint](https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint?intcmp=7015Y000003t7aWQAQ) What's “linting?” Its objective is to promote proven behaviors, patterns, and practices while avoiding typical traps that can quickly result in errors or make code more difficult to maintain.
-- [ansible.com: The Top 10 Ansible Blogs of 2022](https://www.redhat.com/en/blog/top-10-ansible-blogs-2022?sc_cid=7015Y000003t7aWQAQ)
+- [ansible.com: Creating Custom Rules for Ansible Lint](https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint) What's “linting?” Its objective is to promote proven behaviors, patterns, and practices while avoiding typical traps that can quickly result in errors or make code more difficult to maintain.
+- [ansible.com: The Top 10 Ansible Blogs of 2022](https://www.redhat.com/en/blog/top-10-ansible-blogs-2022)
 - [tomsitcafe.com: Getting started with Ansible playbooks: more steps towards DevOps](https://tomsitcafe.com/2023/02/14/getting-started-with-ansible-playbooks-more-steps-towards-devops)
 - [tomsitcafe.com: Conditional statements – making decisions in Ansible code](https://tomsitcafe.com/2023/02/17/conditional-statements-making-decisions-in-ansible-code)
 - [tomsitcafe.com: How to implement and use handlers in Ansible code?](https://tomsitcafe.com/2023/03/06/how-to-implement-and-use-handlers-in-ansible-code)
 - [tomsitcafe.com: Configuration file blueprints: Jinja2 templates in the Ansible code](https://tomsitcafe.com/2023/03/13/configuration-file-blueprints-jinja2-templates-in-the-ansible-code)
 - [tomsitcafe.com: Handling sensitive data with Ansible Vault: encrypting strings instead of files](https://tomsitcafe.com/2023/03/16/handling-sensitive-data-with-ansible-vault-encrypting-strings-instead-of-files)
-- [ansible.com: Kubernetes Meets Event-Driven Ansible 🌟](https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible?intcmp=7015Y000003t7aWQAQ)
+- [ansible.com: Kubernetes Meets Event-Driven Ansible 🌟](https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible)
 - [==sayali.hashnode.dev: Day 56: Understanding Ad-hoc commands in Ansible== 🌟](https://sayali.hashnode.dev/day-56-understanding-ad-hoc-commands-in-ansible)
 - [tomsitcafe.com: Let’s use a more flexible directory structure for an Ansible project](https://tomsitcafe.com/2023/05/11/lets-use-a-more-flexible-directory-structure-for-an-ansible-project)
 - [tomsitcafe.com: Enhancing Ansible Automation: Exploring the Power of Ansible Semaphore, a Modern Open-Source GUI](https://tomsitcafe.com/2023/05/15/ansible-semaphore-a-modern-open-source-gui-for-our-ansible-automation)
@@ -177,7 +177,7 @@
 
 ### Writing an Ansible module for a REST API
 
-- [ansible.com: Automating your business application's REST API with Ansible](https://www.redhat.com/en/technologies/management/ansible/application-delivery?sc_cid=7015Y000003t7aWQAQ) You will learn how you can use Ansible to talk to your business application's REST API - and to develop your own Ansible modules doing just that.
+- [ansible.com: Automating your business application's REST API with Ansible](https://www.redhat.com/en/technologies/management/ansible/application-delivery) You will learn how you can use Ansible to talk to your business application's REST API - and to develop your own Ansible modules doing just that.
 - [liquidat.wordpress.com: [Howto] Writing an Ansible module for a REST API](https://liquidat.wordpress.com/2016/06/27/howto-writing-an-ansible-module-for-a-rest-api)
 
 ## Ansible Videos
@@ -186,7 +186,7 @@
 - [youtube playlist: Ansible Tutorial - by Infra Xpertzz 🌟](https://www.youtube.com/playlist?list=PLOwxB_PX3s3WSfhzVtwhxXwy7QpkmtnzR)
     - [youtube.com: Ansible Tutorial Part 8 - Implementing Handlers and Handling Task Failures](https://www.youtube.com/watch?v=pJFZ5h9fT5o&ab_channel=InfraXpertzz)
 - [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk) - [slides](https://gitlab.com/xavki/devopsland/-/tree/master/ansible)
-    - [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn) In this tutorial, we start an exercise to install a monitoring stack. This exercise allows you to add prometheus + grafana on 1 server and node-exporter on all servers.
+    - [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn) we start an exercise to install a monitoring stack. This exercise allows you to add prometheus + grafana on 1 server and node-exporter on all servers.
 
 ## Ansible Playbooks
   - [Ansible for DevOps Examples](https://github.com/geerlingguy/ansible-for-devops) 🌟 - A GitHub repository containing example Ansible playbooks and roles specifically tailored for DevOps practices. It covers various use cases, including infrastructure deployment, application configuration, and automation for common DevOps tools.
@@ -201,36 +201,36 @@
 - [Ansible Collections 🌟](https://github.com/ansible-collections)
 - [Amazon AWS Collection 🌟](https://github.com/ansible-collections/amazon.aws)
 - [Radware/radware-ansible: Radware Ansible Collection](https://github.com/Radware/radware-ansible)
-- [ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection](https://www.redhat.com/en/blog/based-validated-network-content?sc_cid=7015Y000003t7aWQAQ) Ansible validated content is use cases-focused automation packaged as Collections. They include plugins, roles and playbooks that can be used as an automation job through RedHat Ansible Automation Platform. Here's how to use the network.base Collection.
+- [ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection](https://www.redhat.com/en/blog/based-validated-network-content) Ansible validated content is use cases-focused automation packaged as Collections. They include plugins, roles and playbooks that can be used as an automation job through RedHat Ansible Automation Platform. Here's how to use the network.base Collection.
 
 ## Red Hat Ansible Automation Platform
 
 - [redhat.com: Red Hat Ansible Automation Platform Enhancements and New Certified Ansible Content Collections Refine the Automation Experience to Drive Business Imperatives](https://www.redhat.com/en/about/press-releases/red-hat-ansible-automation-platform-enhancements-and-new-certified-ansible-content-collections-refine-automation-experience-drive-business-imperatives) Ready-to-use, curated automation for a wide range of platforms, public clouds, network and security technologies help organizations more easily get started with the latest trusted automation
-- [ansible.com: Red Hat Ansible Automation Platform 1.2](https://www.redhat.com/en/ansible-collaborative?intcmp=7015Y000003t7aWQAQ/blog/now-available-red-hat-ansible-automation-platform-1.2)
+- [ansible.com: Red Hat Ansible Automation Platform 1.2](https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform-1.2)
 - [pypi.org: ansible-navigator 🌟](https://pypi.org/project/ansible-navigator) A text-based user interface (TUI) for the Red Hat Ansible Automation Platform
-- [ansible.com: Introducing Ansible Automation Platform 2](https://www.redhat.com/en/ansible-collaborative?intcmp=7015Y000003t7aWQAQ/blog/introducing-ansible-automation-platform-2)
+- [ansible.com: Introducing Ansible Automation Platform 2](https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2)
 - [redhat.com: From the datacenter to the edge: The open hybrid cloud vision for Red Hat Ansible Automation Platform 2](https://www.redhat.com/en/blog/datacenter-edge-open-hybrid-cloud-vision-red-hat-ansible-automation-platform-2)
 - [redhat.com: Redefining the possibilities of IT automation across your ecosystem with Red Hat partners](https://www.redhat.com/en/blog/redefining-possibilities-it-automation-across-your-ecosystem-red-hat-partners)
 - [crn.com: IBM’s Red Hat Reveals Ansible Automation Platform 2 Early Access](https://www.crn.com/news/cloud/ibm-s-red-hat-reveals-ansible-automation-platform-2-early-access) ‘Automation is foundational. Not an option. Not tactical,’ Massimo Ferrari, Red Hat’s management strategy director, tells CRN in an interview. “You need automation, otherwise you won‘t be able to do many other things, whether that be DevOps, whether that be digital transformation.”
 - [devops.com: Red Hat Extends Scope of Ansible Automation Ambitions](https://devops.com/red-hat-extends-scope-of-ansible-automation-ambitions) Red Hat announced the availability of a preview edition of Red Hat Ansible Automation Platform 2 that is intended to make it easier to automate IT processes at scale.
 - [redhat.com: Red Hat Ansible Automation Platform 2 Drives Cloud-Native Automation and Helps Developers Become Automators](https://www.redhat.com/en/about/press-releases/red-hat-ansible-automation-platform-2-drives-cloud-native-automation-and-helps-developers-become-automators) Industry’s leading IT automation platform now re-architected for deploying portable automation at massive scale across hybrid clouds and edge environments while shifting automation left into application development
-- [ansible.com: What's new in Ansible Automation Platform 2: automation controller](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller?sc_cid=7015Y000003t7aWQAQ)
-    - [ansible.com: What's new in Ansible Automation Platform 2: automation content navigator](https://www.redhat.com/en/ansible-collaborative?intcmp=7015Y000003t7aWQAQ/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator)
+- [ansible.com: What's new in Ansible Automation Platform 2: automation controller](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller)
+    - [ansible.com: What's new in Ansible Automation Platform 2: automation content navigator](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator)
 - [venturebeat.com: Red Hat brings Ansible IT automation engine to Azure](https://venturebeat.com/2021/12/08/red-hat-brings-its-ansible-it-automation-engine-to-azure)
 - [redhat.com: Red Hat Brings Industry-Leading Ansible Automation Platform to **Microsoft Azure**](https://www.redhat.com/en/about/press-releases/red-hat-brings-industry-leading-ansible-automation-platform-microsoft-azure) Customers can more easily automate across hybrid clouds, IoT and edge deployments with Red Hat Ansible Automation Platform on Microsoft Azure
 - [wraltechwire.com: Red Hat expands hybrid cloud efforts in Ansible deal with Microsoft Azure](https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-ansible-deal-with-microsoft-azure)
 
 ### Automation services catalog
 
-- [ansible.com: Automation services catalog, the newest addition to the Ansible Automation Platform](https://www.redhat.com/en/technologies/management/ansible?sc_cid=7015Y000003t7aWQAQ) Provide lifecycle management, provisioning, retirement and cataloging of automation resources to your business
+- [ansible.com: Automation services catalog, the newest addition to the Ansible Automation Platform](https://www.redhat.com/en/technologies/management/ansible) Provide lifecycle management, provisioning, retirement and cataloging of automation resources to your business
 
 ### Red Hat Certified Ansible Content Collections
 
 - [List of Red Hat Supported Maintained Ansible Collections 🌟](https://access.redhat.com/articles/4993781)
-- [ansible.com: Automating Red Hat Satellite with Ansible](https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible?sc_cid=7015Y000003t7aWQAQ)
+- [ansible.com: Automating Red Hat Satellite with Ansible](https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible)
     - [galaxy.ansible.com: letsencrypt](https://galaxy.ansible.com/t_systems_mms/letsencrypt) This collection contains a role for issuing ssl certificates from Let's Encrypt via dns or http-challenge
 - [opensource.com: 5 tips for choosing an Ansible collection that's right for you](https://opensource.com/article/21/3/ansible-collections) Try these strategies to find and vet collections of Ansible plugins and modules before you install them.
-- [ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟](https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection?sc_cid=7015Y000003t7aWQAQ)
+- [ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟](https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection)
 - [youtube: Ansible Collections 🌟](https://www.youtube.com/watch?app=desktop&v=AXnDrGgLaF0&feature=share&ab_channel=RobertdeBock)
 
 ## Ansible Cheat Sheets
@@ -252,12 +252,12 @@
 
 ### Ansible Tower and Ansible AWX. Running Ansible Playbooks From Ansible Tower
 
-- [Ansible Tower](https://www.redhat.com/en/technologies/management/ansible/automation-controller?sc_cid=7015Y000003t7aWQAQ)
-- [Ansible Tower Docs](http://legacy-controller-docs.ansible.com/ansible-tower)
+- [Ansible Tower](https://www.redhat.com/en/products/tower)
+- [Ansible Tower Docs](https://legacy-controller-docs.ansible.com/ansible-tower)
 - [Ansible AWX](https://github.com/ansible/awx)
 - [AWX Operator](https://github.com/ansible/awx-operator) An Ansible AWX operator for Kubernetes built with Operator SDK and Ansible.
-- [ansible.com/blog/topic/ansible-tower](https://www.redhat.com/en/ansible-collaborative?intcmp=7015Y000003t7aWQAQ/blog/topic/ansible-tower)
-- [Red Hat Ansible Tower Monitoring: Using Prometheus + Node Exporter + Grafana](https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y000003t7aWQAQ)
+- [ansible.com/blog/topic/ansible-tower](https://www.redhat.com/en/blog/channel/red-hat-ansible-automation)
+- [Red Hat Ansible Tower Monitoring: Using Prometheus + Node Exporter + Grafana](https://www.redhat.com/en/blog/red-hat-ansible-tower-monitoring-using-prometheus-node-exporter-grafana)
 - [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes)
 - [steampunk.si: Managing infrastructure using Ansible Tower](https://steampunk.si/blog/managing-infrastructure-using-ansible-tower)
 - [maquinasvirtuales.eu: Docker Swarm: Instalar Ansible AWX](https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx)
@@ -288,13 +288,13 @@
 
 ## Ansible Kubernetes Operators
 
-- [ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes](https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes?sc_cid=7015Y000003t7aWQAQ)
+- [ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes](https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes)
 
 ## Ansible Molecule. Development and Testing of Ansible Roles
 
 - [Ansible Molecule](https://docs.ansible.com/projects/molecule) Molecule project is designed to aid in the development and testing of Ansible roles.
 - [jeffgeerling.com: Testing your Ansible roles with Molecule](https://www.jeffgeerling.com/blog/2018/testing-your-ansible-roles-molecule)
-- [PDF: Practical Ansible Testing with Molecule](https://www.redhat.com/en/ansible-collaborative?intcmp=7015Y000003t7aWQAQ/hubfs/AnsibleFest%20ATL%20Slide%20Decks/Practical%20Ansible%20Testing%20with%20Molecule.pdf)
+- [PDF: Practical Ansible Testing with Molecule](https://www.redhat.com/en/ansible-collaborative)
 - [opensource.com: Testing Ansible roles with Molecule](https://opensource.com/article/18/12/testing-ansible-roles-molecule) Learn how to automate your verifications using Python.
 - [medium.com: Test driven Development with Ansible using Molecule](https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecule-3386cef987ac)
 - [tomsitcafe.com: How to test Ansible code with Molecule](https://tomsitcafe.com/2023/04/27/how-to-test-ansible-code-with-molecule)
@@ -303,7 +303,7 @@
 
 - [ansiblefordevops.com](https://www.ansiblefordevops.com)
 - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)
-- [redhat.com: The Automated Enterprise](https://www.redhat.com/en/engage/automated-enterprise-e-book?sc_cid=7013a0000034fMwAAI&dclid=COKjiau-upQDFXLuKAUdouAGMQ&gad_source=7) Transform your business with an automation platform that unifies your people and processes.
+- [redhat.com: The Automated Enterprise](https://www.redhat.com/en/engage/automated-enterprise-e-book&dclid=COKjiau-upQDFXLuKAUdouAGMQ&gad_source=7) Transform your business with an automation platform that unifies your people and processes.
 - [github.com/automateyournetwork/automate_your_network: Automate Your Network - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network)
 
 ## Ansible Galaxy Roles
@@ -336,7 +336,7 @@
   - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory) 🌟 - This guide explains the core concept of Ansible Inventory, detailing its role in organizing and defining automation targets. It covers both static and dynamic inventory types, their respective formats (INI and YAML), and how to configure dynamic inventories using plugins with sources like NetBox. The article also touches upon inventory filtering for precise host automation.
 
 - [Public Cloud Guides 🌟](https://docs.ansible.com/projects/ansible/latest/scenario_guides/cloud_guides.html)
-- [Ansible to automate Microsoft Azure](https://www.redhat.com/es/about/videos/ansible-automate-microsoft-azure)
+- [Ansible to automate Microsoft Azure](https://www.redhat.com/es/blog)
 - [medium: AWS Configuration with Web Server in EC2 Using Ansible](https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-using-ansible-2ef61f98872e)
 
 ## Ansible Kubernetes Module
@@ -351,7 +351,7 @@
 
 ## Dynatrace with Ansible
 
-- [dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)](https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview)
+- [dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)](https://www.dynatrace.com/platform/oneagent)
 
 ## SQL Server with Ansible
 

docs/api.md

@@ -47,7 +47,7 @@
 - [==github.com/public-apis/public-apis: Try Public APIs for free== 🌟](https://github.com/public-apis/public-apis) **A collective list of free APIs. Explore popular APIs and see them work in Postman.**
 - [apifriends.com: What is an API?](https://apifriends.com/api-management/what-is-an-api)
 - [axway.com: What is API Management?](https://www.axway.com/en/products/api-management/what-is-api-management)
-- [mulesoft.com: APIs versus web services](https://blogs.mulesoft.com/dev/api-dev/apis-versus-web-services)
+- [mulesoft.com: APIs versus web services](https://blogs.mulesoft.com/dev-guides/apis-versus-web-services)
 - [Youtube Playlist: Introduction to APIs](https://www.youtube.com/playlist?list=PLM-7VG-sgbtBBnWb2Jc5kufgtWYEmiMAw)
 - [==Devdocs.io API Documentation== 🌟](https://devdocs.io)
 - [thenewstack.io: 5 Ways to Succeed with an API Gateway](https://thenewstack.io/5-ways-to-succeed-with-an-api-gateway)
@@ -76,7 +76,7 @@
     - Cualquiera que no haga esto será despedido.
 - [thenewstack.io: How to Achieve API Governance](https://thenewstack.io/how-to-achieve-api-governance) With APIs popping up everywhere, API strategy demands common design patterns, central discoverability, and putting users first.
 - [jkebertz.medium.com: The Art of Writing Amazing REST APIs](https://jkebertz.medium.com/the-art-of-writing-amazing-rest-apis-dc4c4100478d)
-- [freecodecamp.org: REST API Design Best Practices Handbook – How to Build a REST API with JavaScript, Node.js, and Express.js](https://www.freecodecamp.org/news/rest-api-design-best-practices-build-a-rest-api) When you're working with APIs, there are some basic best practices you should follow. And if you really want to learn how they work, build one yourself. In this guide Jean-Marc goes over each best practice as you build a REST API w/ JS, Node, & Express.
+- [freecodecamp.org: REST API Design Best Practices Handbook – How to Build a REST API with JavaScript, Node.js, and Express.js](https://www.freecodecamp.org/news/rest-api-design-best-practices-build-a-rest-api) When you're working with APIs, there are some basic best practices you should follow. And if you really want to learn how they work, build one yourself.Jean-Marc goes over each best practice as you build a REST API w/ JS, Node, & Express.
 - [infoq.com: Modern API Development and Deployment, from API Gateways to Sidecars](https://www.infoq.com/presentations/api-design-implement-document)
 - [betterprogramming.pub: How To Deprecate APIs the Right Way](https://betterprogramming.pub/how-to-deprecate-apis-the-right-way-371c1cbf1723) Deprecate your old APIs with the consciousness of your users
 - [dzone.com: REST vs. Messaging for Microservices 🌟](https://dzone.com/articles/rest-vs-messaging-for-microservices) Discover how to choose the right communication style for your microservices in this exploration of two common protocols.
@@ -110,12 +110,12 @@
 
 ### Postman State of the API Report
 
-- [postman.com: 2019 Postman State of the API Report 🌟](https://www.postman.com/state-of-the-api/2019)
+- [postman.com: Postman State of the API Report 🌟](https://www.postman.com/state-of-api/2025)
 - [blog.postman.com: You Can Now Capture Responses Using the Postman Proxy](https://blog.postman.com/capture-responses-using-the-postman-proxy)
 
 ### Smartbear State of the API Report
 
-- [smartbear.com: The State of API 2019 Report 🌟](https://smartbear.com/resources/ebooks/the-state-of-api-2019-report)
+- [smartbear.com: The State of API 2019 Report 🌟](https://smartbear.com/resources/all)
 
 ## Types of API Protocols. Interprocess Communication in Microservices
 
@@ -129,7 +129,7 @@
 - For information about the latest work on SOAP and a full list of SOAP specifications refer to the [W3C Technical Reports](https://www.w3.org/TR)
 - [guru99.com: SOAP Web Services Tutorial: Simple Object Access Protocol. What is SOAP?](https://www.guru99.com/soap-simple-object-access-protocol.html)
 - [jitendrazaa.com: Create SOAP message using Java](http://www.jitendrazaa.com/blog/java/create-soap-message-using-java)
-- [dzone: Creating a SOAP Web Service With Spring Boot Starter Web Services](https://dzone.com/articles/creating-a-soap-web-service-with-spring-boot-start) In this post, we cover the concepts of SOAP and REST and show you all the code you need to use SOAP web services in a Spring Boot app.
+- [dzone: Creating a SOAP Web Service With Spring Boot Starter Web Services](https://dzone.com/articles/creating-a-soap-web-service-with-spring-boot-start) we cover the concepts of SOAP and REST and show you all the code you need to use SOAP web services in a Spring Boot app.
 
 ### REST API Protocol (Representational State Transfer)
 
@@ -164,13 +164,13 @@
 
 - [gRPC](https://grpc.io)
 - [wikipedia: gRPC](https://en.wikipedia.org/wiki/GRPC)
-- [developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework](https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2.html)
+- [developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework](https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework)
 - [nordicapis.com: Using gRPC to Connect a Microservices Ecosystem](https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem)
 - [cncf.io: Think gRPC, when you are architecting modern microservices!](https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-microservices)
 - [itnext.io: A minimalist guide to gRPC](https://itnext.io/a-minimalist-guide-to-grpc-e4d556293422) REST API is good but is it really the best option that we have?
 - [==gendocu.com: RPC API Developer Portal==](https://gendocu.com)
 - [==medium.com/javarevisited: Microservices communication using gRPC Protocol==](https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d)
-- [blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) In this article, you'll learn how to implement gRPC-Web (a JavaScript implementation of gRPC for browser clients) with Emissary-ingress — an Envoy-based API gateway and Ingress controller
+- [blog.getambassador.io: Implementing gRPC-Web with Emissary-ingress](https://blog.getambassador.io/implementing-grpc-web-with-emissary-ingress-22aa0d86aac) you'll learn how to implement gRPC-Web (a JavaScript implementation of gRPC for browser clients) with Emissary-ingress — an Envoy-based API gateway and Ingress controller
 
 ### Asynchronous APIs
 
@@ -183,7 +183,7 @@
 - [blog.bitsrc.io: Deep Dive into WebSockets](https://blog.bitsrc.io/deep-dive-into-websockets-e6c4c7622423) Understand the important attributes of WebSockets that every developer should know
 - [==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) With the big push to use Step Functions over Lambda, you might be wondering “which is more cost-effective”? The answer might surprise you.
     - There are use cases for both, but the consensus for production development lives with a hybrid approach: performing a base set of actions synchronously, like validations and id creation **and kicking off the rest of the processing asynchronously**. You’d then [use a WebSocket](https://betterprogramming.pub/introduction-to-aws-websockets-8b336a92c379) to inform the user when the workflow is complete.
-- [==grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana==](https://grafana.com/blog/2022/04/05/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana)
+- [==grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana==](https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana)
 
 #### Socket.io
 
@@ -217,7 +217,7 @@
 - [geeksforgeeks.org: Difference between REST API and SOAP API](https://www.geeksforgeeks.org/websites-apps/difference-between-rest-api-and-soap-api)
 - [dzone: A Comprehensive Guide to REST vs. SOAP](https://dzone.com/articles/comprehensive-guide-rest-vs-soap) Learn the primary differences between REST and SOAP APIs, each one's benefits, and when it's appropriate to use the two.
 - [dzone: Comparing RESTful APIs and SOAP APIs Using MuleSoft as an Example](https://dzone.com/articles/comparing-restful-apis-and-soap-apis)
-- [reply.com: Web Services: SOAP and REST - A Simple Introduction](https://www.reply.com/solidsoft-reply/en/content/webservices-soap-and-rest-a-simple-introduction)
+- [reply.com: Web Services: SOAP and REST - A Simple Introduction](https://www.reply.com/solidsoft-reply/en)
     - SOAP is a communications protocol while REST is a set of architectural principles for data transmission.
     - REST was designed to be a more straightforward and easy to implement alternative to heavyweight SOAP for web service access. SOAP functions well in distributed environments where REST assumes a direct point to point communication. Also, SOAP allows for services to describe themselves to clients and in some languages allows for automation. On the other hand, REST is fast as less processing is required, uses less bandwidth and is closer to technologies used in web design.
     - The choice on which to use is totally dependent on what the requirement. For example, SOAP is a better choice for applications that have complex API so as to describe the services and methods, where formal contracts are agreed for the exchange format, where a guaranteed level of security is required etc. REST will be preferred when limiting bandwidth and resources, when operations are can be stateless and the information can be cached.
@@ -243,12 +243,10 @@
 
 - [softwaretestingportal.com: API Testing, Key Terminologies and more...](http://www.softwaretestingportal.com/2020/03/31/api-testing)
 - [dzone.com: 10 API Testing Tips for Beginners (SOAP and REST)](https://dzone.com/articles/10-api-testing-tips-for-beginners-soap-amp-rest) Let's take a look at ten API testing tips for beginners with a focus on REST APIs and SOAP APIs.
-- [blog.testproject.io: Top 10 API Testing Tools to Watch in 2020 🌟](https://blog.testproject.io/2020/06/25/top-10-api-testing-tools-to-watch-in-2020)
 - [mockoon 🌟](https://mockoon.com) Create mock APIs in seconds. Mockoon is the easiest and quickest way to run mock API locally. No remote deployment, no account required, open source.
 - [mockapy](https://pythonium.net/mockapy) Create mock APIs from a JSON object and customize their behavior using a Python rule engine. Open source.
 - [thenewstack.io: 4 Essential Tools for Protecting APIs and Web Applications](https://thenewstack.io/4-essential-tools-for-protecting-apis-and-web-applications)
 - [youtube: API Testing Part 1- API Core Concepts](https://www.youtube.com/watch?v=b0D_bkcT4a4&t=1s&ab_channel=SoftwareDiagnosticsCenter)
-- [blog.testproject.io: API Testing 101 🌟](https://blog.testproject.io/2021/06/16/api-testing-101)
 - [microcks.io 🌟](https://microcks.io) Open source Kubernetes Native tool for API Mocking and Testing. If you are looking for a tool that helps in microservices API testing on Kubernetes it is worth taking a look at microcksio. It supports OpenAPI 3 and e.g. Kafka with [Avro encoding](https://microcks.io/documentation/guides/avro-messaging)
 - [tricentis.com: Getting started with automated continuous performance testing](https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406)
 - [dev.to: Top 15 Automated API Testing Tools](https://dev.to/katalon/top-15-automated-api-testing-tools-lasted-update-32ip)
@@ -344,7 +342,6 @@
 
 	<center markdown="1">
 
-	[![top 10 api testing tools](images/summarising_top_10_api_testing_tools.png){: style="width:50%"}](https://blog.testproject.io/2020/06/25/top-10-api-testing-tools-to-watch-in-2020)
 
 	[![20 API Business Models](images/api_business_models.jpg)](https://www.infoq.com/presentations/API-Business-Models)
 

docs/argo.md

@@ -38,12 +38,12 @@
 - [medium.com/containers-101: Using GitOps, Multiple Argo Instances, and Environments with Argo CD at Scale](https://medium.com/containers-101/using-gitops-multiple-argo-instances-and-environments-with-argo-cd-at-scale-e6b19c86be36)
 - [blog.argoproj.io: Best Practices for Multi-tenancy in Argo CD](https://blog.argoproj.io/best-practices-for-multi-tenancy-in-argo-cd-273e25a047b0)
 - [medium.com/@ScrumPokerPro: Cloud native architecture with Kubernetes and ArgoCD](https://medium.com/@ScrumPokerPro/cloud-native-architecture-with-kubernetes-and-argocd-ebecda7784b8)
-- [faun.pub: Deploying Argo CD and Sealed Secrets with Helm](https://faun.pub/deploying-argo-cd-and-sealed-secrets-with-helm-8de12f53051b) In this tutorial, you will go over the declarative setup of Argo CD and Sealed Secrets on a Kubernetes cluster. For deploying Argo CD and Sealed Secrets you will be using Helm Charts
+- [faun.pub: Deploying Argo CD and Sealed Secrets with Helm](https://faun.pub/deploying-argo-cd-and-sealed-secrets-with-helm-8de12f53051b) you will go over the declarative setup of Argo CD and Sealed Secrets on a Kubernetes cluster. For deploying Argo CD and Sealed Secrets you will be using Helm Charts
 - [amralaayassen.medium.com: How to create ArgoCD Applications Automatically using ApplicationSet? “Automation of GitOps”](https://amralaayassen.medium.com/how-to-create-argocd-applications-automatically-using-applicationset-automation-of-the-gitops-59455eaf4f72)
 - [blog.getambassador.io: GitOps in Kubernetes with ArgoCD](https://blog.getambassador.io/gitops-in-kubernetes-with-argocd-c6ea0e510741)
-- [blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at Enterprise Scale with Argo CD](https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-enterprise-scale-with-argo-cd-7c5b4057ee49) Do you know that Argo CD can support thousands of apps and hundreds of clusters? in this article you will deep dive into Argo CD, bring answers and best practices on operating it at an enterprise scale
-- [dev.to: Towards a Modular DevOps Stack](https://dev.to/camptocamp-ops/towards-a-modular-devops-stack-257c) In this article, you will learn how to **modularize your infrastructure using Terraform and ArgoCD**
-- [datree.io: ArgoCD Best Practices](https://www.datree.io/resources/argocd-best-practices-you-should-know) In this article, you'll explore some best practices for ArgoCD:
+- [blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at Enterprise Scale with Argo CD](https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-enterprise-scale-with-argo-cd-7c5b4057ee49) Do you know that Argo CD can support thousands of apps and hundreds of clusters?you will deep dive into Argo CD, bring answers and best practices on operating it at an enterprise scale
+- [dev.to: Towards a Modular DevOps Stack](https://dev.to/camptocamp-ops/towards-a-modular-devops-stack-257c) how to **modularize your infrastructure using Terraform and ArgoCD**
+- [datree.io: ArgoCD Best Practices](https://www.datree.io/resources/argocd-best-practices-you-should-know) you'll explore some best practices for ArgoCD:
     - Disallow providing an empty retryStrategy
     - Ensure that Workflow pods are not configured to use the default service account
     - Ensure retry on both Error and TransientError
@@ -52,7 +52,7 @@
 - [prashant-48386.medium.com: Continuous Delivery for Kubernetes With Argo CD](https://prashant-48386.medium.com/continuous-delivery-for-kubernetes-with-argo-cd-9d5f3b69f1db)
 - [medium.com/@outlier.developer: Getting Started with ArgoCD for GitOps Kubernetes Deployments](https://medium.com/@outlier.developer/getting-started-with-argocd-for-gitops-kubernetes-deployments-fafc2ad2af0)
 - [medium.com/@hmquan08011996: Setup Microservices on Kubernetes — Automating Kubernetes with ArgoCD](https://medium.com/@hmquan08011996/setup-microservices-on-kubernetes-automating-kubernetes-with-argocd-cb94622dac5b)
-- [datree.io: ArgoCD Best Practices You Should Know](https://www.datree.io/resources/argocd-best-practices-you-should-know) In this article, you'll explore some best practices for ArgoCD:
+- [datree.io: ArgoCD Best Practices You Should Know](https://www.datree.io/resources/argocd-best-practices-you-should-know) you'll explore some best practices for ArgoCD:
     - Disallow providing an empty retryStrategy
     - Ensure that Workflow pods are not configured to use the default service account
     - Ensure retry on both Error and TransientError
@@ -64,10 +64,10 @@
 - [faun.pub: Continuous Deployments of Kubernetes Applications using Argo CD GitOps & Helm Charts](https://faun.pub/continuous-deployments-of-kubernetes-applications-using-argo-cd-gitops-helm-charts-9df917caa2e4)
 - [jamalshahverdiev.medium.com: ArgoCD ApplicationSet with Applications, Image Updater and Notification controller with SSO](https://jamalshahverdiev.medium.com/argocd-applicationset-with-applications-image-updater-and-notification-controller-with-sso-bba3182dad8a)
 - [kubebyexample.com: Argo CD Overview 🌟](https://kubebyexample.com/learning-paths/argo-cd/argo-cd-overview)
-- [faun.pub: Hygiene of an ArgoCD-built automation at a scale](https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510) In this article, you will find a list of best practices and tips for using ArgoCD automation at scale
+- [faun.pub: Hygiene of an ArgoCD-built automation at a scale](https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510) you will find a list of best practices and tips for using ArgoCD automation at scale
 - [blog.devgenius.io: Argo CD Introduction](https://blog.devgenius.io/argo-cd-introduction-4b16f50b0d56) What is ArgoCD and why use it
-- [==dev.to: Argo CD and Sealed Secrets is a perfect match==](https://dev.to/timtsoitt/argo-cd-and-sealed-secrets-is-a-perfect-match-1dbf) In this article, you will learn how to configure Sealed Secrets with ArgoCD
-- [figments.medium.com: ArgoCD: The first step towards GitOps](https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e) A core component of GitOps is enforcing the deployment of apps using Git. This means defining the app version and configuration you want in a Git repo, and using a tool like ArgoCD to sync the Git configuration to the deployment. In this article, we’ll look at how we can use ArgoCD to manage automatic Git based deployments of apps.
+- [==dev.to: Argo CD and Sealed Secrets is a perfect match==](https://dev.to/timtsoitt/argo-cd-and-sealed-secrets-is-a-perfect-match-1dbf) how to configure Sealed Secrets with ArgoCD
+- [figments.medium.com: ArgoCD: The first step towards GitOps](https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e) A core component of GitOps is enforcing the deployment of apps using Git. This means defining the app version and configuration you want in a Git repo, and using a tool like ArgoCD to sync the Git configuration to the deployment. we’ll look at how we can use ArgoCD to manage automatic Git based deployments of apps.
 - [medium.com/@nsfabrice2009: How to install ArgoCD on k8s cluster](https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71f16)
 - [akuity.io: How many do you need? - Argo CD Architectures Explained](https://akuity.io/blog/argo-cd-architectures-explained)
 - [piotrminkowski.com: Manage Multiple Kubernetes Clusters with ArgoCD 🌟](https://piotrminkowski.com/2022/12/09/manage-multiple-kubernetes-clusters-with-argocd)
@@ -79,7 +79,7 @@
     - You can chain several plugins together
     - When used with application sets, you can apply Kustomizations
 - [gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration](https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0)
-- [==blog.tanmaysarkar.tech: Beginners Guide to Argo CD==](https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd) In this guide, you will learn how to use ArgoCD by practising on a local minikube cluster
+- [==blog.tanmaysarkar.tech: Beginners Guide to Argo CD==](https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd) how to use ArgoCD by practising on a local minikube cluster
 - [medium.com/devops-techable: GitOps with ArgoCD running in Kubernetes for deployment processing](https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-deployment-processing-c5d21770ca97)
 - [seraf.dev: ArgoCD Tutorial — (with Terraform)](https://seraf.dev/argocd-tutorial-with-terraform-af77ddea2e6e) Here we’ll be deploying ArgoCD resources with Terraform on a local Kubernetes Cluster (KIND) for a true IaC infrastructure
 - [medium.com/@eduard.mihai.lemnaru: Auto-update helm chart version using ArgoCD](https://medium.com/@eduard.mihai.lemnaru/auto-update-helm-chart-version-using-argocd-4936933a2bac)
@@ -89,7 +89,7 @@
 - [medium.com/@devopsrockers: Blue-Green Deployment on EKS using Argocd with Kubecost, Istio, External DNS, Grafana-Prometheus and More: “Build, Deploy a Resilient and Observability-Driven Application”](https://medium.com/@devopsrockers/blue-green-deployment-on-eks-using-argocd-with-kubecost-istio-external-dns-grafana-prometheus-d5d5508f0748)
 - [medium.com/@samuelbagattin: Partial Helm values encryption using AWS KMS with ArgoCD](https://medium.com/@samuelbagattin/partial-helm-values-encryption-using-aws-kms-with-argocd-aca1c0d36323) In this blog post, you'll learn how to encrypt only specific yaml fields in `values.yaml`, and how to configure ArgoCD to decrypt these secrets on the fly before installing a Helm release
 - [blog.devops.dev: GitOps at Scale](https://blog.devops.dev/gitops-at-scale-69639c9a3dd7) Scale your Projects like a Fleet with Argo CD
-- [medium.com/@jerome.decoster: Create temporary environment from Pull Request with ArgoCD ApplicationSet](https://medium.com/@jerome.decoster/create-temporary-environment-from-pull-request-with-argocd-applicationset-1cef9803223a) In this post, you'll learn how to create a new environment for each pull request with ArgoCD:
+- [medium.com/@jerome.decoster: Create temporary environment from Pull Request with ArgoCD ApplicationSet](https://medium.com/@jerome.decoster/create-temporary-environment-from-pull-request-with-argocd-applicationset-1cef9803223a) you'll learn how to create a new environment for each pull request with ArgoCD:
     - Creating a Pull Request creates a new environment
     - Each git push builds an image and updates the app
     - Closing the pull request terminates the environment
@@ -133,12 +133,12 @@
 - [==argoproj.github.io: Argo Rollouts - Kubernetes Progressive Delivery Controller==](https://argoproj.github.io/argo-rollouts) **Argo Rollouts is a Kubernetes controller and set of CRDs which provide advanced deployment capabilities such as blue-green, canary, canary analysis, experimentation, and progressive delivery features to Kubernetes**
 - [jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD, and Argo-Rollouts](https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-helm-argocd-and-argo-rollouts-a683c66f8646) You will use Argo-Rollouts for deploying the app using the Blue/Green strategy.
 - [medium.com/@ej.sta.ana: Easy Blue-Green Deployment on Openshift Container Platform using Argo Rollouts](https://medium.com/@ej.sta.ana/easy-blue-green-deployment-on-openshift-container-platform-using-argo-rollouts-4d514b3c5c0f) Argo Rollouts is part of the Argo project which includes the popular ArgoCD gitops tool. Argo Rollouts can help you do blue-green deployment easily on Kubernetes/OpenShift.
-- [infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) In this post, you'll learn how to perform a blue-green deployment using the Argo Rollouts controller and CRD.
+- [infracloud.io: Progressive Delivery with Argo Rollouts : Blue-Green Deployment](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-blue-green-deployment) you'll learn how to perform a blue-green deployment using the Argo Rollouts controller and CRD.
 - [infracloud.io: Progressive Delivery with Argo Rollouts: Canary Deployment](https://www.infracloud.io/blogs/progressive-delivery-argo-rollouts-canary-deployment)
 - [medium.com/everything-full-stack: Deployment Strategies: Argo Rollouts](https://medium.com/everything-full-stack/deployment-strategies-argo-rollouts-1980fc0685e6)
-- [faun.pub: Kubernetes Practice — Automating Blue/Green Deployment with Argo Rollouts](https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-rollouts-2279aa890c53) In this article, we will learn how to automate Blue/Green Deployment with Argo Rollouts.
+- [faun.pub: Kubernetes Practice — Automating Blue/Green Deployment with Argo Rollouts](https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-rollouts-2279aa890c53) we will learn how to automate Blue/Green Deployment with Argo Rollouts.
 - [infracloud.io: How to Setup Blue Green Deployments with DNS Routing 🌟](https://www.infracloud.io/blogs/blue-green-deployments-dns-routing) This blog post will teach you how to set up blue-green deployments using Argo Rollouts with DNS routing using **Azure Traffic Manager**
-- [codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo Rollouts](https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts) In this tutorial, you will learn how to use Argo Rollouts for settings/ConfigMaps using the Kustomize configmap generators. This is useful during blue/green deployments where you need a (templated) copy of the ConfigMap.
+- [codefresh.io: Progressive delivery for Kubernetes Config Maps using Argo Rollouts](https://octopus.com/blog/progressive-delivery-for-kubernetes-config-maps-using-argo-rollouts) how to use Argo Rollouts for settings/ConfigMaps using the Kustomize configmap generators. This is useful during blue/green deployments where you need a (templated) copy of the ConfigMap.
 - [faun.pub: How Helm Subcharts Make the Transition to Argo Rollouts a Breeze](https://faun.pub/how-helm-subcharts-make-the-transition-to-argo-rollouts-a-breeze-aaf160924dbf)
 
 ## Argo Workflows
@@ -146,7 +146,7 @@
 
 - [blog.argoproj.io: What’s new in Argo Workflows v3.3](https://blog.argoproj.io/whats-new-in-argo-workflows-v3-3-dd051d2f1c7)
 - [dev.to: The three meanings of "template" in Argo Workflows](https://dev.to/crenshaw_dev/the-three-meanings-of-template-in-argo-workflows-2paf)
-- [blog.argoproj.io: Practical Argo Workflows Hardening 🌟](https://blog.argoproj.io/practical-argo-workflows-hardening-dd8429acc1ce) In this post, you'll cover:
+- [blog.argoproj.io: Practical Argo Workflows Hardening 🌟](https://blog.argoproj.io/practical-argo-workflows-hardening-dd8429acc1ce) you'll cover:
     - High-level best practices you should know to secure your workflows
     - The various components that make up Argo, and how to secure those components
     - Dive into operating and using Argo securely
@@ -170,7 +170,7 @@
     All the best,
 
     Kubernetes xx
-    ```
+    ```text
 
 - [medium.com/atlantbh: Implementing CI/CD pipeline using Argo Workflows and Argo Events 🌟](https://medium.com/atlantbh/implementing-ci-cd-pipeline-using-argo-workflows-and-argo-events-6417dd157566)
 

docs/aws-architecture.md

@@ -43,7 +43,7 @@
 
 ## AWS Case Studies
 
-- [Thomas Publishing Case Study](https://aws.amazon.com/solutions/case-studies/thomas-publishing)  After moving to AWS, we were able to shut down our largest data center, eliminating hundreds of thousands of dollars in associated real estate, facility operations, and power and cooling costs.
+- [Thomas Publishing Case Study](https://aws.amazon.com/solutions/case-studies)  After moving to AWS, we were able to shut down our largest data center, eliminating hundreds of thousands of dollars in associated real estate, facility operations, and power and cooling costs.
 
 ## AWS Best Practices and Tips. AWS Performance. Handling AWS Failures and Outages
 

docs/aws-backup.md

@@ -8,7 +8,7 @@
 ## Introduction
 
 - [Quantum Taps AWS for Cloud-Powered Disaster Recovery](http://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html)
-- [Linkedin discussion: Need help on Backup and restore methods of EC2 using s3 services](https://www.linkedin.com/groups/49531/49531-6093375473969090562)
+- [Linkedin discussion: Need help on Backup and restore methods of EC2 using s3 services](https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6093375473969090562)
 - [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)
 - [Chaos Monkey](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) The Netflix Chaos Monkey tool allows you to proactively launch attack code against your infrastructure to cause failures and give you the chance to fix potential problems before they occur on their own.
 - [Udemy - AWS: How to Architect with a Design for Failure Approach](https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach)

docs/aws-data.md

@@ -14,7 +14,7 @@
 
 ## AWS Data Lake
 
-- [Building a Data Lake on AWS](https://aws.amazon.com/what-is/data-lake) AWS provides a highly scalable, flexible, secure, and cost-effective solution for your organization to build a Data Lake – a data repository for both structured and unstructured data that is designed to be easily accessible for on-demand data analytics enabling you to answer questions as they arise.
+- [Building a Data Lake on AWS](https://aws.amazon.com/big-data/datalakes-and-analytics/data-lake-on-aws) AWS provides a highly scalable, flexible, secure, and cost-effective solution for your organization to build a Data Lake – a data repository for both structured and unstructured data that is designed to be easily accessible for on-demand data analytics enabling you to answer questions as they arise.
 
 ## AWS Data Pipeline (aka Big Data Pipelines or Data Streams)
 

docs/aws-databases.md

@@ -59,7 +59,7 @@
 
 ## AWS Redshift
 
-- [Tutorial: Tuning Table Design](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) In this tutorial, you will learn how to optimize the design of your tables.
+- [Tutorial: Tuning Table Design](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) you will learn how to optimize the design of your tables.
 
 ## AWS Data Mesh and Batch Data Processing
 

docs/aws-devops.md

@@ -15,7 +15,7 @@
 - [k21academy.com: AWS DevOps Vs. Azure DevOps](https://k21academy.com/aws-cloud/aws-devops-vs-azure-devops/?utm_source=linkedin&utm_medium=referral&utm_campaign=awsdevops17_dec20_aws_cloud_computing_for_interested_parties__users)
 - [Amazon DevOps Guru](https://aws.amazon.com/devops/-guru) ML-powered cloud operations service to improve application availability
     - [infoq.com: AWS Launches Amazon DevOps Guru](https://www.infoq.com/news/2021/01/aws-devops-guru)
-- [aws.plainenglish.io: AWS CodePipeline for Amazon ECS](https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91) In this tutorial, I would like to explain to you how to create an AWS CodePipeline for ECS with a Blue/green deployment type.
+- [aws.plainenglish.io: AWS CodePipeline for Amazon ECS](https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91) I would like to explain to you how to create an AWS CodePipeline for ECS with a Blue/green deployment type.
 - [aws.amazon.com: Multi-branch pipeline management and infrastructure deployment using AWS CDK Pipelines](https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines)
 - [medium.com/@d.kumarkaran12: DevSecOps with AWS CodePipeline and ECS](https://medium.com/@d.kumarkaran12/devsecops-with-aws-codepipeline-and-ecs-c800f139a9ee)
 - [aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos](https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos)

docs/aws-miscellaneous.md

@@ -75,13 +75,13 @@
 
 ## Amazon Alexa. Voice User Interface
 
-- [New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](https://developer.amazon.com/en-US/blogs/alexa/post/TxDJWS16KUPVKO/new-alexa-skills-kit-template-build-a-trivia-skill-in-under-an-hou)
+- [New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](https://developer.amazon.com)
 
 ## AWS Partner Network (APN)
 
 - [AWS Partner Network](https://aws.amazon.com/partners)
     - [APN Technology Partners](https://aws.amazon.com/partners/paths)
-    - [APN Consulting Partners](https://aws.amazon.com/partners/paths)
+    - [APN Consulting Partners](https://aws.amazon.com/partners/consulting)
 - [AWS Partner Network (APN) blog](https://aws.amazon.com/blogs/apn)
     - [Active Directory Single Sign-On (SSO) on AWS with Bitium](https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium)
     - [How to Deploy a High Availability Web Service on AWS Using Spotinst](https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst)
@@ -112,7 +112,7 @@
 
 ## Superwerker
 
-- [superwerker](https://aws.amazon.com/quickstart/architecture/superwerker) Automates AWS Cloud deployments backed by decades of expertise and best practices
+- [superwerker](https://aws.amazon.com/solutions) Automates AWS Cloud deployments backed by decades of expertise and best practices
 
 ## AWS Amplify
 
@@ -158,7 +158,7 @@
 
 - [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)
 - [London DevOps - Trainline, A DevOps Journey - Chris Turvil](https://www.youtube.com/watch?v=IUvUmqu1MBQ)
-- [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies/trainline)
+- [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies)
 - [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)
 - [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)
 

docs/aws-monitoring.md

@@ -28,7 +28,7 @@
 - [Amazon CloudWatch Dashboards now supports sharing](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing)
 - [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices)
 - [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2)
-- [dzone: Optimize AWS Costs With CloudWatch's Advanced Metrics, Dashboards, and Alerts](https://dzone.com/articles/optimize-aws-costs-with-cloudwatchs-advanced-metri) In this article, we dive deep into leveraging advanced dashboarding with Amazon CloudWatch to efficiently manage and analyze AWS costs.
+- [dzone: Optimize AWS Costs With CloudWatch's Advanced Metrics, Dashboards, and Alerts](https://dzone.com/articles/optimize-aws-costs-with-cloudwatchs-advanced-metri) leveraging advanced dashboarding with Amazon CloudWatch to efficiently manage and analyze AWS costs.
 
 ## AWS Cloud Map and HealthChecks
 

docs/aws-networking.md

@@ -27,7 +27,7 @@
 - [medium: Building a Global Network with AWS Transit Gateway](https://medium.com/avmconsulting-blog/building-a-global-network-with-aws-transit-gateway-7ab0e5222f12) Connecting branch and corporate offices into the AWS cloud to build a global network is necessary to provide ubiquitous accessibility for users. This solution uses AWS Transit Gateway, AWS Direct Connect, and AWS Accelerated Site-to-Site VPN to build a modern, secure, scalable, and cost-efficient WAN on top of the AWS global network.
 - [aws.amazon.com: Creating active/passive BGP connections over AWS Direct Connect](https://aws.amazon.com/blogs/networking-and-content-delivery/creating-active-passive-bgp-connections-over-aws-direct-connect)
 - [towardsaws.com: Networking Basics in AWS](https://towardsaws.com/networking-basics-in-aws-ab72882855c4)
-- [aws.amazon.com: Network operations with AWS Network Manager](https://aws.amazon.com/products/networking/network-operations) Efficiently manage and monitor your AWS network
+- [aws.amazon.com: Network operations with AWS Network Manager](https://aws.amazon.com/products) Efficiently manage and monitor your AWS network
 - [Secure Connectivity from Public to Private: Introducing EC2 Instance Connect Endpoint](https://aws.amazon.com/blogs/compute/secure-connectivity-from-public-to-private-introducing-ec2-instance-connect-endpoint-june-13-2023)
 
 ## AWS Route 53
@@ -74,7 +74,7 @@
 ## AWS Latency
 
 - [Find the fastest region from your location](http://aws-latency.altaircp.com) Check AWS response time from you browser. Sharing my mini-project, it measures response time from AWS services from different regions base on your location. let me know what you think.
-- [Linkedin Discussion](https://www.linkedin.com/groups/49531/49531-6092152919937794052)
+- [Linkedin Discussion](https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6092152919937794052)
     1. Don't do just a single check, the first check will be a lot slower as DNS lookups will need to be done, etc.
     2. I'd recommend doing at least 3 checks getting an average.
 - Run 6 checks (with a random 3-10 second delay between each one), the first can be ignored, the highest one is also ignored (as a likely outlier), then for the next 4 show the minimum, maximum and average (mean).
@@ -112,7 +112,7 @@
 ## AWS API Gateway
 
 - [alexdebrie.com: A Detailed Overview of AWS API Gateway](https://www.alexdebrie.com/posts/api-gateway-elements)
-- [towardsaws.com: Accessing a Private REST API from another Private REST API in AWS API Gateway](https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-api-in-aws-api-gateway-5112b835c0d4) In this post, we’ll see how we can access a Private REST API From Another Private REST API In AWS API Gateway. We will create 2 EC2 Instances(EC2A and EC2B) and 2 API Gateways(APIA and APIB). EC2A will be accessing EC2B with following workflow.
+- [towardsaws.com: Accessing a Private REST API from another Private REST API in AWS API Gateway](https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-api-in-aws-api-gateway-5112b835c0d4) we’ll see how we can access a Private REST API From Another Private REST API In AWS API Gateway. We will create 2 EC2 Instances(EC2A and EC2B) and 2 API Gateways(APIA and APIB). EC2A will be accessing EC2B with following workflow.
 - [faun.pub: Using AWS API Gateway As Proxy To Our Internal Application](https://faun.pub/using-aws-api-gateway-as-proxy-to-our-internal-application-369eb115db70)
 - [aws.amazon.com: Architecture patterns for consuming private APIs cross-account](https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account) Architecture patterns for consuming private APIs cross-account over AWS PrivateLink
 

docs/aws-newfeatures.md

@@ -12,8 +12,8 @@
 - [Amazon EFS: Amazon Elastic File System – Shared File Storage for Amazon EC2](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-shared-file-storage-for-amazon-ec2)
 - [New – Encrypted EBS Boot Volumes](https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes)
     - [Amazon EBS Encryption](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html)
-- [Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin](https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin)
-- [AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory](https://aws.amazon.com/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory)
+- [Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin](https://aws.amazon.com/about-aws)
+- [AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory](https://aws.amazon.com/about-aws)
 - [Amazon WorkMail – Now Generally Available](https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available)
 - [London Calling! An AWS Region is coming to the UK!](http://www.allthingsdistributed.com/2015/11/aws-announces-uk-region.html)
 - [New – Scheduled Reserved Instances](https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances)
@@ -31,7 +31,7 @@
 - [Amazon VPC CNI plugin increases pods per node limits](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits)
 - [theregister.com: AWS to retire EC2-Classic – the network glue that helped start the IaaS rush](https://www.theregister.com/off-prem/2021/07/29/aws-to-retire-ec2-classic-the-network-glue-that-helped-start-the-iaas-rush/527489) You've got a year to sort yourself out if you're still using it for some reason
 - [AWS Security Hub adds 18 new controls to its Foundational Security Best Practices standard and 8 new partners for enhanced cloud security posture monitoring](https://aws.amazon.com/about-aws/whats-new/2021/08/aws-security-hub-adds-18-new-controls-foundational-security-best-practices-standard-8-new-partners-enhanced-cloud-security-posture-monitoring)
-- [EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS](https://aws.amazon.com/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws)
+- [EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS](https://aws.amazon.com/about-aws)
 - [Amazon Virtual Private Cloud (VPC) customers can now resize their prefix list](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list)
 - [New for AWS CloudFormation – Quickly Retry Stack Operations from the Point of Failure](https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-stack-operations-from-the-point-of-failure)
 - [AWS Site-to-Site VPN releases updated Download Configuration utility](https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility) With this update, Site-to-Site VPN customers can generate configuration templates for compatible Customer Gateway (CGW) devices, making it easier to create VPN connections to AWS.

docs/aws-security.md

@@ -78,7 +78,7 @@
 ## AWS IAM
 
 ## CI/CD Security
-  - [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-workflow-with-oidc) - *(Related to cicd topic)*
+  - [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) - *(Related to cicd topic)*
   - [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) 🌟 - This blog post discusses common security misconfigurations when integrating third-party SaaS solutions with AWS accounts using OpenID Connect (OIDC). It highlights the importance of specific conditions in AWS IAM trust policies, particularly the 'sub' condition, to prevent unauthorized access. The article uses GitHub Actions as a concrete example, explaining how a missing 'sub' condition could allow any GitHub user to assume an IAM role, and provides an example of a correctly configured trust policy.
 
 - [AWS Identity and Access Management - Getting Started](http://docs.aws.amazon.com/IAM/latest/UserGuide/getting-started.html)
@@ -106,7 +106,7 @@
 - [Extend AWS IAM roles to workloads outside of AWS with IAM Roles Anywhere 🌟](https://aws.amazon.com/blogs/security/extend-aws-iam-roles-to-workloads-outside-of-aws-with-iam-roles-anywhere) **A secure way for on-premises servers, containers, or apps to obtain temporary AWS credentials and remove the need for creating and managing long-term AWS credentials**
 - [binx.io: Working with AWS Permission Policies 🌟](https://binx.io/2022/07/13/working-with-aws-permission-policies)
 - [Use IAM Access Analyzer policy generation to grant fine-grained permissions for your AWS CloudFormation service roles](https://aws.amazon.com/blogs/security/use-iam-access-analyzer-policy-generation-to-grant-fine-grained-permissions-for-your-aws-cloudformation-service-roles)
-- [ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433](https://ermetic.com/blog/aws/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-session-iam433)
+- [ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433](https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433)
 - [globaldatanet.com: .AWS IAM Identity Center Permission Management at Scale Part 2](https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-management-at-scale-part-2)
 - [How to monitor and query IAM resources at scale – Part 1](https://aws.amazon.com/blogs/security/how-to-monitor-and-query-iam-resources-at-scale-part-1) Useful details on how AWS IAM works so that you can use it more effectively.
 - [github.com/aws-samples: Visualize AWS IAM Access Analyzer Policy Validation Findings](https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-findings)

docs/aws-serverless.md

@@ -12,7 +12,7 @@
 - [npmjs.com: Lambda load test](https://www.npmjs.com/package/lambda-load-test)
 - [AWS Lambda Limits](http://docs.aws.amazon.com/lambda/latest/dg/limits.html)
 - [blog.powerupcloud.com: AWS inventory details in CSV using lambda](http://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda)
-- [How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch)
+- [How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](https://repost.aws/knowledge-center/start-stop-lambda-eventbridge)
 - [Youtube channel: AWS Serverless](https://www.youtube.com/channel/UC_vJsnqdpuEoRseFmlkHMkA)
 - [Using Amazon EFS for AWS Lambda in your serverless applications](https://aws.amazon.com/blogs/compute/using-amazon-efs-for-aws-lambda-in-your-serverless-applications)
 - [blog.usejournal.com: Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)
@@ -39,7 +39,7 @@
 - [medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c)
 - [freecodecamp.org: How to Setup a Basic Serverless REST API with AWS Lambda and API Gateway](https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway)
 - [Migrating a monolithic .NET REST API to AWS Lambda](https://aws.amazon.com/blogs/compute/migrating-a-monolithic-net-rest-api-to-aws-lambda)
-- [==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) In this article, we are going to discuss about How Cloud-Native Microservices Evolves to AWS Serverless Event-driven Architectures when developing Serverless E-Commerce application.
+- [==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) we are going to discuss about How Cloud-Native Microservices Evolves to AWS Serverless Event-driven Architectures when developing Serverless E-Commerce application.
 - [betterprogramming.pub: Exploring the Serverless Event-Driven Architecture](https://betterprogramming.pub/exploring-the-serverless-event-driven-architecture-8d6bda93e823) Meet your old friends Terraform, Lambda, SQS, and Python
 - [==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) With the big push to use Step Functions over Lambda, you might be wondering “which is more cost-effective”? The answer might surprise you.
     - There are use cases for both, but the consensus for production development lives with a hybrid approach: performing a base set of actions synchronously, like validations and id creation **and kicking off the rest of the processing asynchronously**. You’d then [use a WebSocket](https://betterprogramming.pub/introduction-to-aws-websockets-8b336a92c379) to inform the user when the workflow is complete.
@@ -68,7 +68,7 @@
 - [Amazon EFS with Amazon ECS and AWS Fargate – Part 1](https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1)
 - [Deploy Machine Learning Pipeline on AWS Fargate](https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.html)
 - [deloitte.com: Fargate con EKS](https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html) ¿Es Fargate la solución de AWS con la que siempre soñamos para evitar manejar infraestructura con Kubernetes? Sí, pero…
-- [element7.io: A Hidden Gem: Two Ways to Improve AWS Fargate Container Launch Times](https://www.element7.io/2022/10/a-hidden-gem-two-ways-to-improve-aws-fargate-container-launch-times) In this post you will learn two strategies to speed up the pod creation time:
+- [element7.io: A Hidden Gem: Two Ways to Improve AWS Fargate Container Launch Times](https://www.element7.io/2022/10/a-hidden-gem-two-ways-to-improve-aws-fargate-container-launch-times)you will learn two strategies to speed up the pod creation time:
     - zstd compressed container images
     - Seekable OCI for lazy loading container images
 - [medium.com/@HirenDhaduk1: Best choice to run your containers: AWS FARGATE or AWS LAMBDA or Both?](https://medium.com/@HirenDhaduk1/best-choice-to-run-your-containers-aws-fargate-or-aws-lambda-or-both-d9e14685a363)

docs/aws-storage.md

@@ -17,7 +17,7 @@
 - [cloudkatha.com: AWS S3 Storage Classes: Everything You Need to Know](https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know)
 - [A step-by-step guide to synchronize data between Amazon S3 buckets](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets)
 - [percona.com: Performance of Various EBS Storage Types in AWS](https://www.percona.com/blog/performance-of-various-ebs-storage-types-in-aws)
-- [harness.io: Tutorial: [Artifact Servers] S3 – How to Provide Cross-Account Access Via Bucket Policies](https://harness.io/blog/devops/tutorial-s3-cross-account)
+- [harness.io: Tutorial: [Artifact Servers] S3 – How to Provide Cross-Account Access Via Bucket Policies](https://www.harness.io/blog/tutorial-s3-cross-account)
 - [Connect Amazon S3 File Gateway using AWS PrivateLink for Amazon S3](https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3)
 - [blog.min.io: Certificate-based Authentication for S3](https://www.min.io/blog/certificate-based-authentication-with-s3) MinIO encrypts data when stored on disk and when transmitted over the network.
 - [==acloudguru.com: S3 Glacier Instant Retrieval deep dive: Which S3 Storage Class is right for me?==](https://www.pluralsight.com/resources/blog/cloud/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me)
@@ -26,7 +26,7 @@
 - [dev.to: Adding an EBS volume to a running AWS EC2 Instance](https://dev.to/aws-builders/adding-an-ebs-volume-to-a-running-aws-ec2-instance-311l)
 - [awstip.com: Uploading files to S3 through API Gateway](https://awstip.com/uploading-files-to-s3-through-api-gateway-7bb78c0d0483)
     - When you have a front-end application and need to upload files to an S3 bucket securely and keep your bucket private, you can use API Gateway to post your files to S3.
-    - If you don´t want to make any modifications to the file and upload it as is, you can upload the files directly from API Gateway to S3. But if some modifications are required, you may consider using Lambda to receive the request from API Gateway and upload to S3. In this article we will not use Lambda.
+    - If you don´t want to make any modifications to the file and upload it as is, you can upload the files directly from API Gateway to S3. But if some modifications are required, you may consider using Lambda to receive the request from API Gateway and upload to S3.we will not use Lambda.
 
 ## Amazon EFS Elastic File System
   - [Ceph: A Distributed Object, Block, and File Storage Platform](https://github.com/ceph/ceph) - *(Related to kubernetes-storage topic)*

docs/aws-tools-scripts.md

@@ -47,7 +47,7 @@
 - [==github.com/aws-samples/aws-cdk-stack-builder-tool==](https://github.com/aws-samples/aws-cdk-stack-builder-tool) AWS CDK Builder is a browser-based tool designed to streamline bootstrapping of Infrastructure as Code (IaC) projects using the AWS Cloud Development Kit (CDK).
 - [github.com/containerscrew/aws-sso-auth](https://github.com/containerscrew/aws-sso-rs) Fetch your local ~/.aws/credentials using AWS SSO
 - [==cloudcatalog.dev==](https://www.cloudcatalog.dev) Documentation tool for AWS Architectures. CloudCatalog is an Open Source project that helps you document your AWS resources, services and assign owners.
-- [==spacelift.io/blog/aws-s3-cp: AWS S3 Cp [Copy] Command Overview with Examples==](https://spacelift.io/blog/aws-s3-cp) Effectively working with S3 requires moving data in and out of S3 buckets efficiently, supporting use cases such as web hosting, content distribution, backups, archiving, media storage and streaming, and more. In this article, we will explore how to use the aws s3 cp command to transfer data between your local filesystem and the S3 buckets.
+- [==spacelift.io/blog/aws-s3-cp: AWS S3 Cp [Copy] Command Overview with Examples==](https://spacelift.io/blog/aws-s3-cp) Effectively working with S3 requires moving data in and out of S3 buckets efficiently, supporting use cases such as web hosting, content distribution, backups, archiving, media storage and streaming, and more. how to use the aws s3 cp command to transfer data between your local filesystem and the S3 buckets.
 - [github.com/infrahouse/infrahouse-toolkit](https://github.com/infrahouse/infrahouse-toolkit) A collection of tools for building infrastructure
 
 ### AWS CI/CD Tools

docs/aws-training.md

@@ -15,14 +15,14 @@
     - [github.com/acantril/learn-cantrill-io-labs](https://github.com/acantril/learn-cantrill-io-labs)
     - [linkedin.com/pulse: So, you think you're an associate level Solutions Architect?](https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adrian-cantrill)
 - [analyticsindiamag.com: Free Online Resources To Get Started On Cloud Computing](https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing)
-- [acloudguru.com: 10 fun hands-on projects to learn AWS](https://www.pluralsight.com/resources/blog/cloud/10-fun-hands-on-projects-to-learn-aws)
+- [acloudguru.com: 10 fun hands-on projects to learn AWS](https://www.pluralsight.com/cloud-guru/blog/engineering/10-fun-hands-on-projects-to-learn-aws)
 - [portal.tutorialsdojo.com: AWS Digital Courses (free)](https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2)
 - [hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws) There's probably nothing you can't build on AWS, but starting your Cloud Journey looking at over 200 AWS Services needs guidance.
 - [==explore.skillbuilder.aws/learn: AWS Skill Builder== 🌟](https://skillbuilder.aws) Your learning center to build in-demand cloud skills
-    - [explore.skillbuilder.aws: AWS Skill Builder - Introducción a AWS Data Pipeline (Español Latinoamérica) | AWS Technical Essentials (Spanish from Latin America) - Free](https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america)
+    - [explore.skillbuilder.aws: AWS Skill Builder - Introducción a AWS Data Pipeline (Español Latinoamérica) | AWS Technical Essentials (Spanish from Latin America) - Free](https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true)
 - [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)
 - [satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications (Over 150 Video list)](https://satyenkumar.medium.com/my-youtube-channel-is-updated-for-aws-certifications-over-150-video-list-1ae7aa81e99d)
-- [explore.skillbuilder.aws: AWS Security Fundamentals (free)](https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition) In this self-paced course, you will learn fundamental AWS cloud security concepts, including AWS access control, data encryption methods, and how network access to your AWS infrastructure can be secured. We will address and your security responsibility in the AWS cloud and the different security-oriented services available.
+- [explore.skillbuilder.aws: AWS Security Fundamentals (free)](https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true) In this self-paced course, you will learn fundamental AWS cloud security concepts, including AWS access control, data encryption methods, and how network access to your AWS infrastructure can be secured. We will address and your security responsibility in the AWS cloud and the different security-oriented services available.
 - [==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)
 - [devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!!](https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career)
 - [==youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp 🌟==](https://www.youtube.com/watch?v=zA8guDqfv40)

docs/aws.md

@@ -38,7 +38,7 @@
 - [aws.amazon.com/new: What's New with AWS?](https://aws.amazon.com/new)
 - [aws.amazon.com/releasenotes](https://aws.amazon.com/new)
 - [AWS Forums](https://repost.aws)
-- [AWS Knowledge Center](https://repost.aws/knowledge-center)
+- [AWS Knowledge Center](https://aws.amazon.com/premiumsupport/knowledge-center)
 - [AWS Glossary](http://docs.aws.amazon.com/general/latest/gr/glos-chap.html)
 - [Awesome AWS 🌟](https://github.com/donnemartin/awesome-aws)
 - [AWS Marketplace](https://aws.amazon.com/marketplace)
@@ -57,7 +57,7 @@
 - [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) This is the public roadmap for AWS container services (ECS, ECR, Fargate, and EKS).
 - [dashbird.io: Get started and keep using AWS for free](https://dashbird.io/blog/use-aws-free)
 - [dzone: AWS Basics](https://dzone.com/articles/aws-basics)
-- [dzone: AWS Basics: Bastion Hosts and NAT](https://dzone.com/articles/aws-basics-bastian-hosts-and-nat) In this post, we will set up Bastion Host and NAT instances in our VPC. We will learn why we need those and some of the options available to us.
+- [dzone: AWS Basics: Bastion Hosts and NAT](https://dzone.com/articles/aws-basics-bastian-hosts-and-nat) we will set up Bastion Host and NAT instances in our VPC. We will learn why we need those and some of the options available to us.
 - [acloudguru.com: The Cloud Dictionary of Pain: Five Of AWS’s Toughest Cloud Topics](https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics)
 - [dannys.cloud: 10 Best Free AWS Learning Resources for Beginners](https://dannys.cloud/10-best-free-aws-learning-resources-for-beginners) This blogpost provides free resources for beginners to get started with AWS through videos, whitepapers, labs, and certification guides.
 - [linkedin pulse: Listado de todos los Servicios de AWS (actualizado 1 de Enero 2021)](https://www.linkedin.com/pulse/listado-de-todos-los-servicios-amazon-web-services-daniel-pe%25C3%25B1a-silva)
@@ -203,7 +203,7 @@ You can filter by topic using the toolbar above.
 - [==AWS Cloud Adoption Framework (AWS CAF)==](https://aws.amazon.com/cloud-adoption-framework) The AWS Cloud Adoption Framework (AWS CAF) leverages AWS experience and best practices to help you digitally transform and accelerate your business outcomes through innovative use of AWS. AWS CAF identifies specific organizational capabilities that underpin successful cloud transformations. These capabilities provide best practice guidance that helps you improve your cloud readiness. AWS CAF groups its capabilities in six perspectives: Business, People, Governance, Platform, Security, and Operations. Each perspective comprises a set of capabilities that functionally related stakeholders own or manage in the cloud transformation journey. Use the AWS CAF to identify and prioritize transformation opportunities, evaluate and improve your cloud readiness, and iteratively evolve your transformation roadmap.
 - [AWS Cloud Adoption Framework (CAF) 3.0 is Now Available](https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available)
 
-## AWS rePost
+## AWS re:Post
 
 - [==repost.aws== 🌟](https://repost.aws)
 - [AWS re:Post – A Reimagined Q&A Experience for the AWS Community](https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community)

docs/azure.md

@@ -110,7 +110,7 @@
 - [==azurecharts.com: Azure Charts==](https://azurecharts.com) Live visual exploration environment for Azure Cloud + ecosystem. Cloud representation metrics auto-updated continuously
     - [==azurecharts.com/learning: Azure Learning Explorer==](https://azurecharts.com/learning) Discover published Azure learning modules, paths, videos, certifications, exams for services of your interest.
 - [github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical Online Reference Implementation](https://github.com/azure/mission-critical-online) This repository is part of the Azure Mission-Critical open source project that provides a prescriptive architectural approach to building highly-reliable cloud-native applications on Microsoft Azure for mission-critical workloads.
-- [techcommunity.microsoft.com: Microsoft Learn - Learning Rooms Directory](https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All)
+- [techcommunity.microsoft.com: Microsoft Learn - Learning Rooms Directory](https://techcommunity.microsoft.com/?product=All)
 - [Introducing the third of three Microsoft Clouds: Azure](https://www.catapultsystems.com/blogs/introducing-the-third-of-three-microsoft-clouds-azure). 4 major sections of the Cloud Models are:
     - On-Premises: As you start on the left in the traditional on-prem configuration you are responsible for all layers of IT from the networking stack all the way up to the applications which are being provided. You may also be responsible for the data center, power, Internet service, and other underlying aspects.
     - Infrastructure as a Service: In IaaS (Take & Bake) the cloud vendor is responsible for the stack from networking through virtualization and your IT team is responsible for the Operating System (OS) through the applications. Common uses of IaaS are testing environments, development environments or hosting of a website.
@@ -125,13 +125,13 @@
 - [c-sharpcorner.com: Comparing AWS SQL Server With Azure SQL Database](https://www.c-sharpcorner.com/article/comparing-aws-sql-server-with-azure-sql-database)
 - [techcommunity.microsoft.com: How to create a VPN between Azure and AWS using only managed solutions](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-create-a-vpn-between-azure-and-aws-using-only-managed-solutions/2281900)
 - [teacdmin.net: How To Enable Multiple RDP Sessions on Windows Server](https://tecadmin.net/how-to-enable-multiple-rdp-sessions-on-windows-server)
-- [k21academy.com: Azure Data Lake Overview For Beginners](https://k21academy.com/microsoft-azure/dp-203/azure-data-lake)
+- [k21academy.com: Azure Data Lake Overview For Beginners](https://k21academy.com/azure-data/azure-data-lake)
 - [theregister.com: Microsoft Azure deprecations: API changes will break applications and PowerShell scripts](https://www.theregister.com/off-prem/2021/09/03/microsoft-azure-deprecations-api-changes-will-break-applications-and-powershell-scripts/748744)
 - [k21academy.com: Azure RBAC Vs Azure Policies Vs Azure Blueprints](https://k21academy.com/azure-cloud/azure-rbac-vs-azure-policies-vs-azure-blueprints)
 - [==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes==](https://blog.identitydigest.com/azuread-federate-k8s) Any k8s cluster, running on any platform, can now securely access Azure resources without keys or secrets through Azure AD Workload Identity Federation.
 - [thomasmaurer.ch: How to check the available VM Sizes (SKUs) by Azure Region](https://www.thomasmaurer.ch/2021/02/how-to-check-the-available-vm-sizes-skus-by-azure-region)
 - [docs.microsoft.com: Multi-tenant user management scenarios](https://learn.microsoft.com/en-us/en-us/azure/active-directory/fundamentals/multi-tenant-user-management-scenarios)
-- [docs.microsoft.com: Overview: Cross-tenant access with Azure AD External Identities (Preview)](https://learn.microsoft.com/en-us/entra/external-id/cross-tenant-access-overview) Azure AD organizations can use External Identities cross-tenant access settings to manage how they collaborate with other Azure AD organizations through B2B collaboration. Cross-tenant access settings give you granular control over how external Azure AD organizations collaborate with you (inbound access) and how your users collaborate with external Azure AD organizations (outbound access).
+- [docs.microsoft.com: Overview: Cross-tenant access with Azure AD External Identities (Preview)](https://learn.microsoft.com/en-us/en-us/azure/active-directory/external-identities/cross-tenant-access-overview) Azure AD organizations can use External Identities cross-tenant access settings to manage how they collaborate with other Azure AD organizations through B2B collaboration. Cross-tenant access settings give you granular control over how external Azure AD organizations collaborate with you (inbound access) and how your users collaborate with external Azure AD organizations (outbound access).
 - [==nubesgen.com==](https://nubesgen.com) - [microsoft/NubesGen](https://github.com/microsoft/NubesGen) Going to production on Azure is only one `git push` away. **Kickstart your project on Azure in minutes! Easily generate Terraform and Bicep templates for your project. Automate your infrastructure using GitOps best practices with GitHub Actions. NubesGen is an Open Source project and we are always looking for feedbacks and contributions.**
     - [infoq.com: NubesGen Brings Git Push to Azure Infrastructure](https://www.infoq.com/news/2022/03/nubesgen-azure-infrastructure)
 - [charbelnemnom.com: Move Files Between Azure File Share Tiers and optimize storage costs](https://charbelnemnom.com/move-files-between-azure-file-share-tiers)
@@ -155,7 +155,7 @@
 - [techcommunity.microsoft.com: Azure SQL Managed Instance pools: new features](https://techcommunity.microsoft.com/blog/azuresqlblog/azure-sql-managed-instance-pools-new-features/4044688)
 - [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) The Log Analytics agent, also known as the Microsoft Monitoring Agent (MMA), is on a deprecation path and won't be supported after August 31, 2024. Any new data centers brought online after January 1 2024 will not support the Log Analytics agent. If you use the Log Analytics agent to ingest data to Azure Monitor, migrate to the new Azure Monitor agent prior to that date.
 - [blog.siliconvalve.com: Analysing git commit history using Azure Data Explorer](https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-using-azure-data-explorer)
-- [azure.microsoft.com: Generally available: Azure Blob Storage Cold Tier support on Change Feed and Object Replication](https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-blob-storage-cold-tier-support-on-change-feed-and-object-replication)
+- [azure.microsoft.com: Generally available: Azure Blob Storage Cold Tier support on Change Feed and Object Replication](https://azure.microsoft.com/en-us/en-us/updates?id=generally-available-azure-blob-storage-cold-tier-support-on-change-feed-and-object-replication)
 - [hlokensgard.no: Azure Firewall as DNS Proxy with the new Azure DNS Resolver](https://hlokensgard.no/2023/07/03/azure-firewall-as-dns-proxy-with-the-new-azure-dns-resolver)
 - [linkedin.com/pulse: The Who's Who of the Azure Configuration Management Landscape | Mark Tinderholt](https://www.linkedin.com/top-content/?trk=article_not_found)
 - [techcommunity.microsoft.com: Microsoft Fabric - Multi-Tenant Architecture](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/microsoft-fabric---multi-tenant-architecture/4119429)
@@ -241,7 +241,7 @@
 
 ## Azure Extended Zones
 
-- [Azure Extended Zones: Azure Extended Zones are small-footprint extensions of Azure to serve low latency or data residency workloads](ttps://learn.microsoft.com/en-us/azure/extended-zones/) Azure Extended Zones enable some key Azure services for customers to deploy. The control plane for these services remains in the region and the data plane is deployed at the Extended Zone site, resulting in a smaller Azure footprint.
+- [Azure Extended Zones: Azure Extended Zones are small-footprint extensions of Azure to serve low latency or data residency workloads](ttps://learn.microsoft.com/en-us/azure/extended-zones) Azure Extended Zones enable some key Azure services for customers to deploy. The control plane for these services remains in the region and the data plane is deployed at the Extended Zone site, resulting in a smaller Azure footprint.
 
 ## Azure Sandbox
 
@@ -262,12 +262,12 @@
 ## New Features
   - [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841) - This Microsoft Community Hub blog post introduces Subnet Peering in Azure, a new networking capability that allows users to peer specific subnets across local and remote Virtual Networks (VNETs). This feature offers enhanced flexibility compared to traditional VNET peering by enabling granular control over which subnets participate in the peering. Key benefits include IPv4 address space conservation through reuse, limiting unnecessary exposure of non-peered subnets across hub gateways, and implementing IPv6-only peering for dual-stack subnets. The article highlights use cases such as peering subnets with overlapping address spaces (in a hub-and-spoke model) and leveraging IPv6 for peering connectivity in dual-stack environments. It also addresses scenarios involving on-premises connectivity via gateways where specific subnets need to be exposed selectively.
 
-- [==azure.microsoft.com: General availability: Azure Bastion native client support==](https://azure.microsoft.com/en-us/en-us/updates/general-availability-azure-bastion-native-client-support)
-- [azure.microsoft.com: Generally available: SFTP support for Azure Blob Storage](https://azure.microsoft.com/en-us/updates/sftp-support-for-azure-blob-storage-now-generally-available)
-- [azure.microsoft.com: Generally Available: Durable Functions support of managed identity for Azure Storage](https://azure.microsoft.com/en-us/en-us/updates/generally-available-durable-functions-support-of-managed-identity-for-azure-storage) Azure Durable Functions support of managed identity for Azure Storage is now generally available! Instead of embedding secrets in connection strings, you can use an identity-based connection to access Azure Storage. The identity is managed by the Azure platform and does not require you to provision or rotate any secrets. See [quickstart](https://learn.microsoft.com/en-us/azure/azure-functions/durable-functions/durable-functions-configure-managed-identity) on how to configure managed identity for Azure Storage in your Durable Functions app.
+- [==azure.microsoft.com: General availability: Azure Bastion native client support==](https://azure.microsoft.com/en-us/en-gb/updates?id=general-availability-azure-bastion-native-client-support)
+- [azure.microsoft.com: Generally available: SFTP support for Azure Blob Storage](https://azure.microsoft.com/en-us/en-us/updates/sftp-support-for-azure-blob-storage-now-generally-available)
+- [azure.microsoft.com: Generally Available: Durable Functions support of managed identity for Azure Storage](https://azure.microsoft.com/en-us/en-gb/updates?id=generally-available-durable-functions-support-of-managed-identity-for-azure-storage) Azure Durable Functions support of managed identity for Azure Storage is now generally available! Instead of embedding secrets in connection strings, you can use an identity-based connection to access Azure Storage. The identity is managed by the Azure platform and does not require you to provision or rotate any secrets. See [quickstart](https://learn.microsoft.com/en-us/azure/azure-functions/durable-functions/durable-functions-configure-managed-identity) on how to configure managed identity for Azure Storage in your Durable Functions app.
 - [Generally available: Azure Bastion now support shareable links](https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastion-shareable-links)
 - [theregister.com: Microsoft has made Azure Linux generally available. Repeat, Azure Linux](https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359) Come for the Kubernetes, stay for the containers
-- [==azure.microsoft.com: Azure Virtual Network Manager topology view now generally available==](https://azure.microsoft.com/en-us/en-us/updates/v2/Azure-Virtual-Network-Manager-topology-view-now-generally-available) AVNM is a highly scalable and available network management solution that allows you to simplify network management across subscriptions globally. Azure Resource Topology (ART) allows you to visualize the resources in your network – collaborating with AVNM results in a topology view contextualized by your AVNM connectivity configurations. [==Connectivity configuration in Azure Virtual Network Manager==](https://learn.microsoft.com/en-us/azure/virtual-network-manager/concept-connectivity-configuration)
+- [==azure.microsoft.com: Azure Virtual Network Manager topology view now generally available==](https://azure.microsoft.com/en-us/en-us/updates?id=azure-virtual-network-manager-topology-view-now-generally-available) AVNM is a highly scalable and available network management solution that allows you to simplify network management across subscriptions globally. Azure Resource Topology (ART) allows you to visualize the resources in your network – collaborating with AVNM results in a topology view contextualized by your AVNM connectivity configurations. [==Connectivity configuration in Azure Virtual Network Manager==](https://learn.microsoft.com/en-us/azure/virtual-network-manager/concept-connectivity-configuration)
 - [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)
 
 ## Blogs
@@ -299,7 +299,7 @@
 
 ## Azure Naming Convention
 
-- [docs.microsoft.com: Define your naming convention](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/azure-best-practices/resource-naming)
+- [docs.microsoft.com: Define your naming convention](https://learn.microsoft.com/en-us/en-gb/azure/cloud-adoption-framework/ready/azure-best-practices/resource-naming)
     - [seifbassem.com: Azure Naming Tool](https://blog.seifbassem.com/blogs/posts/azure-naming-tool)
 - [justinoconnor.codes: Azure Periodic Table of Resource Naming Convention Shorthands](https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-convention-shorthands)
 
@@ -331,7 +331,7 @@
   - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke) - This Microsoft Learn page details the hub-spoke network pattern as a recommended best practice for Azure network topology by the Cloud Adoption Framework. It provides an architecture diagram and explains the implementation of customer-managed hub infrastructure components. The page also references an alternative solution with Microsoft-managed hub infrastructure using Azure Virtual WAN.
 
 - [==mattfeltonma/azure-networking-patterns==](https://github.com/mattfeltonma/azure-networking-patterns)
-- [==docs.microsoft.com: Cloud Design Patterns== 🌟](https://learn.microsoft.com/en-us/azure/architecture/patterns)
+- [==docs.microsoft.com: Cloud Design Patterns== 🌟](https://learn.microsoft.com/en-us/en-us/azure/architecture/patterns)
 
 ## ARM Templates
   - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub Copilot](https://github.com/Azure/AZVerify) - AZVerify is a GitHub repository that enhances GitHub Copilot's capabilities to synchronize Azure resources, Bicep templates, and live environment diagrams. It addresses the common issue of drift between these three sources of truth. The project provides skills for GitHub Copilot Chat and the Copilot CLI to facilitate this synchronization, allowing users to generate diagrams from Azure resources or vice versa, and ensuring consistency.
@@ -346,7 +346,7 @@
 - [==azure.microsoft.com: Azure Quickstart Templates==](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager) Deploy Azure resources through the Azure Resource Manager with community contributed templates to get more done. Deploy, learn, fork and contribute back.
 - [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)
 - [techcommunity.microsoft.com: ARM Template Specs now GA!](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-template-specs-now-ga/2402618)
-- [docs.microsoft.com: Azure Resource Manager template specs](https://learn.microsoft.com/en-us/azure/azure-resource-manager/templates/template-specs)
+- [docs.microsoft.com: Azure Resource Manager template specs](https://learn.microsoft.com/en-us/en-us/azure/azure-resource-manager/templates/template-specs)
 
 ## DevTest
 
@@ -358,7 +358,7 @@
   - [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview) - *(Related to ai topic)*
   - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254) 🌟 - This article demonstrates how to automate the deployment of Microsoft Sentinel using Azure DevOps CI/CD pipelines. It covers the setup of Sentinel resources, workspace configuration, and the integration with Azure DevOps for continuous integration and deployment.
   - [AKS Labs - Introduction](https://azure-samples.github.io/aks-labs/docs/intro) - *(Related to kubernetes-tutorials topic)*
-  - [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-workflow-with-oidc) - *(Related to cicd topic)*
+  - [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) - *(Related to cicd topic)*
   - [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) - *(Related to cicd topic)*
   - [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found) - This article, originating from a LinkedIn post about securing Azure DevOps when utilizing private repositories, appears to be lost. The provided link redirects to a general LinkedIn 'Top Content' page, indicating the original content is unavailable. Therefore, its technical value and cataloging are impossible.
   - [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) - *(Related to terraform topic)*
@@ -366,11 +366,11 @@
   - [Automate Pull Request Descriptions in Azure DevOps with Azure OpenAI](https://johnlokerse.dev/2025/02/10/automate-pull-request-descriptions-in-azure-devops-with-azure-openai) - *(Related to cicd topic)*
   - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) - This post announces upcoming changes to Azure DevOps networking infrastructure, requiring users to allow list new IP addresses in their firewall configurations. These updates are aimed at enhancing performance, speed, and stability of Azure DevOps services, with a transition period to ensure a smooth migration. The new IPv4 and IPv6 ranges, as well as ExpressRoute IP ranges, are provided.
 
-- [Azure DevOps 🌟](https://azure.microsoft.com/en-us/services/devops)
+- [Azure DevOps 🌟](https://azure.microsoft.com/en-us/en-us/products/devops)
 - [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com)
 - [github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide 🌟](https://github.com/nnellans/ado-pipelines-guide)
 - [==docs.microsoft.com: Build applications with Azure DevOps (Learning Path)==](https://learn.microsoft.com/en-gb/training/browse)
-- [==docs.microsoft.com: Azure Pipelines documentation==](https://learn.microsoft.com/en-gb/azure/devops/pipelines/?view=azure-devops) Implement continuous integration and continuous delivery (CI/CD) for the app and platform of your choice.
+- [==docs.microsoft.com: Azure Pipelines documentation==](https://learn.microsoft.com/en-us/en-gb/azure/devops/pipelines) Implement continuous integration and continuous delivery (CI/CD) for the app and platform of your choice.
 - [microsoft/azure-pipelines-tasks](https://github.com/microsoft/azure-pipelines-tasks)
 - [info.acloud.guru: Deploying your first kubernetes app with Azure DevOps](https://info.acloud.guru/resources/deploy-kubernetes-app-with-azure-devops)
 - [info.acloud.guru: Azure DevOps VS GitHub: Comparing Microsoft's DevOps Twins](https://info.acloud.guru/resources/azure-devops-vs-github-comparing-microsofts-devops-twins)
@@ -400,11 +400,11 @@
 - [medium.com/geekculture: Continuous Deployment with Azure DevOps Pipelines and Kubernetes](https://medium.com/geekculture/continuous-deployment-with-azure-devops-pipelines-and-kubernetes-12fe1c70b343) Create a Continuous Deployment workflow for your application
 - [techcommunity.microsoft.com: Azure DevOps Pipelines: If Expressions and Conditions 🌟](https://techcommunity.microsoft.com/blog/healthcareandlifesciencesblog/azure-devops-pipelines-if-expressions-and-conditions/3737159)
 - [linkedin.com: Complete CI/CD Solution for mS on AKS using Azure DevOps, ArgoCD and External Kubernetes Secretes 🌟](https://www.linkedin.com/pulse/complete-cicd-solution-ms-aks-using-azure-devops-argocd-singh)
-- [techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform](https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=l6szqle4bzDgvgJagl8z4PdMvpp_5xu-WPFDEhepQ0JV4o6p1Oiy79YAZuEPj3BnEO_EXjdV2VJH4ckf68foAKVHFZ9zL0POiDIgyviNM2LPLGkKCrmP95s8cCy29jWSMUodTlRNE7u4fcWrQ3_-0x0suxxUZh0nRgtFL0BouINjnmwDFGMwFhi1w5p0fjhA99nnnjuaIC8aIgq1A2Orcmawz9DQyoYwqLMlKMupP-U&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687)
+- [techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform](https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687)
 - [==datascientest.com: Azure DevOps Pipeline YAML: why configure CI/CD pipelines with YAML?==](https://liora.io/en/azure-devops-pipeline-yaml-why-configure-ci-cd-pipelines-with-yaml)
-- [thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines](https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pipelines)
+- [thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines](https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines)
 - [build5nines.com: Azure Pipeline: Publish Unit Test and Code Coverage Results with .NET 7 Solution using VSTest, Cobertura, and Coverlet](https://build5nines.com/azure-pipeline-publish-unit-test-and-code-coverage-results-with-net-solution-using-vstest-cobertura-and-coverlet)
-- [thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines](https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines)
+- [thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines](https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines)
 - [==towardsdev.com: Azure DevOps Project Creation and Setup via Terraform==](https://towardsdev.com/azure-devops-project-creation-and-setup-via-terraform-3444ff985bae)
 - [==thomasthornton.cloud: Deploy Terraform using Azure DevOps==](https://thomasthornton.cloud/deploy-terraform-using-azure-devops)
 - [blog.johnfolberth.com: Resources and posts for those figuring out DevOps in Azure](https://blog.johnfolberth.com)
@@ -425,7 +425,7 @@
 
 ### YAML Schema in DevOps Azure Pipelines
 
-- [==DevOps Azure Pipelines: YAML Schema==](https://learn.microsoft.com/en-us/azure/devops/pipelines/yaml-schema/pipeline?view=azure-pipelines)
+- [==DevOps Azure Pipelines: YAML Schema==](https://learn.microsoft.com/en-us/en-us/azure/devops/pipelines/yaml-schema/pipeline)
 
 ### Azure Pipeline Tasks
   - [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) - This article provides a step-by-step guide on how to install Java 23 within an Azure DevOps pipeline, specifically when the default JavaToolInstaller task does not support the desired version. It outlines the necessary scripts to download, extract, and configure Java 23, setting JAVA_HOME and updating the PATH environment variables, and then demonstrates how to use it with a Maven build.
@@ -499,7 +499,7 @@
 - [==agrenpoint.com: Azure AD & Microsoft Graph permission scopes, with Azure CLI==](https://www.agrenpoint.com/azcli-adscope) In this small post, we will look at a scenario where we want to register an Azure AD Application using specific scopes. When adding scopes for service principals using the Azure CLI we need to use the internal Ids. And one way would be to manually create one registration, get that app and then print out the scopes and then copy and paste.
 - [==medium.com/medialesson: Create Azure Active Directory App Registration with Azure CLI==](https://medium.com/medialesson/create-azure-active-directory-app-registration-with-azure-cli-3241aa3824c5)
 - [inkoop.io: How to get Azure API Credentials](https://www.inkoop.io/blog/how-to-get-azure-api-credentials) How to create an application in Azure active directory and get subscription id, tenant id, client id, client secret and generate management certificates. You will need these keys to access Azure API.
-- [docs.microsoft.com: Use the portal to create an Azure AD application and service principal that can access resource](https://learn.microsoft.com/en-us/entra/identity-platform/howto-create-service-principal-portal)
+- [docs.microsoft.com: Use the portal to create an Azure AD application and service principal that can access resource](https://learn.microsoft.com/en-us/en-us/azure/active-directory/develop/howto-create-service-principal-portal)
 - [medium.com/medialesson: Assigning Azure built-in roles vs Azure AD built-in roles with Azure CLI](https://medium.com/medialesson/assigning-azure-built-in-roles-vs-azure-ad-built-in-roles-with-azure-cli-d1cbf56fcdbe) Depending on what action you are trying to perform in Azure you might require either to be member of a certain Azure role or a certain Azure AD role. For example **if we want an identity to create an app registration in Azure AD we need the role Application Administrator which is part of the Azure AD roles.** When we want to create a resource in a certain resource group we need the Contributor role which is part of the Azure AD and typically scoped to a either a subscription, a resource group or a distinct resource.
 - [microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1](https://github.com/microsoftgraph/msgraph-sdk-powershell)
 - [vcloud-lab.com: Get started and configure certificate-based authentication in Azure](http://vcloud-lab.com/entries/microsoft-azure/get-started-and-configure-with-certificate-based-authentication-in-azure)
@@ -518,7 +518,7 @@
 - [azurearcjumpstart.io](https://jumpstart.azure.com) - [microsoft/azure_arc](https://github.com/microsoft/azure_arc)
     - [architecture diagrams and slides](https://github.com/microsoft/azure_arc)
 - [techcommunity.microsoft.com: Standardize DevOps practices across hybrid and multicloud environments](https://techcommunity.microsoft.com/blog/itopstalkblog/standardize-devops-practices-across-hybrid-and-multicloud-environments/2795010) With Azure Arc-enabled Kubernetes, you can attach and configure Kubernetes clusters located either inside or outside Azure.
-- [docs.microsoft.com: CI/CD workflow using GitOps (Flux v2) - Azure Arc enabled Kubernetes](https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2-ci-cd)
+- [docs.microsoft.com: CI/CD workflow using GitOps (Flux v2) - Azure Arc enabled Kubernetes](https://learn.microsoft.com/en-us/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2-ci-cd)
 - [thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere)
 - [seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere](https://blog.seifbassem.com/blogs/posts/azure-arc-ssh)
 
@@ -550,7 +550,7 @@
   - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization) - *(Related to serverless topic)*
 
 - [learn.microsoft.com: AZ-204: Implement Azure Functions 🌟](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions)
-- [azurebrains.com: Despliega tu Azure Function App con Terraform y Azure DevOps 🌟](https://blog.azurebrains.com/despliega-azure-function-terraform-azuredevops)
+- [azurebrains.com: Despliega tu Azure Function App con Terraform y Azure DevOps 🌟](https://blog.azurebrains.com/2021/03/25/despliega-azure-function-terraform-azuredevops)
 
 ## Azure Monitor
   - [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) - This Microsoft Learn article outlines how to plan, configure, and optimize monitoring for Azure cloud environments. It covers integrating data from other clouds, on-premises, and edge locations, and details monitoring responsibilities based on deployment models (IaaS, PaaS, SaaS). The article emphasizes defining a monitoring strategy to detect, diagnose, and predict issues.
@@ -573,9 +573,9 @@
 
 ## Mobile Apps
 
-- [Visual Studio App Center VS Azure Pipelines](https://learn.microsoft.com/en-us/appcenter/build/choose-between-services)
+- [Visual Studio App Center VS Azure Pipelines](https://learn.microsoft.com/en-us/en-us/appcenter/build/choose-between-services)
 - [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) At Royale Cheese initially we had setup CI/CD for Android via Microsoft’s Visual Studio App Center (an upgrade of Hockey App), but last year they declared the retirement of MBaas which got us worried about the overall future of VS App Center. That was one of the reasons we wanted to switch away from it. Secondly, the free tier provided around 400 minutes of build time per month per account which would had been sufficient for other technologies, but Android takes around 15 minutes to create a single build and deploy. We all know what gradle is capable of 😉. So having multiple apps (both iOS and Android) in the same account didn’t fare well.
-- [arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)](https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-part-1)
+- [arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)](https://arjavdave.com)
 - [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic)
 - [sahansera.dev: Publishing Android Apps to Microsoft App Center from Azure DevOps](https://sahansera.dev/publishing-android-apps-to-microsoft-appcenter)
 - [yoshevski.medium.com: Cost-effective Azure Devops and AppCenter integration](https://yoshevski.medium.com/cost-effective-azuredevops-and-appcenter-integration-fe606725d5d5)
@@ -627,7 +627,7 @@
 - [==microsoftgraph/msgraph-sdk-powershell==](https://github.com/microsoftgraph/msgraph-sdk-powershell) The Microsoft Graph PowerShell SDK is a collection of PowerShell modules that contain commands for calling Microsoft Graph service.
 - [==microsoftgraph/msgraph-sdk-powershell: samples==](https://github.com/microsoftgraph/msgraph-sdk-powershell)
     - [Samples: how to create a corresponding service principal from an application](https://github.com/microsoftgraph/msgraph-sdk-powershell)
-- [docs.microsoft.com: Microsoft Graph migration](https://learn.microsoft.com/en-us/cli/azure/microsoft-graph-migration?view=azure-cli-latest&tabs=powershell) Due to the deprecation of Azure Active Directory (Azure AD) Graph, the underlying Active Directory Graph API will be replaced by Microsoft Graph API in Azure CLI 2.37.0.
+- [docs.microsoft.com: Microsoft Graph migration](https://learn.microsoft.com/en-us/en-us/cli/azure/microsoft-graph-migration?tabs=powershell) Due to the deprecation of Azure Active Directory (Azure AD) Graph, the underlying Active Directory Graph API will be replaced by Microsoft Graph API in Azure CLI 2.37.0.
 - [==techtarget.com: Get up to speed with PowerShell and the Microsoft Graph API==](https://www.techtarget.com/searchwindowsserver/tutorial/Get-up-to-speed-with-PowerShell-and-the-Microsoft-Graph-API) **Microsoft plans to retire technologies that admins depend on to handle Office 365 and other cloud services via PowerShell. Learn how to start with this newer management method.**
 - [rakhesh.com: Graph cmdlets and Azure AD App Registrations](https://rakhesh.com/azure/graph-cmdlets-and-azure-ad-app-registrations)
 - [blog.yannickreekmans.be: Secretless applications: add permissions to a Managed Identity](https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-managed-identity) Your Managed Identity needs permissions to access other Azure resources or even other Azure AD protected applications and APIs. This is how you do that!
@@ -667,7 +667,7 @@
 ## Azure CLI. AZ CLI
 
 - [argonsys.com: How to query Azure resources using the Azure CLI](https://argonsys.com/microsoft-cloud/library/how-to-query-azure-resources-using-the-azure-cli)
-- [docs.microsoft.com: Expand virtual hard disks on a Linux VM with the Azure CLI](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/expand-disks#resize-without-downtime-preview)
+- [docs.microsoft.com: Expand virtual hard disks on a Linux VM with the Azure CLI](https://learn.microsoft.com/en-us/en-us/azure/virtual-machines/linux/expand-disks#resize-without-downtime-preview)
 - [techcommunity.microsoft.com: Announcing template-based previews of Azure CLI and Azure PowerShell for Key Vault deployments](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-template-based-previews-of-azure-cli-and-azure-powershell-for-key-vau/3933802)
 - [build5nines.com: Azure Resource Tags: Important Organization Strategies and Tips 🌟](https://build5nines.com/azure-resource-tags-important-organization-strategies-and-tips)
 - [build5nines.com: Azure CLI: Check if Blob Exists in Azure Storage](https://build5nines.com/azure-cli-check-if-blob-exists-in-azure-storage)
@@ -681,7 +681,7 @@
 ## IaC with PowerShell DSC Desired State Configuration
 
 - [docs.microsoft.com: Desired State Configuration overview for decision makers 🌟](https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1)
-- [docs.microsoft.com: Using configuration data in DSC](https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1&viewFallbackFrom=dsc-1.1%2Fconfigurations%2Fconfigdata)
+- [docs.microsoft.com: Using configuration data in DSC](https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1)
 - [octopus.com: Getting started with PowerShell Desired State Configuration (DSC)](https://octopus.com/blog/getting-started-with-powershell-dsc) PowerShell DSC is an Infrastructure as Code (IaC) technology that uses PowerShell to create Managed Object Format (MOF) files, which Windows Management Instrumentation (WMI) can use to configure a machine. In other words, PowerShell DSC uses PowerShell to programmatically configure your Windows-based computers. Additionally, DSC can monitor the state of the configured resources to make sure your machines stay consistent. Along with monitoring, DSC can also automatically correct the configuration of your system, so it’s always in the desired state. **PowerShell != PowerShell DSC**
 
 ## Azure Bicep
@@ -713,7 +713,7 @@
 
 ## Azure Cross region Load Balancer
 
-- [==azure.microsoft.com: How Microsoft Azure Cross-region Load Balancer helps create region redundancy and low latency== 🌟](https://azure.microsoft.com/en-us/en-in/blog/how-microsoft-azure-crossregion-load-balancer-helps-create-region-redundancy-and-low-latency)
+- [==azure.microsoft.com: How Microsoft Azure Cross-region Load Balancer helps create region redundancy and low latency== 🌟](https://azure.microsoft.com/en-us/en-us/blog/how-microsoft-azure-crossregion-load-balancer-helps-create-region-redundancy-and-low-latency)
 
 ## Azure Traffic Manager
 
@@ -796,20 +796,20 @@
 
 ## Azure API Management
 
-- [azure.microsoft.com: Azure API Management](https://azure.microsoft.com/en-us/en-us/services/api-management)
+- [azure.microsoft.com: Azure API Management](https://azure.microsoft.com/en-us/en-us/products/api-management)
 - [jmfloreszazo.com: Monetizar un API, con Azure API Management](https://jmfloreszazo.com/monetizar-un-api-con-azure-api-management)
 - [github.com/Azure-Samples/api-management-workspaces-migration: Azure API Management workspaces migration tool](https://github.com/Azure-Samples/api-management-workspaces-migration) Tooling to ease migration of Azure API Management service-level resources to workspaces.
 
 ## Azure Container Apps
 
-- [Azure Container Apps](https://azure.microsoft.com/en-us/services/container-apps) Build and deploy modern apps and microservices using serverless containers
+- [Azure Container Apps](https://azure.microsoft.com/en-us/en-us/products/container-apps) Build and deploy modern apps and microservices using serverless containers
 - [techcommunity.microsoft.com: Introducing Azure Container Apps: a serverless container service for running modern apps at scale](https://techcommunity.microsoft.com/blog/appsonazureblog/introducing-azure-container-apps-a-serverless-container-service-for-running-mode/2867265)
 - [techcommunity.microsoft.com: Azure Policy for Azure Container Apps? Yes, please](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/azure-policy-for-azure-container-apps-yes-please/3775200)
 - [denniszielke.medium.com: Using Azure Container Apps at scale instead of your building your own NaaS on top of K8s?](https://denniszielke.medium.com/using-azure-container-apps-at-scale-instead-of-your-building-your-own-naas-on-top-of-k8s-7c4760c2511f)
 
 ## Azure Container Instances
 
-- [azure.microsoft.com: Azure Container Instances](https://azure.microsoft.com/en-us/en-us/services/container-instances) Launch containers with hypervisor isolation
+- [azure.microsoft.com: Azure Container Instances](https://azure.microsoft.com/en-us/en-us/products/container-instances) Launch containers with hypervisor isolation
 - [unit42.paloaltonetworks.com: Finding Azurescape – Cross-Account Container Takeover in Azure Container Instances](https://unit42.paloaltonetworks.com/azure-container-instances)
 - [nedinthecloud.com: Using azure container instances for an azure dev ops self hosted agent](https://nedinthecloud.com/2024/04/15/using-azure-container-instances-for-an-azure-devops-self-hosted-agent)
 
@@ -854,7 +854,7 @@
 
 ## Azure Books
 
-- [==azure.microsoft.com: Azure for Architects, Third Edition==](https://azure.microsoft.com/en-us/en-us/resources/azure-for-architects)
+- [==azure.microsoft.com: Azure for Architects, Third Edition==](https://info.microsoft.com/ww-landing-azure-for-architects.html)
 - [dev.to/javinpaul: 7 Free Courses to Learn Microsoft Azure Cloud Platform](https://dev.to/javinpaul/7-free-courses-to-learn-microsoft-azure-cloud-platform-bg4)
 - [github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook](https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook)
 

docs/caching.md

@@ -22,7 +22,7 @@
 - [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)
 - [Dzone: An Introduction to Caching: How and Why We Do It 🌟](https://dzone.com/articles/introducing-amp-assimilating-caching-quick-read-fo) When it comes to caching, what was once a nice-to-have it now a must-have. Check out this detailed article to learn everything you need to know about caching!
 - [medium: Caching — System Design Concept 🌟](https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300)
-- [medium: Microservices Distributed Caching](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b) In this article, we are going to talk about Microservices Distributed Caching for Microservices Architectures. As you know that we learned practices and patterns and add them into our design toolbox. And we will use these pattern and practices when designing e-commerce microservice architecture.
+- [medium: Microservices Distributed Caching](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b) we are going to talk about Microservices Distributed Caching for Microservices Architectures. As you know that we learned practices and patterns and add them into our design toolbox. And we will use these pattern and practices when designing e-commerce microservice architecture.
 - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to Caching in the Cloud | Anuj Kothiyal](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)
 - [medium.com/rtkal: Distributed Cache Design](https://medium.com/rtkal/distributed-cache-design-348cbe334df1)
 - [learncsdesign.medium.com: An Overview of Distributed Caching 🌟 [ARCHIVED]]( http://web.archive.org/web/20220717060745/https://learncsdesign.medium.com/an-overview-of-distributed-caching-e426781d1ff0)
@@ -70,7 +70,7 @@
 - [fedoramagazine.org: Varnish: Your site faster and more stable](https://fedoramagazine.org/varnish-site-faster-stable)
 - [Red Hat Developer Blog. Tag: Varnish](https://developerblog.redhat.com/tag/varnish)
 - [Red Hat Enterprise Linux Blog. Tag: Varnish](http://rhelblog.redhat.com/tag/varnish)
-- [varnish-cache.org: Installation on RedHat](https://www.varnish.org/index.html/installation/redhat)
+- [varnish-cache.org: Installation on RedHat](https://vinyl-cache.org/docs/trunk/installation/index.html)
 - [Hitch - scalable TLS proxy. Hitch is a libev-based high performance SSL/TLS proxy by Varnish Software](https://www.hitch-tls.org)
 - [slideshare: Varnish - Tips & Tricks - 4Developers 2015](http://www.slideshare.net/piotrpasich/varnish-47199139)
 - [digitalocean.com: How To Speed Up Static Web Pages with Varnish Cache Server on Ubuntu 20.04](https://www.digitalocean.com/community/tutorials/how-to-speed-up-static-web-pages-with-varnish-cache-server-on-ubuntu-20-04)
@@ -88,7 +88,7 @@
 - [Slideshare: Introduction to Redis](http://www.slideshare.net/dvirsky/introduction-to-redis)
 - [medium: Scaling Millions of Geospatial Queries per minute using Redis](https://medium.com/groupon-eng/scaling-millions-of-geospatial-queries-per-minute-using-redis-7c05bcf6b4db)
 - [==architecturenotes.co: Redis Explained== 🌟🌟](https://architecturenotes.co/p/redis) A deep technical dive into all things Redis. Covering various Redis topologies, data persistence and process forking.
-- [faun.pub: Redis High availability with Sentinel on Kubernetes(K8s)](https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d67842e0ce) In this tutorial, you will learn how to deploy Redis with Sentinel in Kubernetes. You will also test the availability of the setup by simulating a master failure.
+- [faun.pub: Redis High availability with Sentinel on Kubernetes(K8s)](https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d67842e0ce) how to deploy Redis with Sentinel in Kubernetes. You will also test the availability of the setup by simulating a master failure.
 - [medium.com/lightricks-tech-blog: Step by Step Guide: How to create a Dynamic Service Endpoint via K8S API](https://medium.com/lightricks-tech-blog/step-by-step-guide-how-to-create-a-dynamic-service-endpoint-via-k8s-api-1024309cb226) This article explains how to deploy Redis HA in Kubernetes and create a Service that always points to the master Redis. It also demonstrates how to interact with Kubernetes API from inside a pod using a script to update the endpoint dynamically.
 
 ## Nginx High-performance caching
@@ -121,21 +121,21 @@
 
 <center markdown="1">
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/wC5wngKnh2iydS" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/Nginx/nginx-highperformance-caching" title="NGINX High-performance Caching" target="_blank">NGINX High-performance Caching</a> </strong> from <strong><a href="//www.slideshare.net/Nginx" target="_blank">NGINX, Inc.</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/wC5wngKnh2iydS" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/Nginx/nginx-highperformance-caching" title="NGINX High-performance Caching" target="_blank">NGINX High-performance Caching</a> </strong> from <strong><a href="/www.slideshare.net/Nginx" target="_blank">NGINX, Inc.</a></strong> </div>
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/3nvYR34GEVLEei" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/dvirsky/introduction-to-redis" title="Introduction to Redis" target="_blank">Introduction to Redis</a> </strong> from <strong><a target="_blank" href="//www.slideshare.net/dvirsky">Dvir Volk</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/3nvYR34GEVLEei" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/dvirsky/introduction-to-redis" title="Introduction to Redis" target="_blank">Introduction to Redis</a> </strong> from <strong><a target="_blank" href="/www.slideshare.net/dvirsky">Dvir Volk</a></strong> </div>
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/42WDX39CPeO9e6" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/NasceniaIT/brown-bag-caching-rafi-faisal-48694442" title="Caching" target="_blank">Caching</a> </strong> from <strong><a target="_blank" href="//www.slideshare.net/NasceniaIT">Nascenia IT</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/42WDX39CPeO9e6" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/NasceniaIT/brown-bag-caching-rafi-faisal-48694442" title="Caching" target="_blank">Caching</a> </strong> from <strong><a target="_blank" href="/www.slideshare.net/NasceniaIT">Nascenia IT</a></strong> </div>
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/rqpOlUNkU6NOvo" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/oemebamo/introduction-to-memcached" title="Introduction to memcached" target="_blank">Introduction to memcached</a> </strong> from <strong><a target="_blank" href="//www.slideshare.net/oemebamo">Jurriaan Persyn</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/rqpOlUNkU6NOvo" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/oemebamo/introduction-to-memcached" title="Introduction to memcached" target="_blank">Introduction to memcached</a> </strong> from <strong><a target="_blank" href="/www.slideshare.net/oemebamo">Jurriaan Persyn</a></strong> </div>
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/fQrbxcE741QjvX" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/kimlindholm/varnish-configuration-step-by-step" title="Varnish Configuration Step by Step" target="_blank">Varnish Configuration Step by Step</a> </strong> from <strong><a target="_blank" href="//www.slideshare.net/kimlindholm">Kim Stefan Lindholm</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/fQrbxcE741QjvX" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/kimlindholm/varnish-configuration-step-by-step" title="Varnish Configuration Step by Step" target="_blank">Varnish Configuration Step by Step</a> </strong> from <strong><a target="_blank" href="/www.slideshare.net/kimlindholm">Kim Stefan Lindholm</a></strong> </div>
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/JlHlus2tBHDZVi" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/ivanchepurnyi/advanced-varnishusage" title="Varnish Cache and its usage in the real world!" target="_blank">Varnish Cache and its usage in the real world!</a> </strong> from <strong><a target="_blank" href="//www.slideshare.net/ivanchepurnyi">Ivan Chepurnyi</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/JlHlus2tBHDZVi" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/ivanchepurnyi/advanced-varnishusage" title="Varnish Cache and its usage in the real world!" target="_blank">Varnish Cache and its usage in the real world!</a> </strong> from <strong><a target="_blank" href="/www.slideshare.net/ivanchepurnyi">Ivan Chepurnyi</a></strong> </div>
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/crhLrhAgnlZmLv" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/samanthaquinonestembies/superchargin-varnish" title="Supercharging Content Delivery with Varnish" target="_blank">Supercharging Content Delivery with Varnish</a> </strong> from <strong><a target="_blank" href="//www.slideshare.net/samanthaquinonestembies">Samantha Quiñones</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/crhLrhAgnlZmLv" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/samanthaquinonestembies/superchargin-varnish" title="Supercharging Content Delivery with Varnish" target="_blank">Supercharging Content Delivery with Varnish</a> </strong> from <strong><a target="_blank" href="/www.slideshare.net/samanthaquinonestembies">Samantha Quiñones</a></strong> </div>
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/hkcICcrntApXsr" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/haproxytech/haproxy-best-practice" title="Haproxy best practice" target="_blank">Haproxy best practice</a> </strong> from <strong><a target="_blank" href="//www.slideshare.net/haproxytech">haproxytech</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/hkcICcrntApXsr" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/haproxytech/haproxy-best-practice" title="Haproxy best practice" target="_blank">Haproxy best practice</a> </strong> from <strong><a target="_blank" href="/www.slideshare.net/haproxytech">haproxytech</a></strong> </div>
 
 </center>
 </details>

docs/chaos-engineering.md

@@ -49,8 +49,8 @@
 - [thenewstack.io: Operationalizing Chaos Engineering with GitOps](https://thenewstack.io/operationalizing-chaos-engineering-with-gitops)
 - [medium.com/better-practices: Learn how your Kubernetes clusters respond to failure using Gremlin and Grafana](https://medium.com/better-practices/chaos-d3ef238ec328) Building resilient APIs with chaos engineering
 - [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)
-- [aws.amazon.com: Chaos Engineering with LitmusChaos on Amazon EKS](https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-amazon-eks) In this tutorial, you will create an Amazon EKS cluster, install LitmusChaos and deploy a demo application. Then, you will define chaos experiments to be run on it and observe the behaviour
-- [blog.container-solutions.com: Comparing Chaos Engineering Tools for Kubernetes Workloads](https://blog.container-solutions.com/comparing-chaos-engineering-tools) How do Chaos Toolkit, Pumba, Litmus, and Chaos Mesh stack up against each other as chaos engineering tools for Kubernetes workloads? In this article, you will compare strengths and weaknesses.
+- [aws.amazon.com: Chaos Engineering with LitmusChaos on Amazon EKS](https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-amazon-eks) you will create an Amazon EKS cluster, install LitmusChaos and deploy a demo application. Then, you will define chaos experiments to be run on it and observe the behaviour
+- [blog.container-solutions.com: Comparing Chaos Engineering Tools for Kubernetes Workloads](https://blog.container-solutions.com/comparing-chaos-engineering-tools) How do Chaos Toolkit, Pumba, Litmus, and Chaos Mesh stack up against each other as chaos engineering tools for Kubernetes workloads? you will compare strengths and weaknesses.
 - [blog.palark.com: Attaining harmony of chaos in Kubernetes with Chaos Mesh](https://palark.com/blog/chaos-mesh-in-kubernetes) This article discusses chaos engineering solutions for Kubernetes using the Chaos Mesh operator. It covers tests on:
     - Failing nodes
     - Failing infrastructure dependencies

docs/chatgpt.md

@@ -13,7 +13,7 @@
 ## Introduction
 
 - [medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift](https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-openshift-15051bc95535)
-- [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities?intcmp=7015Y000003t7aWQAQ) You know we had to road test the hottest trend in #generativeAI! In this blog, we put ChatGPT to the test of developing Ansible Playbooks. We also explore Project Wisdom, an Ansible AI capability that is currently in development.
+- [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities) You know we had to road test the hottest trend in #generativeAI! In this blog, we put ChatGPT to the test of developing Ansible Playbooks. We also explore Project Wisdom, an Ansible AI capability that is currently in development.
 - [betterprogramming.pub: ChatGPT and Software Architecture](https://betterprogramming.pub/chatgpt-and-software-architecture-308b6e0cc25a) Let’s generate diagrams
 - [genbeta.com: En la era de la inteligencia artificial, Microsoft es el nuevo Google](https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google)
 - [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) Lets generate SQL using chatGPT and simplify our work

docs/cheatsheets.md

@@ -304,8 +304,8 @@
 - [Ansible Roles Explained | Cheat Sheet](https://linuxacademy.com/blog/red-hat/ansible-roles-explained)
 - [edureka.co: Ansible Cheat Sheet – A DevOps Quick Start Guide](https://www.edureka.co/blog/cheatsheets/ansible-cheat-sheet-guide)
 - [intellipaat.com: Ansible Basic Cheat Sheet](https://intellipaat.com/blog/tutorial/devops-tutorial/ansible-basic-cheat-sheet)
-- [mrxpalmeiras: Ansible Cheat Sheet](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S1127513064%3A1779041015006518&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PatKhgmTZTEkwb3Q5nWpkPt4ntDFIyQrUJIi2ZjPJ-M3IOraCUtKjEa4_jbOFaWLmjeqIlS_)
-- [google.com/site/mrxpalmeiras: Ansible Cheat Sheet 🌟](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S1127513064%3A1779041015006518&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PatKhgmTZTEkwb3Q5nWpkPt4ntDFIyQrUJIi2ZjPJ-M3IOraCUtKjEa4_jbOFaWLmjeqIlS_)
+- [mrxpalmeiras: Ansible Cheat Sheet](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S-1707972940%3A1779029132636791&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PaujYnU1vHeNQrrR9IV_P56nGiUWnqqM_hG1PBGMZyTXDsxITg7865jvpdfY8gDYaRf3YwR5Kw)
+- [google.com/site/mrxpalmeiras: Ansible Cheat Sheet 🌟](https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S-1707972940%3A1779029132636791&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PaujYnU1vHeNQrrR9IV_P56nGiUWnqqM_hG1PBGMZyTXDsxITg7865jvpdfY8gDYaRf3YwR5Kw)
 - [Ansible k8s cheat sheet 🌟](https://opensource.com/downloads/ansible-k8s-cheat-sheet) The Ansible k8s module enables you to manage Kubernetes objects with Ansible playbooks.
 - [fosstechnix.com: Ansible ad hoc commands with Examples](https://www.fosstechnix.com/ansible-ad-hoc-commands-with-examples)
 
@@ -406,7 +406,7 @@
 - [bogotobogo.com](https://www.bogotobogo.com/Java/tutorials/Spring-Boot/Maven-mvn-command-cheat-sheet.php)
 - [lzone.de/cheat-sheet/Maven](https://lzone.de/#/LZone%20Cheat%20Sheets/Maven)
 - [gist.github.com/michaellihs (jenkins pipeline)](https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6)
-- [confluence.sakaiproject.org](https://sakaiproject.atlassian.net/wiki/spaces/REL/pages/1314427619/Maven+release+plugin+cheat+sheet)
+- [confluence.sakaiproject.org](https://sakaiproject.atlassian.net/wiki)
 
 ## Gradle Cheat Sheets
 
@@ -438,7 +438,7 @@
 - [Dzone Refcard: Getting Started with Apache JMeter](https://dzone.com/refcardz/getting-started-with-apache-jmeter?chapter=1)
 - [Groovy Templates Cheat Sheet for JMeter](https://dzone.com/articles/the-groovy-templates-cheat-sheet-for-jmeter) Need help with your Groovy templates? Check out this cheat sheet to help you get started with scripting in Apache JMeter.
 - [JMeter Web Application Testing Cheatsheet](http://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-cheatsheet)
-- [CheatSheet for JMeter __time Function Calls](https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls)
+- [CheatSheet for JMeter __time Function Calls](https://www.ufcquechoisir-brest.org)
 - [martkos-it.co.uk: JMeter Cheat Sheet](https://martkos-it.co.uk/our-work/jmeter-testing-cheat-sheet-ng5zm-97y43-af8tj) This jmeter cheat sheet provides gentle reminders of the usage of jmeter gui/non-gui. It includes installation/execution, plugins, shortcut keys and functions and variables.
     - [jmeter-testing-cheat-sheet-v10.pdf](https://martkos-it.co.uk/s/jmeter-testing-cheat-sheet-v10.pdf)
 - [Cheat Sheet for Regular Expression in Jmeter](http://performanceoptimize.blogspot.com/2017/04/RegularExpressionCheatSheet.html)
@@ -451,7 +451,7 @@
 
 - [markdownguide.org](https://www.markdownguide.org)
     - [Markdown Cheat Sheet 1](https://markdownguide.offshoot.io/cheat-sheet)
-- [guides.github.com: Markdown Cheat Sheet 2](https://docs.github.com/en/pdfs/markdown-cheatsheet-online.pdf)
+- [guides.github.com: Markdown Cheat Sheet 2](https://docs.github.com/en)
 - [Markdown Cheat Sheet 4](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet)
 - [freecodecamp.org: Markdown Cheat Sheet – How to Write in Markdown with Examples](https://www.freecodecamp.org/news/markdown-cheat-sheet)
 
@@ -472,7 +472,7 @@
 ## TypeScript
 
 - [React+TypeScript Cheatsheets](https://github.com/typescript-cheatsheets/react)
-- [docs.microsoft.com: Build JavaScript applications using TypeScript](https://learn.microsoft.com/en-us/training/paths/build-javascript-applications-typescript)
+- [docs.microsoft.com: Build JavaScript applications using TypeScript](https://www.typescriptlang.org)
 - [levelup.gitconnected.com: NestJS: Microservices with gRPC, API Gateway, and Authentication — Part 1/2](https://levelup.gitconnected.com/nestjs-microservices-with-grpc-api-gateway-and-authentication-part-1-2-650009c03686) Step-by-Step Guide: NestJS Applications with TypeScript, gRPC, API Gateway, Authentication, and Validation.
 - [freecodecamp.org: How TypeScript Interfaces Work – Explained with Examples](https://www.freecodecamp.org/news/how-typescript-interfaces-work)
 

docs/cicd-kubernetes-plugins.md

@@ -21,4 +21,4 @@
 ## GitLab Kubernetes Agent
 
 - [GitLab Kubernetes Agent](https://docs.gitlab.com/user/clusters/agent)
-- [GitLab Kubernetes Agent available on GitLab.com](https://about.gitlab.com/releases/2021/04/22/gitlab-13-11/#gitlab-kubernetes-agent-available-on-gitlabcom)
+- [GitLab Kubernetes Agent available on GitLab.com](https://docs.gitlab.com/releases/#gitlab-kubernetes-agent-available-on-gitlabcom)

docs/cicd.md

@@ -77,7 +77,7 @@
 - [opsmx.com: What is a CI/CD Pipeline ?](https://www.opsmx.com/blog/what-is-a-ci-cd-pipeline)
 - [continuousdelivery.com: Patterns 🌟](https://continuousdelivery.com/implementing/patterns)
 - [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools)
-- [testguild.com: Pipeline as Code with Mohamed Labouardy](https://testguild.com/podcast/automation/a345-mohamed)
+- [testguild.com: Pipeline as Code with Mohamed Labouardy](https://testguild.com/podcast/a345-mohamed)
 - [harness.io: Understanding the Phases of the Software Development Life Cycle](https://www.harness.io/blog/software-development-life-cycle)
 - [cloudbees.com: Key Components of a CI/CD Pipeline](https://www.cloudbees.com/blog/ci-cd-pipeline)
 - [blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense](https://blog.thundra.io/why-a-ci/cd-pipeline-makes-good-business-sense)
@@ -99,10 +99,10 @@
 - [medium.com/softwareimprovementgroup: CI/CD best practices: How to set up your pipeline](https://medium.com/softwareimprovementgroup/ci-cd-best-practices-how-to-set-up-your-pipeline-4643eea14bfa)
 - [medium.com/dynatrace-engineering: How to combine and automate infrastructure and application deployment in a microservice environment](https://medium.com/dynatrace-engineering/how-to-combine-and-automate-infrastructure-and-application-deployment-in-a-microservice-environment-a16b664bb8b5) A collection of best practices to improve your confidence in your deployed applications.
 - [thenewstack.io: 4 Best Practices to Drive Successful Adoption of CI/CD](https://thenewstack.io/four-best-practices-to-drive-successful-adoption-of-ci-cd)
-- [about.gitlab.com: How to keep up with CI/CD best practices](https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practices)
+- [about.gitlab.com: How to keep up with CI/CD best practices](https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices)
 - [harness.io: Modern Software Delivery Best Practices & Software Delivery Management](https://www.harness.io/blog)
 - [linkedin pulse: Enabling CI/CD to Boost DevOps | Pavan Belagatti](https://www.linkedin.com/pulse/enabling-cicd-boost-devops-pavan-belagatti)
-- [about.gitlab.com: How to learn CI/CD fast](https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast)
+- [about.gitlab.com: How to learn CI/CD fast](https://about.gitlab.com/blog/how-to-learn-ci-cd-fast)
 - [thenewstack.io: Are Monolith CI/CD Pipelines Killing Quality in Your Software?](https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-software) This creates complex challenges for developers trying to push commits with confidence and DevOps teams responsible for fine-tuning their pipelines.
 - [clickittech.com: CI/CD Best Practices: Top 10 Practices for Financial Services](https://www.clickittech.com/devops/ci-cd-best-practices)
 - [medium.com/@rifkikarimr: Continuous Integration and Continuous Deployment: Best Practices for DevOps 🌟](https://medium.com/@rifkikarimr/continuous-integration-and-continuous-deployment-best-practices-for-devops-b99eac071a5c) Explore the basics of CICD. What they're, why they’re important, how to set up CI/CD pipeline, the best practices for CI/CD, and how to overcome common challenges
@@ -132,7 +132,7 @@
 - [developers.redhat.com: 10 tips for reviewing code you don't like](https://developers.redhat.com/blog/2019/07/08/10-tips-for-reviewing-code-you-dont-like)
 
 ## Security in CI/CD
-  - [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/2025/02/27/deploying-to-azure-secure-your-github-workflow-with-oidc) 🌟 - This blog post explains the benefits of using OpenID Connect (OIDC) for securing GitHub Actions workflows when deploying to Azure. It provides a step-by-step guide on setting up OIDC authentication using Azure CLI, including creating an Azure AD application with federated credentials, and demonstrates its implementation within a GitHub repository workflow. The article highlights how OIDC eliminates the need for long-lived secrets in GitHub, thus enhancing security and simplifying credential management.
+  - [Deploying to Azure: Secure Your GitHub Workflow with OIDC](https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc) 🌟 - This blog post explains the benefits of using OpenID Connect (OIDC) for securing GitHub Actions workflows when deploying to Azure. It provides a step-by-step guide on setting up OIDC authentication using Azure CLI, including creating an Azure AD application with federated credentials, and demonstrates its implementation within a GitHub repository workflow. The article highlights how OIDC eliminates the need for long-lived secrets in GitHub, thus enhancing security and simplifying credential management.
   - [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found) - *(Related to azure topic)*
   - [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) - *(Related to aws-security topic)*
   - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) - *(Related to azure topic)*
@@ -144,7 +144,7 @@
 
 - [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)
 - [harness.io: Progressive Delivery: Everything You Need to Know](https://www.harness.io/blog)
-- [weave.works: Progressively Delivering Applications Across Cloud and On-Premise. Using Kuma & GitOps to implement canary releasing](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: Progressively Delivering Applications Across Cloud and On-Premise. Using Kuma & GitOps to implement canary releasing](https://www.weave.works/)
 
 ## Deployment Strategies
 
@@ -152,7 +152,7 @@
     - It really depends on the needs and budget. When releasing to development/staging environments, a recreate or ramped deployment is usually a good choice. When it comes to production, a ramped or blue/green deployment is usually a good fit, but proper testing of the new platform is necessary.
     - Blue/green and shadow strategies have more impact on the budget as it requires double resource capacity. If the application lacks in tests or if there is little confidence about the impact/stability of the software, then a canary, a/b testing or shadow release can be used. If your business requires testing of a new feature amongst a specific pool of users that can be filtered depending on some parameters like geolocation, language, operating system or browser features, then you may want to use the a/b testing technique.
     - Last but not least, a shadow release is complex and requires extra work to mock egress traffic which is mandatory when calling external dependencies with mutable actions (email, bank, etc.). However, this technique can be useful when migrating to a new database technology and use shadow traffic to monitor system performance under load.
-- [harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟](https://harness.io/blog/continuous-verification/blue-green-canary-deployment-strategies)
+- [harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟](https://www.harness.io/blog/blue-green-canary-deployment-strategies)
 - [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)
 - [gitconnected.com: Blue-Green with Canary Deployment — A Novel approach](https://levelup.gitconnected.com/blue-green-with-canary-deployment-a-novel-approach-2cee77ff564d)
 - [semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes)

docs/cloud-arch-diagrams.md

@@ -79,8 +79,8 @@
 - [Lucidchart](https://lucid.co/marketplace/91074b9b/aws)
 - [infviz.io](https://infviz.io)
 - AWS CloudFormer + AWS CloudFormation Designer
-- [What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](https://acloud.guru/forums/aws-certified-advanced-networking-specialty/discussion/-LELSWplsuDI8q8_KtjN/What%20is%20the%20best%20way%20to%20generate%20a%20visual%20diagram%20of%20the%20AWS%20environment%20which%20includes%20VPC,%20VPN,%20EC2,%20and%20AMIs%3F)
-- [AWS Perspective 🌟](https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws) a tool to automatically visualise your loud workloads.
+- [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)
+- [AWS Perspective 🌟](https://docs.aws.amazon.com/solutions/workload-discovery-on-aws) a tool to automatically visualise your loud workloads.
     - https://github.com/awslabs/aws-perspective
     - Perspective inventories your aws accounts and can automatically create architecture diagrams with your resources along with the relationships between them. The diagrams are dynamic and you have the ability to explore them to discover how your resources are associated and connected.
     - Perspective displays indicative costing data for the resources in your diagrams and works cross-account and cross-region.
@@ -91,7 +91,7 @@
 
 ## Google Cloud Architecture Diagramming Tool
 
-- [cloud.google.com: Introducing a Google Cloud architecture diagramming tool](https://cloud.google.com/blog/topics/developers/introducing-google-cloud-architecture-diagramming-tool)
+- [cloud.google.com: Introducing a Google Cloud architecture diagramming tool](https://cloud.google.com/blog)
 
 ## Airflow
 

docs/container-managers.md

@@ -112,9 +112,9 @@
 - [redhat.com: 5 Podman features to try now](https://www.redhat.com/en/blog/podman-features-1) Improve how you use containers with these new Podman features: --latest, --replace, --all, --ignore, and --tz.
 - Here's how I stop all containers before: 🐳 `docker stop $(docker ps -aq)`
     - Here's how I stop/remove all containers with podman: `podman stop -a; podman rm  -a`
-- [medium.com/@raghavendraguttur: Podman Containers — Beginner’s Guide](https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e66f4) In this article, you will learn about Podman — an open-source tool for managing containers, images, volumes, and pods (group of containers). You will also compare it to buildah and skopeo.
+- [medium.com/@raghavendraguttur: Podman Containers — Beginner’s Guide](https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e66f4) about Podman — an open-source tool for managing containers, images, volumes, and pods (group of containers). You will also compare it to buildah and skopeo.
 - [nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS](https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-macos-c750581a3fda)
-- [==dev.to: Containers without Docker (podman, buildah, and skopeo)==](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal) In this article, you will learn how you can use Podman, Buildah, and Skopeo as replacements for the traditional Docker workflow, without the use of a daemon or root privileges
+- [==dev.to: Containers without Docker (podman, buildah, and skopeo)==](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal) how you can use Podman, Buildah, and Skopeo as replacements for the traditional Docker workflow, without the use of a daemon or root privileges
 - [redhat.com/sysadmin/quadlet-podman](https://www.redhat.com/en/blog/quadlet-podman) Make systemd better for Podman with Quadlet. Quadlet, a tool merged into Podman 4.4, hides the complexity of running containers under systemd to make it easier to maintain unit files written from scratch.
 
 #### Podman Desktop

docs/crossplane.md

@@ -15,7 +15,7 @@
 - [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops)
 - [itnext.io: Why do developers find Kubernetes so hard?](https://itnext.io/why-do-developers-find-kubernetes-hard-6532e8d6ce7f) And how can Crossplane Kubernetes Provider help
 - [faun.pub: Defining Infrastructure Declaratively with Crossplane](https://faun.pub/defining-infrastructure-declaratively-with-crossplane-eb9e0a98ae38)
-- [itnext.io: GitOpsify Cloud Infrastructure with Crossplane and Flux](https://itnext.io/gitopsify-cloud-infrastructure-with-crossplane-and-flux-d605d3043452) In this article, we are going to learn how to automate the provisioning of cloud resources via Crossplane and combine it with GitOps practices.
+- [itnext.io: GitOpsify Cloud Infrastructure with Crossplane and Flux](https://itnext.io/gitopsify-cloud-infrastructure-with-crossplane-and-flux-d605d3043452) we are going to learn how to automate the provisioning of cloud resources via Crossplane and combine it with GitOps practices.
 - [symphony.is: Crossplane - The New Kid in Town](https://symphony.is/blog/crossplane---the-new-kid-in-town-)
 
 ## Demo. YAML Your Cloud. Managing Cloud-Hosted Resources from Kubernetes

docs/crunchydata.md

@@ -32,8 +32,8 @@
 - [Documentation: Crunchy Data Container Suite 🌟](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest)
 - [crunchydata blog: Deploying Active-Active PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/active-active-on-kubernetes)
 - [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0)
-- [slideshare.net: Deploying PostgreSQL on Kubernetes](https://www.slideshare.net/slideshow/deploying-postgresql-on-kubernetes/130351662)
-- [slideshare.net: Operating PostgreSQL at Scale with Kubernetes](https://www.slideshare.net/slideshow/operating-postgresql-at-scale-with-kubernetes-137132067/137132067)
+- [slideshare.net: Deploying PostgreSQL on Kubernetes](https://www.slideshare.net/vyruss000/deploying-postgresql-on-kubernetes)
+- [slideshare.net: Operating PostgreSQL at Scale with Kubernetes](https://www.slideshare.net/jkatz05/operating-postgresql-at-scale-with-kubernetes-137132067)
 - [Youtube: Demo of Crunchy Data Postgres Operator v1.0.0 (2017)](https://www.youtube.com/watch?v=HX10WWTRiTY)
 - [Youtube: Crunchy PostgreSQL Operator for Kubernetes 3.4 Overview (2018)](https://www.youtube.com/watch?v=gaXlrlz7GVc)
 - [Youtube: OpenShift Meetup Tokyo #05 - Operator and Operator Lifecycle Manager on OpenShift (2019, openshift 4.1)](https://www.youtube.com/watch?v=X4vuktlK0Tg)
@@ -410,9 +410,9 @@ shopt -s checkwinsize
 # match all files and zero or more directories and subdirectories.
 #shopt -s globstar
 # make less more friendly for non-text input files, see lesspipe(1)
-[ -x /usr/bin/lesspipe ] && eval "$(SHELL=/bin/sh lesspipe)"
+[-x /usr/bin/lesspipe ] && eval "$(SHELL=/bin/sh lesspipe)"
 # set variable identifying the chroot you work in (used in the prompt below)
-if [ -z "${debian_chroot:-}" ] && [ -r /etc/debian_chroot ]; then
+if [-z "${debian_chroot:-}" ] && [-r /etc/debian_chroot ]; then
     debian_chroot=$(cat /etc/debian_chroot)
 fi
 # set a fancy prompt (non-color, unless we know we "want" color)
@@ -423,8 +423,8 @@ esac
 # off by default to not distract the user: the focus in a terminal window
 # should be on the output of commands, not on the prompt
 #force_color_prompt=yes
-if [ -n "$force_color_prompt" ]; then
-    if [ -x /usr/bin/tput ] && tput setaf 1 >&/dev/null; then
+if [-n "$force_color_prompt" ]; then
+    if [-x /usr/bin/tput ] && tput setaf 1 >&/dev/null; then
     # We have color support; assume it's compliant with Ecma-48
     # (ISO/IEC-6429). (Lack of such support is extremely rare, and such
     # a case would tend to support setf rather than setaf.)
@@ -433,7 +433,7 @@ if [ -n "$force_color_prompt" ]; then
     color_prompt=
     fi
 fi
-if [ "$color_prompt" = yes ]; then
+if ["$color_prompt" = yes ]; then
     PS1='${debian_chroot:+($debian_chroot)}\[\033[01;32m\]\u@\h\[\033[00m\]:\[\033[01;34m\]\w\[\033[00m\]\$ '
 else
     PS1='${debian_chroot:+($debian_chroot)}\u@\h:\w\$ '
@@ -448,7 +448,7 @@ xterm*|rxvt*)
     ;;
 esac
 # enable color support of ls and also add handy aliases
-if [ -x /usr/bin/dircolors ]; then
+if [-x /usr/bin/dircolors ]; then
     test -r ~/.dircolors && eval "$(dircolors -b ~/.dircolors)" || eval "$(dircolors -b)"
     alias ls='ls --color=auto'
     #alias dir='dir --color=auto'
@@ -465,21 +465,21 @@ alias la='ls -A'
 alias l='ls -CF'
 # Add an "alert" alias for long running commands.  Use like so:
 #   sleep 10; alert
-alias alert='notify-send --urgency=low -i "$([ $? = 0 ] && echo terminal || echo error)" "$(history|tail -n1|sed -e '\''s/^\s*[0-9]\+\s*//;s/[;&|]\s*alert$//'\'')"'
+alias alert='notify-send --urgency=low -i "$([$? = 0 ] && echo terminal || echo error)" "$(history|tail -n1|sed -e '\''s/^\s*[0-9]\+\s*/;s/[;&|]\s*alert$/'\'')"'
 # Alias definitions.
 # You may want to put all your additions into a separate file like
 # ~/.bash_aliases, instead of adding them here directly.
 # See /usr/share/doc/bash-doc/examples in the bash-doc package.
-if [ -f ~/.bash_aliases ]; then
+if [-f ~/.bash_aliases ]; then
     . ~/.bash_aliases
 fi
 # enable programmable completion features (you don't need to enable
 # this, if it's already enabled in /etc/bash.bashrc and /etc/profile
 # sources /etc/bash.bashrc).
 if ! shopt -oq posix; then
-if [ -f /usr/share/bash-completion/bash_completion ]; then
+if [-f /usr/share/bash-completion/bash_completion ]; then
     . /usr/share/bash-completion/bash_completion
-elif [ -f /etc/bash_completion ]; then
+elif [-f /etc/bash_completion ]; then
     . /etc/bash_completion
 fi
 fi

docs/databases.md

@@ -87,10 +87,10 @@
 - [medium.com/@bijit211987: Kubernetes ready for stateful workloads and to Revolutionize Enterprise Database Management](https://medium.com/@bijit211987/kubernetes-ready-for-stateful-workloads-and-to-revolutionize-enterprise-database-management-3cd619b1a0b2)
 - [==medium.com/javarevisited: Top Performance issues every developer/architect must know — part 1-Database==](https://medium.com/javarevisited/top-performance-issues-every-developer-architect-must-know-part-1-fc1ad6e1644b)
 - [infoq.com: Create Your Distributed Database on Kubernetes with Existing Monolithic Databases](https://www.infoq.com/articles/kubernetes-databases-apache-sharding-sphere)
-- [==dineshchandgr.medium.com: Why do we need a Database Connection Pool? -every programmer must know==](https://dineshchandgr.medium.com/why-do-we-need-a-database-connection-pool-every-programmer-must-know-9f90e7c8e5af) In this article, we looked at what is Database connection and its life cycle. Then we saw the drawbacks of creating connections on the fly and then saw the need to use a Database Connection Pool. We also looked at the design patterns on where to place the connection pool. We have then looked at the performance issues that can arise from the Database connection pool and concluded the article by looking at the common connection pool frameworks used in Java.
+- [==dineshchandgr.medium.com: Why do we need a Database Connection Pool? -every programmer must know==](https://dineshchandgr.medium.com/why-do-we-need-a-database-connection-pool-every-programmer-must-know-9f90e7c8e5af) we looked at what is Database connection and its life cycle. Then we saw the drawbacks of creating connections on the fly and then saw the need to use a Database Connection Pool. We also looked at the design patterns on where to place the connection pool. We have then looked at the performance issues that can arise from the Database connection pool and concluded the article by looking at the common connection pool frameworks used in Java.
 - [==medium.com/fintechexplained: What Is Database Sharding?==](https://medium.com/fintechexplained/what-is-database-sharding-582b36282f97) Learn How Splitting Database Across Multiple Machines Improves Performance By Processing Requests In Parallel For High Volume Applications
-- [==blog.equationlabs.io: Managing database migrations safely in high replicated k8s deployment== 🌟](https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment) In this article, you will learn how to run database migrations in Kubernetes using the Job resource, init containers and rolling updates.
-- [blog.equationlabs.io: Managing database migrations safely in high replicated k8s deployment](https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment) In this article, you will learn how to run database migrations in Kubernetes using the Job resource, init containers and rolling updates
+- [==blog.equationlabs.io: Managing database migrations safely in high replicated k8s deployment== 🌟](https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment) how to run database migrations in Kubernetes using the Job resource, init containers and rolling updates.
+- [blog.equationlabs.io: Managing database migrations safely in high replicated k8s deployment](https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment) how to run database migrations in Kubernetes using the Job resource, init containers and rolling updates
 - [thenewstack.io: Distributed Database Architecture: What Is It?](https://thenewstack.io/distributed-database-architecture-what-is-it)
 - [medium.com/@mkremer_75412: Why Postgres RDS didn’t work for us (and why it won’t work for you if you’re implementing a big data solution)](https://medium.com/@mkremer_75412/why-postgres-rds-didnt-work-for-us-and-why-it-won-t-work-for-you-if-you-re-implementing-a-big-6c4fff5a8644)
 - [medium.com/@fengruohang: Database in Kubernetes: Is that a good idea?](https://medium.com/@fengruohang/database-in-kubernetes-is-that-a-good-idea-daf5775b5c1f) Perhaps one day, when the reliability and performance of distributed network storage surpass local storage and mainstream databases have some native support for storage-computation separation, things might change again — K8S might become suitable for databases. But for now, I believe putting serious production OLTP databases into K8S is immature and inappropriate. I hope readers will make wise choices on this matter.
@@ -172,7 +172,7 @@
 
 ## Database DevOps
 
-- [informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?](https://www.informationweek.com/software-services/devops)
+- [informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?](https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-)
 - [medium: DevOps and Databases — The forgotten automation](https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95325b2d3c89)
 
 ## Database Mesh
@@ -246,7 +246,7 @@
 
 - [momjian.us: Mastering PostgreSQL Administration [pdf]](https://momjian.us/main/writings/pgsql/administration.pdf)
 - [9 High-Performance Tips when using PostgreSQL with JPA and Hibernate](https://vladmihalcea.com/9-postgresql-high-performance-performance-tips)
-- [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community)
+- [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community)
 - [towardsdatascience.com: Practical Introduction to PostgreSQL](https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e)
 - [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)
 - [blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)
@@ -299,7 +299,7 @@
 
 ## PysonDB
 
-- https://pysondb.github.io/pysonDB
+- https://pysondb.github.io/pysonDB/
 - [freecodecamp.org: How to Get Started with PysonDB](https://www.freecodecamp.org/news/how-to-get-started-with-pysondb) PysonDB is yet another document-oriented database written in pure Python. Developed by Fredy Somy, it is simple, lightweight, and efficient.
 
 ## Clickhouse

docs/demos.md

@@ -190,7 +190,7 @@
 - [nfrankel/jvm-controller](https://github.com/nfrankel/jvm-controller) Example on how to write a kubernetes controller in Java. The demo code for nfrankel's talk on Kubernetes operators in Java.
 - [matthewpalmer.net: Kubernetes Ingress with Nginx Example 🌟](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-ingress-guide-nginx-example.html)
 - [developers.redhat.com: Deploying Node.js applications to Kubernetes with Nodeshift and Minikube](https://developers.redhat.com/blog/2021/03/09/deploying-node-js-applications-to-kubernetes-with-nodeshift-and-minikube)
-- [itnext.io: Breaking down and fixing Kubernetes](https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3) In this article you'll break the cluster, delete certificates and rejoin the nodes without causing any downtime.
+- [itnext.io: Breaking down and fixing Kubernetes](https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3)you'll break the cluster, delete certificates and rejoin the nodes without causing any downtime.
 - [dev.to: Implementing a simple K8s admission controller in Go](https://dev.to/douglasmakey/implementing-a-simple-k8s-admission-controller-in-go-2dcg)
 - [ishantgaurav.in: Complete Application Deployment using Kubernetes](https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kubernetes)
 - [betterprogramming.pub: Deploy a Python API With Docker and Kubernetes](https://betterprogramming.pub/python-fastapi-kubernetes-gcp-296e0dc3abb6) Autoscale compute-intensive workloads to keep up with changing demand
@@ -203,7 +203,7 @@
 - [howtoforge.com: How to deploy your first pod on a Kubernetes Cluster](https://www.howtoforge.com/how-to-deploy-your-first-pod-on-a-kubernetes-cluster)
 - [==github.com/AdminTurnedDevOps/kubernetes-examples==](https://github.com/AdminTurnedDevOps/kubernetes-examples) This repo contains a bunch of Kubernetes examples
 - [levelup.gitconnected.com: Deploying a Simple Golang Web App to Kubernetes](https://levelup.gitconnected.com/deploying-simple-golang-webapp-to-kubernetes-25dc1736dcc4) Part II: Deployment Using YAML Configuration
-- [==medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker (kind)==](https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-kind-694b4207575d) In this tutorial, you'll learn how to build a multi-node kind cluster with `extraPortMappings` to forward requests from your host to an NGINX ingress controller
+- [==medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker (kind)==](https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-kind-694b4207575d) you'll learn how to build a multi-node kind cluster with `extraPortMappings` to forward requests from your host to an NGINX ingress controller
 - [devxblog.hashnode.dev: Deploying Microservices with Persistent Volumes in Kubernetes - Kubernetes Microservice Flask Application](https://devxblog.hashnode.dev/kubernetes-microservice-flask-application-1)
 - [medium.com/@hmquan08011996: Setup Microservices on Kubernetes — Write a Configuration File](https://medium.com/@hmquan08011996/set-up-microservice-on-kubernetes-write-config-file-8df7c2b07a4c) Deployed the microservice to Kubernetes
 - [==github.com/AdminTurnedDevOps/kubernetes-in-production-examples==](https://github.com/AdminTurnedDevOps/kubernetes-in-production-examples) This repo contains examples of a few tools and services you may use in production.
@@ -248,9 +248,9 @@
 ### Istio Service Mesh
 
 - [github: redhat-developer-demos Istio Tutorial for Java Microservices](https://github.com/redhat-scholars/istio-tutorial)
-- [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication) In this article you'll deploy an app and secure it with authenticaiton and authorisation for using Istio
+- [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication)you'll deploy an app and secure it with authenticaiton and authorisation for using Istio
 - [github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery with Flux v2, Flagger and Istio 🌟](https://github.com/stefanprodan/gitops-istio)
-- [blog.alexellis.io: A bit of Istio before tea-time](https://blog.alexellis.io/a-bit-of-istio-before-tea-time) In this post you will learn how to set up a full Istio demo running with a public IP directly to your laptop Wirth KinD
+- [blog.alexellis.io: A bit of Istio before tea-time](https://blog.alexellis.io/a-bit-of-istio-before-tea-time)you will learn how to set up a full Istio demo running with a public IP directly to your laptop Wirth KinD
 
 ### Envoy Service Mesh
 
@@ -270,7 +270,7 @@
 
 - [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)
 - [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)
-- [stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟](https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-security-best-practices-for-cluster-setup)
+- [stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟](https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1)
 - [thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane](https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane)
 
 ### GitOps Workflow with Flux
@@ -281,7 +281,7 @@
 
 ### Amazon EKS. Deploy example microservices on EKS
 
-- [eksworkshop.com](https://eksworkshop.com )
+- [eksworkshop.com](https://eksworkshop.com/ )
 - [eksworkshop.com/x-ray/microservices](https://eksworkshop.com/x-ray/microservices)
 - [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)
 - [aws.amazon.com: Deploy a kubernetes application](https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html)
@@ -369,7 +369,7 @@
 - [openshift.com: Simple Canary Deployments using Kubernetes StatefulSets on OpenShift](https://www.redhat.com/en/blog/simple-canary-deployments-using-kubernetes-statefulsets-on-openshift)
 - [github.com/jbossdemocentral: Red Hat Process Automation Manager Mortgage Demo](https://github.com/jbossdemocentral/rhpam7-mortgage-demo)
 - [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)
-- [medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster](https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-vsphere-56c5e5d76a80) In this post, I'll go thru the process of running Virtual Machines on OpenShift Virtualization in a nested setup inside VMware vSphere. This requires both ESXi hosts and a VCenter, both on 6.7U3 or up.
+- [medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster](https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-vsphere-56c5e5d76a80) I'll go thru the process of running Virtual Machines on OpenShift Virtualization in a nested setup inside VMware vSphere. This requires both ESXi hosts and a VCenter, both on 6.7U3 or up.
 - [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)
 - [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)
 - [opensource.com: Set up Minishift and run Jenkins on Linux](https://opensource.com/article/20/11/minishift-linux) Install, configure, and use Minishift to create your first pipeline.
@@ -395,7 +395,7 @@
 ### IBM Cloud Pak Playbooks and GitOps
 
 - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)
-- [==cloud-native-toolkit/multi-tenancy-gitops== 🌟](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) **Provides our opinionated point of view on how GitOps can be used to manage the infrastructure, services and application layers of K8s based systems.** The GitOps concept originated from Weaveworks back in 2017 and the goal was to automate the operations of a Kubernetes (K8s) system using a model external to the system as the source of truth (History of GitOps). **This repository provides our opinionated point of view on how GitOps can be used to manage the infrastructure, services and application layers of K8s based systems.** It takes into account the various personas interacting with the system and accounts for separation of duties. **The instructions and examples are focused around the Red Hat OpenShift platform and IBM Cloud Paks.** The reference architecture for this GitOps workflow can be found in the [GitOps IBM Cloud Paks reference architecture](https://cloudnativetoolkit.dev/adopting/use-cases/gitops/gitops-ibm-cloud-paks).
+- [==cloud-native-toolkit/multi-tenancy-gitops== 🌟](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) **Provides our opinionated point of view on how GitOps can be used to manage the infrastructure, services and application layers of K8s based systems.** The GitOps concept originated from Weaveworks back in 2017 and the goal was to automate the operations of a Kubernetes (K8s) system using a model external to the system as the source of truth (History of GitOps). **This repository provides our opinionated point of view on how GitOps can be used to manage the infrastructure, services and application layers of K8s based systems.** It takes into account the various personas interacting with the system and accounts for separation of duties. **The instructions and examples are focused around the Red Hat OpenShift platform and IBM Cloud Paks.** The reference architecture for this GitOps workflow can be found [source code](https://cloudnativetoolkit.dev/adopting/use-cases/gitops/gitops-ibm-cloud-paks).
 
 ### Knative
 
@@ -416,7 +416,7 @@
 - [openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management to Deploy on Multiple Clusters 🌟](https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters)
 - [developers.redhat.com: Getting started with Tekton and Pipelines](https://developers.redhat.com/blog/2021/01/13/getting-started-with-tekton-and-pipelines)
 - [developers.redhat.com: Bootstrap GitOps with Red Hat OpenShift Pipelines and kam CLI](https://developers.redhat.com/articles/2021/07/21/bootstrap-gitops-red-hat-openshift-pipelines-and-kam-cli) Generate a #GitOps repository using the kam CLI for simple GitOps adoption by bootstrapping Git repositories with opinionated layouts for continuous delivery.
-- [==dev.to: What is Knative Serving? A Friendly Guide==](https://dev.to/wiggitywhitney/9-waa-w-what-is-knative-serving-a-friendly-guide-28f6) In this article you will explore several benefits of Knative Serving:
+- [==dev.to: What is Knative Serving? A Friendly Guide==](https://dev.to/wiggitywhitney/9-waa-w-what-is-knative-serving-a-friendly-guide-28f6)you will explore several benefits of Knative Serving:
     - Ease of deployment
     - Scale to zero
     - Traffic splitting
@@ -453,7 +453,7 @@
 - [==piotrminkowski.com: Continuous Delivery on Kubernetes with Database using ArgoCD and Liquibase==](https://piotrminkowski.com/2021/12/13/continuous-delivery-on-kubernetes-with-database-using-argocd-and-liquibase)
 - [medium.com/adaltas: GitOps in practice, deploy Kubernetes applications with ArgoCD](https://medium.com/adaltas/gitops-in-practice-deploy-kubernetes-applications-with-argocd-ca170ce8aba3)
 - [gokuldevops.medium.com: Argo CD-Sample app deployment](https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279) Argo CD one of the most popular continues deployment tools used in Kubernetes. It is very simple to use and quite powerful. Personally, it is the first tool in my mind when I think of Kubernetes GitOps.
-- [==codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts== 🌟🌟](https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts) In this article, you will learn how to automatically rollout ConfigMap changes in your GitOps workflows using Argo CD and Kustomize.
+- [==codefresh.io: Using Argo CD and Kustomize for ConfigMap Rollouts== 🌟🌟](https://octopus.com/blog/using-argo-cd-and-kustomize-for-configmap-rollouts) how to automatically rollout ConfigMap changes in your GitOps workflows using Argo CD and Kustomize.
 - [medium.com/@martin.hodges: Spring Boot CI/CD on Kubernetes using Terraform, Ansible and GitHub: Part 12](https://medium.com/@martin.hodges/use-terraform-ansible-and-github-actions-to-automate-running-your-spring-boot-application-on-e82424da828e)
 - [mrcloudbook.com: Automating Tetris Deployments: DevSecOps with ArgoCD, Terraform, and Jenkins for Two Game Versions](https://mrcloudbook.com/automating-tetris-deployments-devsecops-with-argocd-terraform-and-jenkins-for-two-game-versions)
 - [mrcloudbook.com: GitOps: Deploying Tetris on EKS Using ArgoCD](https://mrcloudbook.com/gitops-deploying-tetris-on-eks-using-argocd)
@@ -482,7 +482,7 @@
 
 - [openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration)
 - [Advanced Cluster Management Demos](https://www.youtube.com/playlist?list=PLbMP1JcGBmSFA56rykbH2fg1F9Tozk4of) Want to manage Kubernetes clusters at scale? Struggle with Application Lifecycle? Need to ensure Security and Compliance policies across clusters? Check out these demos of Red Hat Advanced Cluster Manager (RHACM).
-- [redhat.com: ACM Ansible Integration Overview](https://www.redhat.com/en/about/videos/acm-ansible-integration-overview)
+- [redhat.com: ACM Ansible Integration Overview](https://www.redhat.com/en/blog)
 - [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)
 - [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)
 
@@ -627,7 +627,7 @@
 - [Using Jenkins Pipeline parallel stages to build Maven project with different JDKs](https://e.printstacktrace.blog/using-jenkins-pipeline-parallel-stages-to-build-maven-project-with-different-jdks)
 - **Demo:** A single Jenkinsfile, a Java Maven project, a single Dockerfile, multiple Java versions build and tested in parallel thanks to SDKMAN:
     - [Using SDKMAN! as a docker image for Jenkins Pipeline - a step by step guide 🌟](https://e.printstacktrace.blog/using-sdkman-as-a-docker-image-for-jenkins-pipeline-a-step-by-step-guide)
-    - [Multiple Java versions in a single Jenkins Pipeline using Docker and SDKMAN 🌟](https://www.youtube.com/watch?v=j1lH3vOhucw) In this video, I show you how you can use Jenkins Declarative Pipeline to create a build pipeline that compiles the Maven Java project using three different Java versions (8, 11, and 15.) You will learn how to use a matrix section of the Jenkins Pipeline to define parallel stages, as well as how to create a Docker image that provides both Java and Maven using the powerful SDKMAN command-line tool. After watching this video you should feel comfortable with setting up multiple parallel stages to build your Java project using different versions of the compiler. And what is most important - it does not require creating Dockerfiles for each Java version. I will show you how to build the pipeline using just a single Dockerfile that does the job.
+    - [Multiple Java versions in a single Jenkins Pipeline using Docker and SDKMAN 🌟](https://www.youtube.com/watch?v=j1lH3vOhucw) I show you how you can use Jenkins Declarative Pipeline to create a build pipeline that compiles the Maven Java project using three different Java versions (8, 11, and 15.) You will learn how to use a matrix section of the Jenkins Pipeline to define parallel stages, as well as how to create a Docker image that provides both Java and Maven using the powerful SDKMAN command-line tool. After watching this video you should feel comfortable with setting up multiple parallel stages to build your Java project using different versions of the compiler. And what is most important - it does not require creating Dockerfiles for each Java version. I will show you how to build the pipeline using just a single Dockerfile that does the job.
     - [Jenkins Pipeline Maven build demo](https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman)
 
 ??? note "Video: Jenkins Pipeline with multiple Java versions. Click to expand!"
@@ -658,7 +658,6 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 
 ## Jenkins X
 
-- [blog.testproject.io: Jenkins X Cloud Native CI/CD with TestProject](https://www.tricentis.com/learn)
 - [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)
 
 ## Spinnaker
@@ -669,7 +668,7 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 - [codeburst.io: Spinnaker by Example: Part 1](https://codeburst.io/spinnaker-by-example-part-1-c4de9180d689)
 - [codeburst.io: Spinnaker by Example: Part 2](https://codeburst.io/spinnaker-by-example-part-2-6f92a1fdaedf)
 - [codeburst.io: Spinnaker by Example: Part 3](https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce)
-- [dzone: Continuous Deployment on Kubernetes With Spinnaker](https://dzone.com/articles/continuous-deployment-on-kubernetes-with-spinnaker) In this article, learn how to setup Spinnaker and integrate it with Gitlab CI and Jenkins to build and run CI and CD pipelines.
+- [dzone: Continuous Deployment on Kubernetes With Spinnaker](https://dzone.com/articles/continuous-deployment-on-kubernetes-with-spinnaker) learn how to setup Spinnaker and integrate it with Gitlab CI and Jenkins to build and run CI and CD pipelines.
 - [armory.io: How to Set Up Liquibase in Spinnaker](https://www.harness.io/products/continuous-delivery)
 - [armory.io: Build a Deployment Pipeline with Spinnaker on Kubernetes](https://www.harness.io/products/continuous-delivery)
 - [hackernoon: Using Spinnaker with Kubernetes for CI/CD](https://hackernoon.com/using-spinnaker-with-kubernetes-for-cicd-52w3uo9)
@@ -683,8 +682,8 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 ## GitLab
 
 - [piotrminkowski.com: GitLab CI/CD on Kubernetes](https://piotrminkowski.com/2020/10/19/gitlab-ci-cd-on-kubernetes)
-- [about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel, or out of order](https://about.gitlab.com/blog/2020/12/10/basics-of-gitlab-ci-updated) New to continuous integration? Learn how to build your first CI pipeline with GitLab.
-- [==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster==](https://about.gitlab.com/blog/2021/11/18/gitops-with-gitlab-connecting-the-cluster)
+- [about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel, or out of order](https://about.gitlab.com/blog/basics-of-gitlab-ci-updated) New to continuous integration? Learn how to build your first CI pipeline with GitLab.
+- [==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster==](https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster)
 - [medium.com/@kachidude007: Setting up an Access Token in GitLab for a Jenkins Pipeline](https://medium.com/@kachidude007/setting-up-an-access-token-in-gitlab-for-a-jenkins-pipeline-a688dd6c994a) Navigate to your GitLab Personal Token Page
 
 ## Spring PetClinic Sample Application
@@ -698,7 +697,7 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 - [liatrio.com: building with docker using jenkins pipelines](https://www.liatrio.ai/resources/blog)
 - [stackoverflow: How to define BuildConfig object with Jenkins and openshift](https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift)
 - [cloudogu.com: CD with Jenkins, Nexus and cloudogu](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces)
-- [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration)
+- [experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration](https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration)
 - [github.com/redhat-developer-demos/spring-petclinic 🌟](https://github.com/redhat-developer-demos/spring-petclinic)
 - https://github.com/Azure-Samples/spring-petclinic-microservices
 - https://github.com/Azure-Samples/spring-petclinic-microservices-config
@@ -760,7 +759,7 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 - [dzone.com: From Spring Boot Microservices to Lambda Functions 🌟🌟](https://dzone.com/articles/from-java-microservices-to-lambda-functions-a-jour) Get your microservices where they need to be.
 - [==AdminTurnedDevOps/DevOps-The-Hard-Way-AWS==](https://github.com/AdminTurnedDevOps/DevOps-The-Hard-Way-AWS) **This repository contains free labs for setting up an entire workflow and DevOps environment from a real-world perspective in AWS**
 - [==medium.com/@adrianarba: CI/CD defined through terraform using AWS CodePipeline, AWS CodeCommit, and AWS CodeBuild==](https://medium.com/@adrianarba/ci-cd-defined-through-terraform-using-aws-codepipeline-aws-codecommit-and-aws-codebuild-12ade4d9cfa3)
-- [faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On EC2](https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-ec2-ac97fa17b187) In this post, we’ll see how we can use AWS Session Manager instead of SSH to connect to an EC2 instance and execute a playboook.
+- [faun.pub: Using AWS Session Manager With Ansible To Execute Playbook On EC2](https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-ec2-ac97fa17b187) we’ll see how we can use AWS Session Manager instead of SSH to connect to an EC2 instance and execute a playboook.
 - [betterprogramming.pub: Build a Cloud-Native Multiprocessing Framework](https://betterprogramming.pub/build-a-cloud-native-multiprocessing-framework-b33cfc2c02b9) How to convert a local multiprocessing framework to the cloud
 - [github.com/aws-samples: Guide to Resource Tagging Automation](https://github.com/aws-samples/resource-tagging-automation) A Lambda function for Resource Tagging Automation
 - [aws.plainenglish.io: Trigger, Function, Message | Brandi McCall](https://aws.plainenglish.io/trigger-function-message-12f117b7f067) Utilizing Amazon API Gateway to Invoke a Python AWS Lambda to Send a Message to Amazon SQS
@@ -772,8 +771,8 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 
 - [github.com/Azure-Samples 🌟](https://github.com/Azure-Samples) Microsoft Azure code samples and examples in .NET, Java, Python, Node.js, PHP and Ruby
 - [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 1](https://travelrasik.com/category/asia)
-    - [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 2](https://doylestowncoder.com/2021/12/02/building-ci-cd-pipelines-with-azure-data-factory-part-2)
-    - [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 3](https://doylestowncoder.com/2021/12/05/building-ci-cd-pipelines-with-azure-data-factory-part-3)
+    - [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 2](https://travelrasik.com/category/asia)
+    - [doylestowncoder.com: Building CI/CD Pipelines with Azure Data Factory: Part 3](https://travelrasik.com/category/asia)
 - [github.com/microsoft: Contoso Traders - Cloud testing tools demo app](https://github.com/microsoft/contosotraders-cloudtesting#contoso-traders---cloud-testing-tools-demo-app) The Contoso Traders app is a sample application showcasing Playwright, Azure Load Testing, Azure Chaos Studio.
 
 ### Azure DevOps Demos. Azure DevOps Pipelines
@@ -784,7 +783,7 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 - [reddit.com: Automate Infrastructure Deployments on Microsoft Azure with Terraform and Jenkins](https://www.reddit.com/r/Terraform/comments/h0tdq3/automate_infrastructure_deployments_on_microsoft)
 - [docs.microsoft.com: Deploy Spring microservices to Azure](https://learn.microsoft.com/en-us/azure/container-apps)
 - [davidsr.me: Deploy Azure WAF with Terraform and Azure DevOps](https://davidsr.me/deploy-azure-waf-with-terraform-and-azure-devops)
-- [==thomasthornton.cloud: A DevOps journey using Azure DevOps==](https://thomasthornton.cloud/2021/12/26/a-devops-journey-using-azure-devops) - [thomast1906/DevOps-Journey-Using-Azure-DevOps 🌟](https://github.com/thomast1906/DevOps-Journey-Using-Azure-DevOps/tree/main/labs)
+- [==thomasthornton.cloud: A DevOps journey using Azure DevOps==](https://thomasthornton.cloud/a-devops-journey-using-azure-devops) - [thomast1906/DevOps-Journey-Using-Azure-DevOps 🌟](https://github.com/thomast1906/DevOps-Journey-Using-Azure-DevOps/tree/main/labs)
 - [lambdatest.com: How To Build a CI/CD Pipeline In Azure DevOps ?](https://www.testmuai.com/blog/build-ci-cd-pipeline-in-azure-devops)
 - [medium.com/tea-networks: Kubernetes & CI/CD Pipeline](https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535)
 - [==docs.microsoft.com: Create a build pipeline with Azure Pipelines==](https://learn.microsoft.com/en-gb/azure/devops/pipelines/build/ci-build-git?view=azure-devops)
@@ -889,7 +888,7 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 ## Prometheus and Grafana
 
 - [docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments](https://github.com/xiaopeng163/docker-compose-tpg) Setup learning environment for Telegraf, Prometheus and Grafana with docker-compose. (include SNMP simulators).
-- [grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices](https://grafana.com/blog/2021/08/31/how-istio-tempo-and-loki-speed-up-debugging-for-microservices)
+- [grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices](https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microservices)
 - [medium.com/geekculture: Monitoring your system with Docker + Grafana + Prometheus + Node](https://medium.com/geekculture/monitoring-your-system-with-docker-grafana-prometheus-node-d7fae11416f3)
 
 ## GitHub Actions
@@ -903,7 +902,7 @@ Grab them from here: [awesome-kubernetes/scripts](https://github.com/nubenetes/a
 - [codeproject.com: Making a Simple Data Pipeline Part 4: CI/CD with GitHub Actions](https://www.codeproject.com/Articles/5320647/Making-a-Simple-Data-Pipeline-Part-4-CI-CD-with-Gi)
 - [levelup.gitconnected.com: GitOps: CI/CD using GitHub Actions and ArgoCD on Kubernetes](https://levelup.gitconnected.com/gitops-ci-cd-using-github-actions-and-argocd-on-kubernetes-909d85d37746) Deploying Helm Charts on AWS EKS Cluster using ArgoCD and GitOps.
 - [freecodecamp.org: How to Setup a CI/CD Pipeline with GitHub Actions and AWS](https://www.freecodecamp.org/news/how-to-setup-a-ci-cd-pipeline-with-github-actions-and-aws)
-- [nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions) In this article, you will learn how to use GitHub Actions to automatically test, build and deploy your Docker images to Kubernetes on every commit to the main branch
+- [nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions) how to use GitHub Actions to automatically test, build and deploy your Docker images to Kubernetes on every commit to the main branch
 - [medium.com/geekculture: GitOps — Github Actions K8s Deploy Workflow](https://medium.com/geekculture/gitops-github-actions-k8s-deploy-workflow-54f0d9a1d11b)
 - [eggboy.medium.com: CI/CD Java apps securely to Azure Kubernetes Service with GitHub Action — Part 1](https://eggboy.medium.com/ci-cd-java-apps-securely-to-azure-kubernetes-service-with-github-action-part-1-16393af4d097)
 - [github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions Monitor and Advisor actions](https://github.com/GitHubSecurityLab/actions-permissions) **GitHub token permissions Monitor and Advisor actions**

docs/devel-sites.md

@@ -111,7 +111,7 @@
 - [GitHub Copilot](https://github.com/copilot)
 - [Amazon CodeGuru Reviewer](https://aws.amazon.com/codeguru/profiler)
 - [Amazon CodeWhisperer](https://aws.amazon.com/q/developer) Amazon CodeWhisperer is a machine learning (ML)–powered service that helps improve developer productivity by generating code recommendations based on developers’ comments in natural language and their code in the integrated development environment (IDE). During preview, CodeWhisperer is available for Java, JavaScript, and Python programming languages. The service integrates with multiple IDEs, including JetBrains (IntelliJ, PyCharm, and WebStorm), Visual Studio Code, AWS Cloud9, and the AWS Lambda console.
-- [hipertextual.com: Así es Devin, la inteligencia artificial que programa software de principio a fin](https://hipertextual.com/2024/03/devin-inteligencia-artificial-programa-software)
+- [hipertextual.com: Así es Devin, la inteligencia artificial que programa software de principio a fin](https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software)
 
 ## No code tools
 

docs/developerportals.md

@@ -126,7 +126,7 @@
 - [medium: Running services with Knative & Kong](https://medium.com/nerd-for-tech/running-services-with-knative-kong-3135c0d94dfa)
 - [==dzone: Breaking Up a Monolithic Database with Kong==](https://dzone.com/articles/breaking-up-a-monolithic-database-with-kong) If your microservice design results in a very large API or multiple services accessing a single database, check out why Kong Gateway should be part of your project.
 - [konghq.com: Kong and Red Hat: Delivering Seamless Customer Experience](https://konghq.com/blog/news/kong-and-red-hat-collaboration)
-- [medium.com/@martin.hodges: Why do I need an API Gateway on a Kubernetes cluster](https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-cluster-c70f15da836c) In this article I introduce the concepts of an API Gateway and explain why you would need one in your Kubernetes cluster. In my next article I will show how to set one up using Kong.
+- [medium.com/@martin.hodges: Why do I need an API Gateway on a Kubernetes cluster](https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-cluster-c70f15da836c)I introduce the concepts of an API Gateway and explain why you would need one in your Kubernetes cluster. In my next article I will show how to set one up using Kong.
 
 ### Tyk API Manager
 
@@ -147,7 +147,7 @@
 ### Gloo Federation API Gateway Management
 
 - [Introducing Gloo Federation for Multi-Cluster API Gateway Management](https://www.solo.io/blog)
-- [solo.io: [Tutorial] Securing APIs with OIDC Using Keycloak](https://www.solo.io/blog/tutorial-gloo-integration-with-keycloak) In this tutorial, you will learn how to integrate the Gloo API gateway with Keycloack in Kubernetes
+- [solo.io: [Tutorial] Securing APIs with OIDC Using Keycloak](https://www.solo.io/blog/tutorial-gloo-integration-with-keycloak) how to integrate the Gloo API gateway with Keycloack in Kubernetes
 
 ### Backstage Developer Portal
 
@@ -175,7 +175,7 @@
 ### Spring Cloud Gateway
 
 - [Spring Cloud Gateway](https://spring.io/projects/spring-cloud-gateway)
-- [dzone: Custom Rate Limiting for Microservices 🌟](https://dzone.com/articles/rate-limiting-for-microservices) Enforcing rate limits on microservices is a common requirement in the API economy. In this article, we are going to build a custom rate limiting solution.
+- [dzone: Custom Rate Limiting for Microservices 🌟](https://dzone.com/articles/rate-limiting-for-microservices) Enforcing rate limits on microservices is a common requirement in the API economy. we are going to build a custom rate limiting solution.
 - [cloudtechtwitter.com: Pattern: API Gateway / Backends for Frontends](https://www.cloudtechtwitter.com/2022/05/pattern-api-gateway-backends-for.html) Spring Cloud Gateway provides a library to build an API Gateway. This is the preferred gateway implementation provided by Spring Cloud. It's built with Spring 5, Spring Boot 2, and Project Reactor. To understand the offerings of Spring Cloud Gateway we must understand the API Gateway pattern in detail.
 - [medium.com/@jeevansathisocial: High-performance API gateway](https://medium.com/@jeevansathisocial/high-performance-api-gateway-3661d5a2fee0s-3661d5a2fee0)
 
@@ -192,7 +192,7 @@
 - [auto-api.dev](https://auto-api.dev)
     - [github.com/highmobility](https://github.com/highmobility)
 - [high-mobility.com](https://www.high-mobility.com)
-    - [REST Auto API Tutorial](https://www.high-mobility.com/learn/tutorials/rest)
+    - [REST Auto API Tutorial](https://www.high-mobility.com/car-api)
 - [High Mobility @Youtube](https://www.youtube.com/channel/UCZNjYn1NXEgPa_ENPna9Atw)
 
 ### Smartcar

docs/devops.md

@@ -54,7 +54,7 @@
 - [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops) DevOps es un modo de abordar la cultura, la automatización y el diseño de las plataformas para generar mayor valor empresarial y capacidad de respuesta, mediante la prestación ágil de servicios de alta calidad. Todo ello es posible gracias a la prestación rápida y constante de servicios de TI. Para DevOps, se necesita vincular las aplicaciones heredadas con las aplicaciones creadas en la nube y las infraestructuras más nuevas.
 - [medium: 6 key areas to improve your DevOps performance](https://medium.com/codex/6-key-areas-to-improve-your-devops-performance-f4c4226feb25)
 - [redhat.com: Why IT automation training is a smart way to boost your career](https://www.redhat.com/en/blog/it-automation-training) Make the path to automation more efficient with training that translates into immediate business impacts.
-- [about.gitlab.com: Soft skills are the key to your DevOps career advancement](https://about.gitlab.com/blog/2021/11/30/soft-skills-are-the-key-to-your-devops-career-advancement)
+- [about.gitlab.com: Soft skills are the key to your DevOps career advancement](https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement)
 - [salesforceben.com: 5 DevOps Concepts You Need to Know](https://www.salesforceben.com/5-devops-concepts-you-need-to-know)
 - [enterprisersproject.com: DevOps: 3 skills needed to support its future in the enterprise](https://enterprisersproject.com/article/2021/10/devops-future-operating-model-it) If you're aiming for continuous improvement with your DevOps effort, prioritize these skills. They're critical to helping teams conquer cultural and technology challenges
 - [devblogs.microsoft.com: DevOps Dojo – Culture and Mindset](https://devblogs.microsoft.com/devops/devops-dojo-culture-and-mindset)
@@ -174,7 +174,7 @@
 - [scaledagileframework.com: DevOps 🌟🌟](https://www.scaledagileframework.com/devops)
 - [containerjournal.com: How the Rise of Containers Will Drive DevOps](https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops)
 - [itprotoday.com: Is the DevOps Model Killing the Developer? In a Word, No](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) The rise of the DevOps model means that app environments are moving faster and running on a larger scale than they did a decade ago.
-- [blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟](https://blogs.vmware.com/management/2020/06/devops-culture.html)
+- [blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟](https://blogs.vmware.com/cloud-foundation)
 - [enterprisersproject.com: 3 DevOps skills IT leaders need for the next normal](https://enterprisersproject.com/article/2020/7/3-devops-skills-it-leaders-need-next-normal)
 - [medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas)](https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-7618492a09d8)
 - [medium: How to Become a DevOps Engineer in 2020 (Shane Shown)](https://medium.com/swlh/how-to-become-an-devops-engineer-in-2020-80b8740d5a52)
@@ -200,7 +200,7 @@
 - [medium: How to Become a DevOps Engineer in 2020](https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-7618492a09d8) Your guide to getting started in a career in DevOps.
 - [cloudacademy.com: Blog / DevOpsDevOps: Why Is It Important to Decouple Deployment From Release?](https://platform.qa.com/login)
 - [infoq.com: Puppet Releases Its 2020 State of DevOps Report 🌟](https://www.infoq.com/news/2020/11/2020-devops-report)
-- [informationweek.com: What's Holding DevOps Back?](https://www.informationweek.com/software-services/devops) DevOps teams are at different stages of maturity. However, there are some common challenges they face along the way.
+- [informationweek.com: What's Holding DevOps Back?](https://www.informationweek.com/software-services/what-s-holding-devops-back-) DevOps teams are at different stages of maturity. However, there are some common challenges they face along the way.
 - [opensource.com: Create a DevOps culture with open source principles](https://opensource.com/article/20/12/remote-devops) Now that more workforces are remote, DevOps teams can maximize their collaboration and productivity by following open source principles.
 - [github.blog: How to make DevOps your competitive advantage](https://github.blog/enterprise-software/devops/how-to-make-devops-your-competitive-advantage)
 - [opensource.com: 3 critical DevOps concepts we explored in 2020 🌟](https://opensource.com/article/20/12/devops) In 2020, Opensource.com's top DevOps articles focused on testing, software methodologies, and the most important part: the people.
@@ -503,11 +503,11 @@ Resolve your software incidents 10x faster
 
 	[![DevOps vs Agile](images/devops_vs_agile.jpg)](https://www.cognizant.com/InsightsWhitepapers/Jumpstarting-DevOps-with-Continuous-Testing-codex1719.pdf)
 
-	[![DevOps capgemini](images/why_devops_capgemini.png)](https://www.capgemini.com/2016/05/assessing-state-of-your-devops-adoption-use-of-a-quality-blueprint-qbp)
+	[![DevOps capgemini](images/why_devops_capgemini.png)](https://www.capgemini.com/insights/expert-perspectives)
 
-	[![DevOps practices](images/key_devops_practices.png)](https://www.capgemini.com/2016/05/assessing-state-of-your-devops-adoption-use-of-a-quality-blueprint-qbp)
+	[![DevOps practices](images/key_devops_practices.png)](https://www.capgemini.com/insights/expert-perspectives)
 
-	[![DevOps qbp](images/devopsqbp.jpg)](https://www.capgemini.com/2016/05/assessing-state-of-your-devops-adoption-use-of-a-quality-blueprint-qbp)
+	[![DevOps qbp](images/devopsqbp.jpg)](https://www.capgemini.com/insights/expert-perspectives)
 
 	[![DevOps patterns](images/devopspatternsandpractices.png)](https://blogs.gartner.com/cameron_haight/2014/10/13/getting-your-arms-around-devops-devops-patterns-and-practices)
 
@@ -532,7 +532,7 @@ Resolve your software incidents 10x faster
 	<center markdown="1">
 
 	<div class="container">
-	<iframe src="//www.slideshare.net/slideshow/embed_code/key/ch64DsNKnrQRC1" width="668" height="714" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/IQGroup/how-will-devops-benefit-enterprise" title="How will DevOps benefit enterprise? " target="_blank">How will DevOps benefit enterprise? </a> </strong> from <strong><a href="//www.slideshare.net/IQGroup" target="_blank">InterQuest Group</a></strong> </div>
+	<iframe src="/www.slideshare.net/slideshow/embed_code/key/ch64DsNKnrQRC1" width="668" height="714" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/IQGroup/how-will-devops-benefit-enterprise" title="How will DevOps benefit enterprise? " target="_blank">How will DevOps benefit enterprise? </a> </strong> from <strong><a href="/www.slideshare.net/IQGroup" target="_blank">InterQuest Group</a></strong> </div>
 	</div>
 
 	</center>

docs/devsecops.md

@@ -101,7 +101,7 @@
 - [infoq.com: 9 Trends That Are Influencing the Adoption of Devops and Devsecops in 2021](https://www.infoq.com/articles/devops-secure-trends)
 - [addteq.com: The REAL Difference between DevOps and DevSecOps](https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devsecops)
 - [invensislearning.com: Difference between DevOps and DevSecOps](https://www.invensislearning.com/blog/devops-vs-devsecops)
-- [techerati.com: DevSecOps: Eight tips for truly securing software](https://www.techerati.com/features-hub/opinions/devsecops-eight-tips-for-truly-securing-software)
+- [techerati.com: DevSecOps: Eight tips for truly securing software](https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software)
 - [devops.com: SecDevOps is the Solution to Cybersecurity 🌟](https://devops.com/secdevops-is-the-solution-to-cybersecurity)
 - [techrepublic.com: DevOps is getting code released faster than ever. But security is lagging behind](https://www.techrepublic.com/article/devops-is-getting-code-released-faster-than-ever-but-security-is-lagging-behind)
 - [redeszone.net: No configurar bien la nube es culpable de la mayoría de vulnerabilidades](https://www.redeszone.net/noticias/seguridad/configurar-mal-nube-vulnerabilidades)
@@ -161,14 +161,14 @@
 - [thenewstack.io: Want Real Cybersecurity Progress? Redefine the Security Team](https://thenewstack.io/want-real-cybersecurity-progress-redefine-the-security-team)
 - [devops.com: Taking a DevSecOps Approach to API Security](https://devops.com/why-traditional-approaches-to-api-security-dont-work)
 - [devops.com: Continuous Security: The Next Evolution of CI/CD](https://devops.com/continuous-security-the-next-evolution-of-ci-cd)
-- [==about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them==](https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them) **IaC Security Scanning with Kubernetes**
+- [==about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them==](https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them) **IaC Security Scanning with Kubernetes**
 - [devops.com: How to Seamlessly Transition to DevSecOps](https://devops.com/how-to-seamlessly-transition-to-devsecops) **DevSecOps Isn’t Simple**
     - In the last few months, the cybersecurity world has been taken by storm following the discovery of the Log4Shell vulnerability. The zero-day had the potential to put much of the connected world at risk and left security teams scrambling to quickly apply security patches to software just before Christmas 2021.
     - As a result of the chaos caused by Log4Shell, many organizations kicked off the new year by carrying out security assessments to identify ways to improve detection and mitigation of future vulnerabilities. One approach that is gaining a lot of attention is DevSecOps.
     - DevSecOps introduces and automates security in the earlier phases of the software development life cycle rather than bolting it on at the end. The approach saves money, saves time on tedious manual tasks, helps organizations meet regulatory compliance requirements and significantly reduces the risk of critical security bugs being found after an application’s final build.
     - However, when it comes to kicking off DevSecOps projects, there are a few challenges application security teams need to overcome first to ensure their programs fit seamlessly into CI/CD pipelines.
 - [==bridgecrew.io: 6 key Kubernetes DevSecOps principles: People, processes, technology==](https://bridgecrew.io/blog/kubernetes-devsecops-principles)
-- [==research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines==](https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compromised-ci-cd-pipelines)
+- [==research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines==](https://www.nccgroup.com/research)
 - [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)
 - [==medium.com/microservices-learning: How to implement security for microservices==](https://medium.com/microservices-learning/how-to-implement-security-for-microservices-89b140d3e555)
 - [==kubernetes.io: Overview of Cloud Native Security==](https://kubernetes.io/docs/concepts/security) This overview defines a model for thinking about Kubernetes security in the context of Cloud Native security. **The 4C's of Cloud Native security:**
@@ -366,7 +366,7 @@
 - [gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟](https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b)
 - [thenewstack.io: Find Vulnerabilities in Container Images with Docker Scan](https://thenewstack.io/find-vulnerabilities-in-container-images-with-docker-scan)
 - [medium.com/@nanditasahu031: DevSecOps — Implementing Secure CI/CD Pipelines 🌟](https://medium.com/@nanditasahu031/devsecops-implementing-secure-ci-cd-pipelines-9653726b4916)
-- [deepfence/YaraHunter](https://github.com/deepfence/YaraHunter) Malware scanner for cloud-native, as part of CI/CD and at Runtime. Deepfence YaraHunter scans container images, running Docker containers, and filesystems to find indicators of malware. It uses a YARA ruleset to identify resources that match known malware signatures, and may indicate that the container or filesystem has been compromised. - https://deepfence.io
+- [deepfence/YaraHunter](https://github.com/deepfence/YaraHunter) Malware scanner for cloud-native, as part of CI/CD and at Runtime. Deepfence YaraHunter scans container images, running Docker containers, and filesystems to find indicators of malware. It uses a YARA ruleset to identify resources that match known malware signatures, and may indicate that the container or filesystem has been compromised. - https://deepfence.io/
 
 ### Securing Kubernetes With Anchore
 
@@ -429,10 +429,10 @@
 - [openshift.com: Geographically Distributed Stateful Workloads - Part 3: Keycloak](https://www.redhat.com/en/blog/geographically-distributed-stateful-workloads-part-3-keycloak)
 - [blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes](https://palark.com/blog/ha-keycloak-infinispan-kubernetes)
 - [baeldung.com: A Quick Guide to Using Keycloak with Spring Boot](https://www.baeldung.com/spring-boot-keycloak)
-- [==medium.com/@charled.breteche: Securing Grafana with Keycloak SSO==](https://medium.com/@charled.breteche/securing-grafana-with-keycloak-sso-d01fec05d984) In this article you will learn how to deploy and configure Keycloak in a local Kubernetes cluster, then deploy Grafana and use the Keycloak instance for authentication and authorization
+- [==medium.com/@charled.breteche: Securing Grafana with Keycloak SSO==](https://medium.com/@charled.breteche/securing-grafana-with-keycloak-sso-d01fec05d984)you will learn how to deploy and configure Keycloak in a local Kubernetes cluster, then deploy Grafana and use the Keycloak instance for authentication and authorization
 - [dev.to: KeyCloak with Nginx Ingress](https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo)
 - [medium.com/@amirhosseineidy: Kubernetes authentication with keycloak oidc](https://medium.com/@amirhosseineidy/kubernetes-authentication-with-keycloak-oidc-63571eaeed61)
-- [medium.com/@martin.hodges: How to install Keycloak IAM on your Kubernetes cluster, backed by Postgres](https://medium.com/@martin.hodges/how-to-install-keycloak-iam-on-your-kubernetes-cluster-backed-by-postgres-1228eae4faeb) In this article I look at installing Keycloak and integrating with a Kong API Gateway inside a Kubernetes cluster to provide an OAuth and OIDC solution for your services.
+- [medium.com/@martin.hodges: How to install Keycloak IAM on your Kubernetes cluster, backed by Postgres](https://medium.com/@martin.hodges/how-to-install-keycloak-iam-on-your-kubernetes-cluster-backed-by-postgres-1228eae4faeb)I look at installing Keycloak and integrating with a Kong API Gateway inside a Kubernetes cluster to provide an OAuth and OIDC solution for your services.
 
 ### Git Credential Manager Core
 
@@ -462,7 +462,7 @@
 - [kubeopsskills/cloud-secret-resolvers: Cloud Secret Resolvers (CSR)](https://github.com/kubeopsskills/cloud-secret-resolvers) Cloud Secret Resolvers is a set of tools to help your applications (on Kubernetes) to retrieve any credentials from cloud managed vaults without the needed to write additional boilerplate code in your applications!.
 - [thenewstack.io: Managing Secrets in Your DevOps Pipeline](https://thenewstack.io/managing-secrets-in-your-devops-pipeline)
 - [==thenewstack.io: Kubernetes Secrets Management: 3 Approaches, 9 Best Practices==](https://thenewstack.io/kubernetes-secrets-management-3-approaches-9-best-practices) Developers must make early design choices about where to store secrets, how to retrieve them and how to make them available in an application.
-- [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) In this article, you will learn the theory and practice behind encrypting your secrets with SealedSecret & Kubeseal
+- [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) the theory and practice behind encrypting your secrets with SealedSecret & Kubeseal
 
 ### Anti Patterns. Wrong Secrets
 
@@ -527,7 +527,7 @@
 - [piotrminkowski.com: Vault on Kubernetes with Spring Cloud](https://piotrminkowski.com/2021/12/30/vault-on-kubernetes-with-spring-cloud)
 - [hashicorp.com: Integrating Azure AD Identity with HashiCorp Vault — Part 1: Azure Application Auth via OIDC](https://www.hashicorp.com/blog/integrating-azure-ad-identity-hashicorp-vault-part-1-application-auth-oidc)
 - [==medium.com/@pratyush.mathur: Secrets Management Using Vault in K8S==](https://medium.com/@pratyush.mathur/secrets-management-using-vault-in-k8s-272462c37fd8)
-- [hashicorp.com: Kubernetes Vault Integration via Sidecar Agent Injector vs. CSI Provider](https://www.hashicorp.com/blog/kubernetes-vault-integration-via-sidecar-agent-injector-vs-csi-provider) In this post, you will explore the different methods of integrating HashiCorp Vault with Kubernetes and learn how to choose the best solution for your use case.
+- [hashicorp.com: Kubernetes Vault Integration via Sidecar Agent Injector vs. CSI Provider](https://www.hashicorp.com/blog/kubernetes-vault-integration-via-sidecar-agent-injector-vs-csi-provider) you will explore the different methods of integrating HashiCorp Vault with Kubernetes and learn how to choose the best solution for your use case.
 - [hashicorp.com: Manage Kubernetes Secrets for Flux with HashiCorp Vault](https://www.hashicorp.com/blog/manage-kubernetes-secrets-for-flux-with-hashicorp-vault) Configure the Secrets Store CSI driver with HashiCorp Vault to securely inject secrets into **Flux** or other GitOps tools on Kubernetes.
 - [==hashicorp.com: How to Integrate Your Application with Vault: Static Secrets==](https://www.hashicorp.com/blog/how-to-integrate-your-application-with-vault-static-secrets) Learn how to retrieve static secrets from HashiCorp Vault in a real-world setting using a new sample application.
 - [blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers](https://blog.devops.dev/using-vault-in-kubernetes-production-for-security-engineers-54d2f0aca4d1)
@@ -539,8 +539,8 @@
 - [medium.com/@nikhil.purva: Securing Kubernetes Secrets with HashiCorp Vault](https://medium.com/@nikhil.purva/securing-kubernetes-secrets-with-hashicorp-vault-a9555728e095)
 - [hashicorp.com: The State of Vault and Kubernetes, and Future Plans](https://www.hashicorp.com/blog/the-state-of-vault-and-kubernetes-and-future-plans) Get an overview of the most common ways to use HashiCorp Vault and Kubernetes together, and get a preview of a new method we're considering.
 - [alexandre-vazquez.com: How To Inject Secrets in Pods To Improve Security with Hashicorp Vault in 5 Minutes 🌟](https://alexandre-vazquez.com/inject-secrets-in-pods-using-hashicorp-vault)
-- [medium.com/@martin.hodges: Introduction to Vault to provide secret management in your Kubernetes cluster](https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-management-in-your-kubernetes-cluster-658b58372569) One of the core Kubernetes resources is a Secret. However, these Secrets are not actually secure, as anyone with access to the cluster may be able to read and update the secret. This article introduces Vault into the cluster to securely manage secrets.
-    - [medium.com/@martin.hodges: Enabling TLS on your Vault cluster on Kubernetes](https://medium.com/@martin.hodges/enabling-tls-on-your-vault-cluster-on-kubernetes-0d20439b13d0) In this article I look at adding TLS secured connections to our unprotected Vault cluster. We will do this to ensure our secrets remain, well, secret.
+- [medium.com/@martin.hodges: Introduction to Vault to provide secret management in your Kubernetes cluster](https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-management-in-your-kubernetes-cluster-658b58372569) One of the core Kubernetes resources is a Secret. However, these Secrets are not actually secure, as anyone with access to the cluster may be able to read and update the secret.Vault into the cluster to securely manage secrets.
+    - [medium.com/@martin.hodges: Enabling TLS on your Vault cluster on Kubernetes](https://medium.com/@martin.hodges/enabling-tls-on-your-vault-cluster-on-kubernetes-0d20439b13d0)I look at adding TLS secured connections to our unprotected Vault cluster. We will do this to ensure our secrets remain, well, secret.
 - [medium.com/@calvineotieno010: Managing Application Secrets with Hashicorp Vault](https://medium.com/@calvineotieno010/managing-application-secrets-with-hashicorp-vault-8efb5e1d87fd)
 - [medium.com/@muppedaanvesh: A Hands-On Guide to Vault in Kubernetes](https://medium.com/@muppedaanvesh/a-hand-on-guide-to-vault-in-kubernetes-%EF%B8%8F-1daf73f331bd) Manage k8s Secrets Using HashiCorp Vault: With Practical Examples
 
@@ -549,7 +549,7 @@
 - [harness.io: Tutorial: How to Use the New Vault Agent Integration Method With Harness](https://www.harness.io/blog/vault-agent-secrets-management)
 - [harness.io: Tutorial: Vault Agent Advanced Use Case With Kubernetes Delegates and Shared Volumes 🌟](https://www.harness.io/blog)
 - [hashicorp.com: Why Use the Vault Agent for Secrets Management?](https://www.hashicorp.com/blog/why-use-the-vault-agent-for-secrets-management)
-- [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) In this article, you'll learn how to use the Vault Agent Injector to dynamically generate and Inject PKI Certs to Pods by rendering secrets to a shared volume, containers within the pod will consume Vault secrets without being Vault aware.
+- [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) you'll learn how to use the Vault Agent Injector to dynamically generate and Inject PKI Certs to Pods by rendering secrets to a shared volume, containers within the pod will consume Vault secrets without being Vault aware.
 - [hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent](https://www.hashicorp.com/blog/refresh-secrets-for-kubernetes-applications-with-vault-agent) Learn the system signal and live reload methods for updating Kubernetes applications when secrets change. See an example via a Spring Boot application.
 
 ### Azure Key Vault
@@ -564,8 +564,8 @@
 
 ### CyberArk and Ansible
 
-- [ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ)
-- [ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform?sc_cid=7015Y000003t7aWQAQ)
+- [ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform)
+- [ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform](https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform)
 
 ### CyberArk Conjur
 
@@ -621,15 +621,15 @@
 - [redhat.com: Introducing Red Hat Vulnerability Scanner Certification](https://www.redhat.com/en/blog/introducing-red-hat-vulnerability-scanner-certification)
 - [docs.microsoft.com: Introduction to Azure Defender for container registries](https://learn.microsoft.com/en-us/azure/defender-for-cloud/defender-for-container-registries-introduction#when-are-images-scanned) Defender for Container Registries Continuous Image Scan for vulnerabilities is now available for General Availability (GA)
 - [techbeacon.com: 17 open-source container security tools 🌟](https://techbeacon.com/security/17-open-source-container-security-tools)
-- [about.gitlab.com: How to secure your container images with GitLab and Grype](https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype) - [grype: a vulnerability scanner for container images and filesystems](https://github.com/anchore/grype)
+- [about.gitlab.com: How to secure your container images with GitLab and Grype](https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype) - [grype: a vulnerability scanner for container images and filesystems](https://github.com/anchore/grype)
 - [GoogleContainerTools/container-structure-test](https://github.com/GoogleContainerTools/container-structure-test) validate the structure of your container images
-- [dynatrace.com: Container security: What it is, why it’s tricky, and how to do it right](https://www.dynatrace.com/news/blog/what-is-container-security)
+- [dynatrace.com: Container security: What it is, why it’s tricky, and how to do it right](https://www.dynatrace.com/knowledge-base/container-security)
 - [betterprogramming.pub: Secure Your Kubernetes Cluster With Seccomp](https://betterprogramming.pub/secure-your-kubernetes-cluster-with-seccomp-9403ecf831b2) A hands-on guide to applying the principle of least-privilege on container’s syscalls
 
 ### Sigstore
 
 - [==sigstore.dev==](https://www.sigstore.dev) A new standard for signing, verifying and protecting software. Making sure your software’s what it claims to be.
-    - [youtube: Hands-on Introduction to sigstore | Rawkode Live](https://www.youtube.com/watch?v=fZfd4orrn8Y&ab_channel=RawkodeAcademy) In this tutorial, you’ll learn how to sign and verify container images with co-sign, with and without a private key.
+    - [youtube: Hands-on Introduction to sigstore | Rawkode Live](https://www.youtube.com/watch?v=fZfd4orrn8Y&ab_channel=RawkodeAcademy) you’ll learn how to sign and verify container images with co-sign, with and without a private key.
 - [==opensource.com: Sign and verify container images with this open source tool (sigstore)==](https://opensource.com/article/21/12/sigstore-container-images) The sigstore project aims at securing supply chain technology.
 
 ### Container security best practices
@@ -661,7 +661,7 @@
     - [falco.org: Detect Malicious Behaviour on Kubernetes API Server through gathering Audit Logs by using FluentBit - Part 2](https://falco.org/blog/detect-malicious-behaviour-on-kubernetes-api-server-through-gathering-audit-logs-by-using-fluentbit-part-2)
 - [kubearmor.io](https://kubearmor.io) Runtime protection for Kubernetes & other cloud Workloads. KubeArmor uses eBPF and Linux Security Modules (LSM) to provide policy based system
 to restrict any unwanted, malicious behavior of cloud-native workloads at runtime.
-    - [itnext.io: Protecting Your Kubernetes Environment With KubeArmor](https://itnext.io/protecting-your-kubernetes-environment-with-kubearmor-76b02fc2209b) In this article, you will learn how to use KubeArmor to define policies and protect your containerized workloads. You will test the setup against the ShellShock vulnerability and compare it to AppArmor.
+    - [itnext.io: Protecting Your Kubernetes Environment With KubeArmor](https://itnext.io/protecting-your-kubernetes-environment-with-kubearmor-76b02fc2209b) how to use KubeArmor to define policies and protect your containerized workloads. You will test the setup against the ShellShock vulnerability and compare it to AppArmor.
 
 ## Helm Charts Security. Helm Secrets
 
@@ -676,7 +676,7 @@ to restrict any unwanted, malicious behavior of cloud-native workloads at runtim
 
 ## Attacks on Kubernetes via Misconfigured Argo Workflows
 
-- [intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](https://intezer.com/blog/research/new-attacks-on-kubernetes-via-misconfigured-argo-workflows)
+- [intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workflows)
 
 ## PKI
 

docs/docker.md

@@ -51,7 +51,7 @@
 - [dzone: Mitigating DevOps Repository Risks](https://dzone.com/articles/mitigating-devops-repository-risks) Docker is in the news for two reasons: Image retention limits and download throttling. Let's discuss both and see the better alternatives.
 - [Top 18 Docker commands for Automation Tester/Devops/SDET/Test Lead? 🌟](https://automationreinvented.blogspot.com/2020/02/top-18-docker-commands-for-aytomation.html)
 - [A Gentle Introduction to Using a Docker Container as a Dev Environment 🌟](https://css-tricks.com/a-gentle-introduction-to-using-a-docker-container-as-a-dev-environment)
-- [docs.docker.com: Deploying Docker containers on ECS](https://docs.docker.com/engine/context/ecs-integration)
+- [docs.docker.com: Deploying Docker containers on ECS](https://docs.docker.com/retired)
     - [AWS and Docker collaborate to simplify the developer experience](https://aws.amazon.com/blogs/containers/aws-docker-collaborate-simplify-developer-experience)
     - [From Docker Straight to AWS](https://www.docker.com/blog/from-docker-straight-to-aws)
 - [A Gentle Introduction to Using a Docker Container as a Dev Environment](https://css-tricks.com/a-gentle-introduction-to-using-a-docker-container-as-a-dev-environment)
@@ -71,12 +71,12 @@
 - [medium: Dockerizing a REST API in Python Less Than 9 MB and Based on scratch Image](https://medium.com/analytics-vidhya/dockerizing-a-rest-api-in-python-less-than-9-mb-and-based-on-scratch-image-ef0ee3ad3f0a)
 - [datamechanics.co: Optimized Apache Spark Docker Images](https://www.datamechanics.co)
 - [theskillpedia.com: Managing docker images - openshift tutorial](https://www.theskillpedia.com/managing-docker-images-openshift-tutorial)
-- [iximiuz.com: Container Networking Is Simple!](https://iximiuz.com/en/posts/container-networking-is-simple)
+- [iximiuz.com: Container Networking Is Simple!](https://labs.iximiuz.com/tutorials/container-networking-from-scratch)
 - [r-bloggers.com: Dockerizing Shiny Applications](https://www.r-bloggers.com/2021/05/dockerizing-shiny-applications)
 - [pythonspeed.com: Docker can slow down your code and distort your benchmarks](https://pythonspeed.com/articles/docker-performance-overhead)
 - [turbofuture.com: A Beginners Guide to Containers and Docker](https://turbofuture.com/computers/introductiontodocker)
 - [releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes Driver](https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes)
-- [medium.com/nttlabs: Kubernetes driver for Docker BuildX](https://medium.com/nttlabs/buildx-kubernetes-ad0fe59b0c64) In this article, you will learn how Docker BuildX supports building images using BuildKit pods on a Kubernetes cluster. Docker BuildX, the extended version of docker build CLI, now supports distributed image building using Kubernetes!
+- [medium.com/nttlabs: Kubernetes driver for Docker BuildX](https://medium.com/nttlabs/buildx-kubernetes-ad0fe59b0c64) how Docker BuildX supports building images using BuildKit pods on a Kubernetes cluster. Docker BuildX, the extended version of docker build CLI, now supports distributed image building using Kubernetes!
 - [linuxadictos.com: Docker presenta nuevas capacidades para desarrolladores](https://www.linuxadictos.com/docker-presenta-nuevas-capacidades-para-desarrolladores.html)
 - [grafana.com: Docker Integration for Grafana Cloud](https://grafana.com/docs/grafana-cloud/monitor-infrastructure/integrations/integration-reference/integration-docker) Docker is an open platform for developing, shipping, and running applications. Docker enables you to separate your applications from your infrastructure so you can deliver software quickly.
 - [dev.to: Docker CMD vs ENTRYPOINT: explaining the difference](https://dev.to/hood/docker-cmd-vs-entrypoint-explaining-the-difference-55g7)
@@ -122,7 +122,7 @@
 - [thenewstack.io: The Time to Decide on Docker Desktop Has Arrived](https://thenewstack.io/the-time-to-decide-on-docker-desktop-has-arrived)
 - [codeproject.com: How to Create an Image in Docker using Python](https://www.codeproject.com/Tips/5323808/How-To-Create-An-Image-In-Docker-Using-Python)
 - [thenewstack.io: How to Share Data Between Docker Containers](https://thenewstack.io/containers/how-to-share-data-between-docker-containers)
-- [iximiuz.com: Containers 101: attach vs. exec - what's the difference?](https://iximiuz.com/en/posts/containers-101-attach-vs-exec)
+- [iximiuz.com: Containers 101: attach vs. exec - what's the difference?](https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec)
 - [acloudguru.com: Docker COPY vs ADD: What’s the difference?](https://www.pluralsight.com/resources/blog/cloud/docker-copy-vs-add-whats-the-difference)
 - [thenewstack.io: How to Run Docker in Rootless Mode](https://thenewstack.io/how-to-run-docker-in-rootless-mode)
 - [mjovanc.com: Get started with Docker and Docker Compose](https://mjovanc.com/get-started-with-docker-and-docker-compose-cddcb5a3f3b9)
@@ -224,7 +224,6 @@
 ## Docker for LLMs
   - [Docker for LLMs](https://www.docker.com/llm) - This page from Docker introduces how Docker can be leveraged to deploy and manage Large Language Models (LLMs), highlighting its capabilities in simplifying the LLM development lifecycle. It covers aspects like packaging models, managing dependencies, and scaling LLM applications.
 
-- [blog.testproject.io: A Comparison of Kubernetes and Docker](https://blog.testproject.io/2021/06/21/a-comparison-of-kubernetes-and-docker)
 - [==containerjournal.com: What’s the Difference Between Docker and Kubernetes?==](https://cloudnativenow.com/features/whats-the-difference-between-docker-and-kubernetes)
 
 ## Docker Patterns and Antipatterns
@@ -240,7 +239,7 @@
   - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer) 🌟 - This article from Docker introduces their new hardened images, designed to provide developers with a more secure foundation for building and deploying containerized applications. It highlights the benefits of using these images and how they contribute to a stronger security posture.
 
 - [thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub](https://thehackernews.com/2020/06/cryptocurrency-docker-image.html)
-- [acloudguru.com: 10 Docker Security Best Practices to Cut Container Chaos](https://acloudguru.com/blog/engineering/10-docker-security-best-practices-to-cut-container-chaos)
+- [acloudguru.com: 10 Docker Security Best Practices to Cut Container Chaos](https://www.pluralsight.com/cloud-guru)
 - [brianchristner.io: How to use Docker Security Scan Locally](https://brianchristner.io/how-to-use-docker-scan) Docker included a new command called `docker scan` that scans local images against the Snyk security engine, providing you with security visibility into your local Dockerfiles and images.
 - [snyk.io: 10 Docker Security Best Practices 🌟](https://snyk.io/blog/10-docker-image-security-best-practices)
 - [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)
@@ -260,9 +259,9 @@
 - [itnext.io: Building Docker Images The Proper Way 🌟](https://itnext.io/building-docker-images-the-proper-way-3c9807524582) Let’s optimize Docker builds to create much smaller and more secure Docker images in a fraction of the usual build time…
 - [returngis.net: Reduce el tamaño de tus imágenes con Dockerfiles multi-stage](https://www.returngis.net/2021/08/reduce-el-tamano-de-tus-imagenes-con-dockerfiles-multi-stage)
 - [==slim.ai==](https://www.root.io) Build secure containers, faster. Secure your software supply chain.
-    - [slim.ai: Automatically reduce Docker container size using DockerSlim](https://www.root.io/blog/automatically-reduce-docker-container-size-using-dockerslim.html)
+    - [slim.ai: Automatically reduce Docker container size using DockerSlim](https://www.root.io)
     - [youtube: The need for Slim Docker Container Images with @DockerSlim & Slim.AI](https://www.youtube.com/watch?v=1o14tIEhZL0)
-    - [==slim.ai: Slim Docker Extension== 🌟](https://www.root.io/docs/docker-desktop-extension.html)
+    - [==slim.ai: Slim Docker Extension== 🌟](https://www.root.io)
 - [learnk8s.io: 3 simple tricks for smaller Docker images 🌟](https://learnkube.com/blog/smaller-docker-images) When it comes to building Docker containers, you should always strive for smaller images. **Images that share layers and are smaller in size are quicker to transfer and deploy.**
 - [contains.dev: Optimizing Docker image size and why it matters](https://contains.dev/blog/optimizing-docker-image-size)
 - [==jpetazzo.github.io: Anti-Patterns When Building Container Images==](http://jpetazzo.github.io/2021/11/30/docker-build-container-images-antipatterns)
@@ -393,7 +392,7 @@ PHP Docker Image for Cloud Native Deployments (and Kubernetes)
 - [jib](https://github.com/GoogleContainerTools/jib)
 - [kaniko](https://github.com/GoogleContainerTools/kaniko)
 - [buildah](https://buildah.io)
-- [buildkit](https://docs.docker.com/build/buildkit)
+- [buildkit](https://docs.docker.com/build)
 - [podman](https://podman.io)
 - [==blog.logrocket.com: Top Docker alternatives for 2022==](https://blog.logrocket.com/docker-alternatives)
 - [itnext.io: Replace Docker Desktop with lima](https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19) - [lima-vm/lima](https://github.com/lima-vm/lima)

docs/dotnet.md

@@ -41,7 +41,7 @@
 
 ## .NET MAUI
 
-- [devblogs.microsoft.com: Getting Started with DevOps and .NET MAUI](https://devblogs.microsoft.com/dotnet/devops-for-dotnet-maui) .NET Multi-platform App UI (.NET MAUI) unifies Android, iOS, macOS, and Windows UI frameworks into a single framework so you can write one app that runs natively on many platforms. In this post, we will look at how easy it is to implement basic DevOps pipelines for .NET MAUI apps using GitHub Actions and Azure DevOps.
+- [devblogs.microsoft.com: Getting Started with DevOps and .NET MAUI](https://devblogs.microsoft.com/dotnet/devops-for-dotnet-maui) .NET Multi-platform App UI (.NET MAUI) unifies Android, iOS, macOS, and Windows UI frameworks into a single framework so you can write one app that runs natively on many platforms. we will look at how easy it is to implement basic DevOps pipelines for .NET MAUI apps using GitHub Actions and Azure DevOps.
 
 ## Polly .NET resilience and transient-fault-handling library 
 

docs/edge-computing.md

@@ -2,7 +2,7 @@
 
 - [redhat.com: Let’s monitor edge computing networks with RHEL!](https://www.redhat.com/en/blog/lets-monitor-edge-computing-networks-rhel)
 - [cloudflare.com: What Is Edge Computing?](https://www.cloudflare.com/learning/serverless/glossary/what-is-edge-computing) Edge computing optimizes internet devices and web applications by bringing computing closer to the source of the data. This minimizes the need for long distance communications between client and server, which reduces latency and bandwidth usage.
-- [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach?sc_cid=7013a000002w1CwAAI)
+- [Red Hat's approach to Edge Computing 🌟](https://www.redhat.com/en/solutions/edge-computing-approach)
 - [opensource.com: Why KubeEdge is my favorite open source project of 2020 🌟](https://opensource.com/article/21/1/kubeedge) KubeEdge is a workload framework for edge computing.
 - [thenewstack.io: Cloudian CTO: Kubernetes, Standardization Key to Edge](https://thenewstack.io/cloudian-cto-kubernetes-standardization-key-to-edge)
 - [cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟](https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security)

docs/faq.md

@@ -51,7 +51,7 @@
     - The lift and shift migration style is one of the approaches that can help you transition to the cloud without the need to redesign applications or disrupt workflow operations.
     - It all starts with containerizing the applications using platforms like Docker and then moving entirely to a microservices architecture.
 - [dzone: The Best Cloud Migration Approach: Lift-And-Shift, Replatform, Or Refactor?](https://dzone.com/articles/the-best-cloud-migration-approach-lift-and-shift-r) There are a number of ways to get your applications to the cloud, but the question of which method to use is a little up in the air.
-- [dzone: 10 Commandments of Microservice Decomposition 🌟](https://dzone.com/articles/10-commandments-on-microservice-decomposition) In this article, I will try to cover the purposes of terms used while decomposing microservices and try to fit them under one umbrella concept.
+- [dzone: 10 Commandments of Microservice Decomposition 🌟](https://dzone.com/articles/10-commandments-on-microservice-decomposition) I will try to cover the purposes of terms used while decomposing microservices and try to fit them under one umbrella concept.
 - [acloudguru.com: What is lift and shift cloud migration?](https://www.pluralsight.com/resources/blog/business-and-leadership/what-is-lift-and-shift-cloud-migration)
 
 ## Architectural Patterns for Caching Microservices

docs/finops.md

@@ -43,7 +43,7 @@
 - [edgebricks.com: Why Public Clouds Get So Expensive Over Time 🌟](https://edgebricks.com/why-public-clouds-get-so-expensive-over-time)
 - [aws.amazon.com: Four Principles of Cloud Financial Management Small and Medium Business Owners Need to Know](https://aws.amazon.com/blogs/smb/four-principles-of-cloud-financial-management-small-and-medium-business-owners-need-to-know)
 - [logz.io: FinOps Observability: Monitoring Kubernetes Cost](https://logz.io/blog/finops-observability-monitoring-kubernetes-cost)
-- [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) In this article, you will learn how to reduce your cloud bill and some tips on cloud infrastructure optimization
+- [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) how to reduce your cloud bill and some tips on cloud infrastructure optimization
 - [infoworld.com: Kubernetes cost management for the real world](https://www.infoworld.com/article/2338428/kubernetes-cost-management-for-the-real-world.html) How much will Kubernetes cost to run? That question has become much easier to answer for Azure Kubernetes Service, thanks to OpenCost integration.
 - [infoworld.com: When finops costs you more in the end](https://www.infoworld.com/article/2338012/when-finops-costs-you-more-in-the-end.html) Cloud finops can save you tons of money on cloud spending and return more value to the business. Unfortunately, mistakes are costing companies big time.
 - [infoworld.com: Kubernetes costs less, but less than what?](https://www.infoworld.com/article/2338474/kubernetes-costs-less-but-less-than-what.html) Sure, compared to traditional IT, Kubernetes is great, but not much will beat public cloud in the long run.
@@ -82,12 +82,12 @@
 
 - [medium.com/armory: Continuous Cost Optimization for Kubernetes](https://medium.com/armory/continuous-cost-optimization-for-kubernetes-4361045f0215)
 - [==learnk8s/xlskubectl==](https://github.com/learnk8s/xlskubectl) A spreadsheet to control your Kubernetes cluster. xlskubectl integrates Google Spreadsheet with Kubernetes. You can finally administer your cluster from the same spreadsheet that you use to track your expenses.
-- [==medium.com/empathyco: Cloud FinOps — Part 4: Kubernetes Cost Report==](https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3) In this article, you will learn how to build your own Kubernetes cost explorer dashboard using Prometheus and Grafana.
+- [==medium.com/empathyco: Cloud FinOps — Part 4: Kubernetes Cost Report==](https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3) how to build your own Kubernetes cost explorer dashboard using Prometheus and Grafana.
 - [==medium.com/@danielepolencic: In Kubernetes, are there hidden costs to running many cluster nodes?==](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd) Yes, since not all CPU and memory in your Kubernetes nodes can be used to run Pods.
 - [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67)
 - [engineering.razorpay.com: The Culture of Cost Optimization — Reducing Kubernetes cost by $300,000](https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9)
 - [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)
-- [medium.com/@suleimanabualrob: Kubernetes cost optimisation](https://medium.com/@suleimanabualrob/kubernetes-cost-optimisation-9e81b76814f6) In this article, you'll discuss resource over-provisioning in Kubernetes and learn some tips to improve utilisation to save money and have a well-architected workload
+- [medium.com/@suleimanabualrob: Kubernetes cost optimisation](https://medium.com/@suleimanabualrob/kubernetes-cost-optimisation-9e81b76814f6) you'll discuss resource over-provisioning in Kubernetes and learn some tips to improve utilisation to save money and have a well-architected workload
 - [thenewstack.io: Grafana Wants to Help You Avoid Getting Dinged by Kubernetes Costs](https://thenewstack.io/grafana-wants-to-help-you-avoid-getting-dinged-by-kubernetes-costs) Grafana introduces new infrastructure and cost monitoring capabilities in Grafana Cloud.
 
 ## Licence Managers
@@ -104,12 +104,12 @@
 ## Kubernetes Governance and Cost Management for the Cloud-Native Enterprise
   - [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) - *(Related to serverless topic)*
 
-- [medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical Pod Autoscaler](https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301) In this article, you'll learn how the team at Compass managed to reduce the need for over 50 per cent of the total nodes in each cluster (halving their compute costs) by using the vertical pod autoscaler
+- [medium.com/compass-true-north: Halving Kubernetes Compute Costs With Vertical Pod Autoscaler](https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vertical-pod-autoscaler-df658c043301) you'll learn how the team at Compass managed to reduce the need for over 50 per cent of the total nodes in each cluster (halving their compute costs) by using the vertical pod autoscaler
 
 ### Replex
 
 - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)
-- [replex.io: An Introduction to Kubernetes FinOps](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics/blog/an-introduction-to-kubernetes-finops) FinOps is a cross domain discipline that represents a set of tools, best practices and processes aimed towards making software and infrastructure more cost effective. In this article we provide an introduction to Kubernetes Finops.
+- [replex.io: An Introduction to Kubernetes FinOps](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics) FinOps is a cross domain discipline that represents a set of tools, best practices and processes aimed towards making software and infrastructure more cost effective.we provide an introduction to Kubernetes Finops.
 
 ## Cost Optimization Tools
   - [Scale with Confidence Using Terraform: Better Cost Visibility, Stronger Governance, and Less Operational Overhead](https://t.co/y414rbxM7l) - *(Related to terraform topic)*

docs/flux.md

@@ -44,12 +44,12 @@
 - [thenewstack.io: Deploy Stateful Workloads on Kubernetes with Ondat and FluxCD](https://thenewstack.io/deploy-stateful-workloads-on-kubernetes-with-ondat-and-fluxcd) GitOps provides a single source of truth for Kubernetes manifests, preventing configuration drift, allowing easy rollbacks and changes to production safely.
 - [==gist.github.com: GitOps for Helm Users== 🌟](https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a) In this step-by-step tutorial, you will learn how to convert a Helm chart into declarative Custom Resources for Flux and gradually migrate your workloads to be GitOps-friendly.
 - [levelup.gitconnected.com: Flux CD: Getting Started](https://levelup.gitconnected.com/flux-cd-getting-started-1a06671d718f) This concise tutorial will show you to bootstrap Flux CD on your local cluster and deploy your applications from your GitHub repository.
-- [weave.works: Flamingo: Expand Argo CD with Flux](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: Flamingo: Expand Argo CD with Flux](https://www.weave.works/blog/flamingo-expand-argo-cd-with-flux)
 
 ## ArgoCD vs FluxCD
 
 - [dzone.com: GitOps: Flux vs Argo CD 🌟](https://dzone.com/articles/gitops-flux-vs-argo-cd)
-- [blog.aenix.io: Argo CD vs Flux CD](https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca) In this article, Andrei shares his professional experience and compares two popular GitOps tools: Argo CD and Flux CD. He explores their features, use cases, and the specific problems they solve.
+- [blog.aenix.io: Argo CD vs Flux CD](https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca) Andrei shares his professional experience and compares two popular GitOps tools: Argo CD and Flux CD. He explores their features, use cases, and the specific problems they solve.
 
 ## Flux Terraform Controller
 

docs/freelancing.md

@@ -86,7 +86,7 @@
 
 - https://6catsint.com
 - https://accessfinancial.com
-- https://groupchesterfield.com/umbrella-services
+- https://groupchesterfield.com/umbrella-services/
 - https://pixie-services.com
 
 ## Videos

docs/git.md

@@ -96,12 +96,12 @@
 - [livecodestream.dev: Git Concepts and Workflow for Beginners](https://newsletter.thelongcommit.com/subscribe)
 - [thenextweb.com: A beginner’s guide to the most popular Git commands](https://thenextweb.com/news/a-beginners-guide-to-the-most-popular-git-commands)
 - [julien.danjou.info: Stop merging your pull requests manually 🌟](https://julien.danjou.info/stop-merging-your-pull-request-manually) -> [mergify 🌟](https://mergify.io)
-- [gitlab.com: How to keep your Git history clean with interactive rebase](https://about.gitlab.com/blog/2020/11/23/keep-git-history-clean-with-interactive-rebase) Interactive rebase is one of Git’s most versatile tools. Here's how to use it to correct commit messages, fix mistakes, and more.
+- [gitlab.com: How to keep your Git history clean with interactive rebase](https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase) Interactive rebase is one of Git’s most versatile tools. Here's how to use it to correct commit messages, fix mistakes, and more.
 - [gitkraken.com: Git Tutorials: Instructional Training Videos 🌟](https://www.gitkraken.com/learn/git/tutorials)
 - [github.blog: Token authentication requirements for Git operations](https://github.blog/security/application-security/token-authentication-requirements-for-git-operations)
 - [github.blog: Commits are snapshots, not diffs](https://github.blog/open-source/git/commits-are-snapshots-not-diffs)
 - [github.blog: Get up to speed with partial clone and shallow clone](https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone)
-- [about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need](https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories)
+- [about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need](https://about.gitlab.com/blog/partial-clone-for-massive-repositories)
 - [intellipaat.com: Git Tutorial - Learn Git 🌟](https://intellipaat.com/blog/tutorial/devops-tutorial/git-tutorial)
 - [freecodecamp.org: How to Use Multiple Git Configs on One Computer 🌟](https://www.freecodecamp.org/news/how-to-handle-multiple-git-configurations-in-one-machine)
 - [dev.to: Git for beginners](https://dev.to/purveshshende2/git-for-beginners-3il6)
@@ -113,7 +113,7 @@
 - [c-sharpcorner.com: 0 Git Commands You Should Know](https://www.c-sharpcorner.com/article/20-git-commands-you-should-know)
 - [opensource.com: Find what changed in a Git commit](https://opensource.com/article/21/4/git-whatchanged) Git offers several ways you can quickly see which files changed in a commit.
 - [freecodecamp.org: How to Use Git and Git Workflows – a Practical Guide](https://www.freecodecamp.org/news/practical-git-and-git-workflows)
-- [about.gitlab.com: Why small merge requests are key to a great review 🌟](https://about.gitlab.com/blog/2021/03/18/iteration-and-code-review)
+- [about.gitlab.com: Why small merge requests are key to a great review 🌟](https://about.gitlab.com/blog/iteration-and-code-review)
 - [honeybadger.io: Top Ten Git Tips & Tricks](https://www.honeybadger.io/blog/git-tricks)
 - [blog.balasundar.com: Automate Git Operations Using Python](https://blog.balasundar.com/automate-git-operations-using-python) Automate your git operations using GitPython.
 - [cloudbees.com: Git Commands: The 13 You Must Know, In Order 🌟](https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code)
@@ -131,7 +131,6 @@
 - [simplilearn.com: How to Resolve Merge Conflicts in Git?](https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git)
 - [blog.argoproj.io: 5 new Git commands and 1 tip you’ll use every day](https://blog.argoproj.io/5-new-git-commands-and-1-tip-youll-use-every-day-3c28e97c9321)
 - [dev.to: Open Source: My first Pull Request](https://dev.to/okimotomizuho/open-source-my-first-pull-request-1356)
-- [blog.testproject.io: Git 101 From Scratch: The Ultimate Guide for QAs 🌟](https://blog.testproject.io/2021/09/23/git-101-from-scratch-the-ultimate-guide-for-qas)
 - [==freecodecamp.org: Git for Professionals – Free Version Control Course== 🌟](https://www.freecodecamp.org/news/git-for-professionals)
 - [towardsdatascience.com: A Git cheatsheet that all coders need](https://towardsdatascience.com/a-git-cheatsheet-that-all-coders-need-bf8ad4d91576) Ever accidentally deleted files or necessary code? Or do you wish to look back at an older version of your code?
 - [r-bloggers.com: Git: Moving from Master to Main](https://www.r-bloggers.com/2021/10/git-moving-from-master-to-main)
@@ -295,7 +294,7 @@ It prescribes that software designers should define formal, precise and verifiab
 
     <center markdown="1">
 
-    <script async class="speakerdeck-embed" data-id="1eaed7dabacb4f9b9c96b08de38eb9e1" data-ratio="1.77777777777778" src="//speakerdeck.com/assets/embed.js"></script>
+    <script async class="speakerdeck-embed" data-id="1eaed7dabacb4f9b9c96b08de38eb9e1" data-ratio="1.77777777777778" src="/speakerdeck.com/assets/embed.js"></script>
 
     </center>
 
@@ -441,35 +440,35 @@ git rebase -i HEAD~5
 
 - [gitlab.com](https://about.gitlab.com)
 - [Dzone: using gitlab API to create projects](https://dzone.com/articles/using-gitlab-rest-api-to-create-projects)
-- [gitlab.com: GitLab’s guide to CI/CD for beginners](https://about.gitlab.com/blog/2020/07/06/beginner-guide-ci-cd) CI/CD is a key part of the DevOps journey. Here’s everything you need to understand about this game-changing process.
+- [gitlab.com: GitLab’s guide to CI/CD for beginners](https://about.gitlab.com/blog/beginner-guide-ci-cd) CI/CD is a key part of the DevOps journey. Here’s everything you need to understand about this game-changing process.
 - [levelup.gitconnected.com: Automating Integration and Deployment to Remote Server](https://levelup.gitconnected.com/automating-integration-and-deployment-to-remote-server-63a2b6576ebf) GitLab CI/CD
-- [about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips](https://about.gitlab.com/blog/2020/07/29/effective-ci-cd-pipelines) Here’s how to take your CI/CD pipeline to the next level with hands on advice about faster builds, better security and more.
-- [gitlab.com: How to do GitLab merge request reviews in VS Code](https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code)
-- [about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity](https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs) GitLab uses parallel jobs to help long-running jobs run faster.
-- [about.gitlab.com: How to use GitLab CI to deploy to multiple environments](https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments)
-- [about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline](https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview)
-- [about.gitlab.com: A new era of Kubernetes integrations on GitLab.com](https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com) The GitLab Kubernetes Agent enables secure deployments from GitLab SaaS to your Kubernetes cluster and provides deep integrations of your cluster to GitLab.
+- [about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips](https://about.gitlab.com/blog/effective-ci-cd-pipelines) Here’s how to take your CI/CD pipeline to the next level with hands on advice about faster builds, better security and more.
+- [gitlab.com: How to do GitLab merge request reviews in VS Code](https://about.gitlab.com/blog/mr-reviews-with-vs-code)
+- [about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity](https://about.gitlab.com/blog/using-run-parallel-jobs) GitLab uses parallel jobs to help long-running jobs run faster.
+- [about.gitlab.com: How to use GitLab CI to deploy to multiple environments](https://about.gitlab.com/blog/ci-deployment-and-environments)
+- [about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline](https://about.gitlab.com/blog/pipeline-editor-overview)
+- [about.gitlab.com: A new era of Kubernetes integrations on GitLab.com](https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com) The GitLab Kubernetes Agent enables secure deployments from GitLab SaaS to your Kubernetes cluster and provides deep integrations of your cluster to GitLab.
 - [docs.gitlab.com: Install GitLab Runner on Red Hat OpenShift](https://docs.gitlab.com/runner/install/openshift.html)
 - [devclass.com: Git a March on: GitLab 13.10 ramps up security, adds support for OpenShift, DORA](https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889)
-- [about.gitlab.com: GitLab 13.11 released with Kubernetes Agent and Pipeline Compliance](https://about.gitlab.com/releases/2021/04/22/gitlab-13-11)
+- [about.gitlab.com: GitLab 13.11 released with Kubernetes Agent and Pipeline Compliance](https://docs.gitlab.com/releases)
 - [lambdatest.com: How To Use GitLab CI To Run Tests Locally? 🌟](https://www.testmuai.com/blog/use-gitlab-ci-to-run-test-locally)
 - [sdtimes: GitLab 14 aims to do away with DIY DevOps toolchains 🌟](https://sdtimes.com/devops/gitlab-14-aims-to-do-away-with-diy-devops-toolchains)
-- [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://about.gitlab.com/releases/2021/07/22/gitlab-14-1-released)
-- [about.gitlab.com: The new Git default branch name](https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name)
-- [about.gitlab.com: How GitLab's 5 new code review features will make life easier](https://about.gitlab.com/blog/2021/09/09/5-code-review-features)
+- [about.gitlab.com: GitLab 14.1 released with Helm Chart Registry and Escalation Policies](https://docs.gitlab.com/releases)
+- [about.gitlab.com: The new Git default branch name](https://about.gitlab.com/blog/new-git-default-branch-name)
+- [about.gitlab.com: How GitLab's 5 new code review features will make life easier](https://about.gitlab.com/blog/5-code-review-features)
 - [pythonspeed.com: Building Docker images on GitLab CI: Docker-in-Docker and Podman 🌟](https://pythonspeed.com/articles/gitlab-build-docker-image)
-- [about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities](https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities)
-- [about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available](https://about.gitlab.com/blog/2021/10/12/open-shift-ga)
+- [about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities](https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities)
+- [about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available](https://about.gitlab.com/blog/open-shift-ga)
 - [containerjournal.com: GitLab Brings Kubernetes Operator to Red Hat OpenShift](https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift)
 - [vadosware.io: Level 1 Automated K8S Deployments With GitLab CI](https://vadosware.io/post/level-one-automated-k8s-deployments-with-gitlab-ci)
 - [==redpill-solutions.medium.com: Deploying to Kubernetes with GitLab==](https://redpill-solutions.medium.com/deploying-to-kubernetes-with-gitlab-28c2f1a42e57)
 - [==venturebeat.com: GitLab acquires open source observability distribution Opstrace==](https://venturebeat.com/2021/12/14/gitlab-acquires-open-source-observability-distribution-opstrace)
-- [about.gitlab.com: GitLab Chart works towards Kubernetes 1.22](https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22)
+- [about.gitlab.com: GitLab Chart works towards Kubernetes 1.22](https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22)
 - [Deploy and Manage Gitlab Runners on Amazon EC2](https://aws.amazon.com/blogs/devops/deploy-and-manage-gitlab-runners-on-amazon-ec2)
 - [freecodecamp.org: DevOps with GitLab CI Course 🌟](https://www.freecodecamp.org/news/devops-with-gitlab-ci-course)
 - [testmo.com: GitLab CI/CD Test Automation Pipeline & Reporting](https://www.testmo.com/guides/gitlab-ci-test-automation)
 - [community.ops.io: CI CD 101 with GitLab](https://community.ops.io/jatin/ci-cd-101-with-gitlab-4pol)
-- [about.gitlab.com: Simple Kubernetes management with GitLab](https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab)
+- [about.gitlab.com: Simple Kubernetes management with GitLab](https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab)
 - [itnext.io: Managing multiple Kubernetes clusters using Git 🌟](https://itnext.io/managing-multiple-kubernetes-clusters-using-git-cd068bbd85ac) Managing multi-cloud Kubernetes clusters in a central location using GitLab
 - [renjithvr11.medium.com: Running GitLab Runners on Kubernetes](https://renjithvr11.medium.com/running-gitlab-runners-on-kubernetes-8e7fc9bf75ce)
 
@@ -500,9 +499,9 @@ git rebase -i HEAD~5
 - [GitHub's OpenAPI Spec Open-Sourced in Beta](https://www.infoq.com/news/2020/08/GitHub-open-api-spec)
 - [Things you didn't know you could diff in GitHub](https://sebastiandedeyne.com/things-you-didnt-know-you-could-diff-in-github)
 - [github.blog: Set the default branch for newly-created repositories](https://github.blog/changelog/2020-08-26-set-the-default-branch-for-newly-created-repositories)
-- [grafana.com: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests)
+- [grafana.com: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests)
 - [itnext.io: Build & Ship: GitHub Container Registry & Kubernetes](https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21)
-- [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests)
+- [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests)
 - [itnext.io: Build & Ship: GitHub Container Registry & Kubernetes](https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21)
 - [theregister.com: Passwords begone: GitHub will ban them next year for authenticating Git operations](https://www.theregister.com/security/2020/12/17/passwords-begone-github-will-ban-them-next-year-for-authenticating-git-operations/958514)
 - [github.blog: Learn about ghapi, a new third-party Python client for the GitHub API](https://github.blog/developer-skills/programming-languages-and-frameworks/learn-about-ghapi-a-new-third-party-python-client-for-the-github-api)
@@ -542,7 +541,7 @@ git rebase -i HEAD~5
 - [github.blog: Improving GitHub code search](https://github.blog/engineering/improving-github-code-search)
 - [github.blog: Lists are now available as a public beta](https://github.blog/changelog/2021-12-09-lists-are-now-available-as-a-public-beta) Lists level up the starring experience by making it easy to organize and curate your favorite repositories on GitHub. You can create public lists that appear on your stars page at https://github.com/USERNAME?tab=stars.
 - [freecodecamp.org: How to Use the .github Repository](https://www.freecodecamp.org/news/how-to-use-the-dot-github-repository)
-- [==about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)==](https://about.gitlab.com/blog/2021/11/16/gko-on-ocp)
+- [==about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)==](https://about.gitlab.com/blog/gko-on-ocp)
 - [alsmola.medium.com: Securing GitHub organizations](https://alsmola.medium.com/securing-github-organizations-9c33c850638)
 - [github.blog: Dependency graph now supports GitHub Actions](https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions) The dependency graph helps developers and maintainers understand the code they depend on, and now includes GitHub Actions!
 - [==github.blog: How to build a CI/CD pipeline with GitHub Actions in four simple steps==](https://github.blog/enterprise-software/ci-cd/build-ci-cd-pipeline-github-actions-four-steps) A quick guide on the advantages of using GitHub Actions as your preferred CI/CD tool—and how to build a CI/CD pipeline with it.
@@ -811,7 +810,7 @@ Automate them.
     - [Rultor, a Merging Bot](https://www.yegor256.com/2014/07/24/rultor-automated-merging.html)
 - [stackoverflow.com: Bot to automatically reverse GitHub pull request merges](https://stackoverflow.com/questions/27820309/bot-to-automatically-reverse-github-pull-request-merges). Maybe it's best to not allow the merges instead of reverting them:
     - [help.github.com: Configuring protected branches](https://docs.github.com/en)
-    - [help.github.com: Enabling required status checks:](https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/managing-a-branch-protection-rule)
+    - [help.github.com: Enabling required status checks:](https://docs.github.com/en/administering-a-repository/enabling-required-status-checks)
         - Select Require status checks to pass before merging
         - Choose (create) a status check, that always fails
 
@@ -819,7 +818,7 @@ Automate them.
 
 - [Bors Bot](https://bors.tech)
 - [Bors-ng: A merge bot for GitHub Pull Requests](https://github.com/bors-ng/bors-ng)
-- [Example: CockroachDB's Bors Merge Bot](https://wiki.crdb.io/wiki/spaces/CRDB/pages/73204099/Bors+Merge+Bot)
+- [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)
 
 ## Videos
 
@@ -842,7 +841,7 @@ Automate them.
 
     <center markdown="1">
 
-    <iframe src="//www.slideshare.net/slideshow/embed_code/key/ju2kFOuS5w1jk4" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/kobac/async-code-reviews-are-killing-your-companys-throughput-248758692" title="Async Code Reviews Are Killing Your Company’s Throughput - Dragan Stepanović" target="_blank">Async Code Reviews Are Killing Your Company’s Throughput - Dragan Stepanović</a> </strong> from <strong><a href="//www.slideshare.net/kobac" target="_blank">Dragan Stepanović</a></strong> </div>
+    <iframe src="/www.slideshare.net/slideshow/embed_code/key/ju2kFOuS5w1jk4" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/kobac/async-code-reviews-are-killing-your-companys-throughput-248758692" title="Async Code Reviews Are Killing Your Company’s Throughput - Dragan Stepanović" target="_blank">Async Code Reviews Are Killing Your Company’s Throughput - Dragan Stepanović</a> </strong> from <strong><a href="/www.slideshare.net/kobac" target="_blank">Dragan Stepanović</a></strong> </div>
 
     </center>
 

docs/gitops.md

@@ -42,8 +42,8 @@
 - [==gitops.tech== 🌟](https://www.gitops.tech)
 - [==OpenGitOps.dev== 🌟](https://opengitops.dev) OpenGitOps is a set of open-source standards, best practices, and community-focused education to help organizations adopt a structured, standardized approach to implementing GitOps.
 - [==github.com/topics/gitops== 🌟](https://github.com/topics/gitops)
-- [weave.works: Guide to GitOps](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/technologies/gitops)
-- [weave.works: What Is GitOps?](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/what-is-gitops-really)
+- [weave.works: Guide to GitOps](https://www.weave.works/technologies/gitops)
+- [weave.works: What Is GitOps?](https://www.weave.works/blog/what-is-gitops-really)
 - [atlassian.com: Is GitOps the next big thing in DevOps?](https://www.atlassian.com/git/tutorials/gitops)
 - [cloudbees.com: What is GitOps?](https://www.cloudbees.com/gitops/what-is-gitops)
 - [Continuous GitOps, the way to do DevOps in Kubernetes](https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb) Continuous GitOps, the new age DevOps practice to increase the delivery velocity by achieving an end to end “Git source of truth” with Zero manual changes into the Kubernetes cluster.
@@ -76,44 +76,44 @@
 - [gitops.tech: What is GitOps? 🌟](https://www.gitops.tech/#tools)
 - [thenewstack.io: Misconfiguration Worries Grow](https://thenewstack.io/misconfiguration-worries-grow)
 - [codefresh.io: The pains of GitOps 1.0 🌟](https://octopus.com/devops) GitOps as a practice for releasing software has several advantages, but like all other solutions before it, has also several shortcomings.
-- [weave.works: Managing Kubernetes with GitOps in a multi-cluster, multi-cloud world](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-multi-cloud-world)
+- [weave.works: Managing Kubernetes with GitOps in a multi-cluster, multi-cloud world](https://www.weave.works/blog/managing-kubernetes-with-gitops-in-a-multi-cluster-multi-cloud-world)
 - [viewnext.com: ¿Qué es GitOps?](https://www.viewnext.com/que-es-gitops)
 - [thenewstack.io: Have Containers Will Travel: Why GitOps Is Essential for Multicloud 🌟](https://thenewstack.io/have-containers-will-travel-why-gitops-is-essential-for-multicloud)
-- [weave.works: Put Your Security Worries to Rest with GitOps Operational Control 🌟](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/use-cases/security-with-gitops) GitOps workflows in the Weave Kubernetes Platform give teams a head start since they rely on Git’s strong correctness and security. Every pull request has a built-in and fully auditable trail. Many companies need to look beyond just compliance and seek a full GRC solution that’s integral to their workflows.
+- [weave.works: Put Your Security Worries to Rest with GitOps Operational Control 🌟](https://www.weave.works/use-cases/security-with-gitops) GitOps workflows in the Weave Kubernetes Platform give teams a head start since they rely on Git’s strong correctness and security. Every pull request has a built-in and fully auditable trail. Many companies need to look beyond just compliance and seek a full GRC solution that’s integral to their workflows.
 - [thenewstack.io: Push vs. Pull in GitOps: Is There Really a Difference?](https://thenewstack.io/push-vs-pull-in-gitops-is-there-really-a-difference)
-- [about.gitlab.com: 3 Ways to approach GitOps 🌟](https://about.gitlab.com/blog/2021/04/27/gitops-done-3-ways)
+- [about.gitlab.com: 3 Ways to approach GitOps 🌟](https://about.gitlab.com/blog/gitops-done-3-ways)
 - [developers.redhat.com: Why should developers care about GitOps?](https://developers.redhat.com/blog/2021/05/13/why-should-developers-care-about-gitops)
 - [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)
 - [devsecops.co.in: GitOps Guide – What, Why and How? 🌟](https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how)
 - [en.sokube.ch: GitOps and the Millefeuille dilemma 🌟](https://en.sokube.ch/post/gitops-and-the-millefeuille-dilemma-1)
 - [octopus.com: How to structure your Git repository for DevOps automation](https://octopus.com/blog/devops-automation-repo-design)
 - [testingclouds.wordpress.com: GitOps Demystified](https://testingclouds.wordpress.com/2021/06/02/gitops-demystified)
-- [weave.works: Ops Automation - GitOps in the Modern Enterprise](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/gitops-in-the-modern-enterprise)
+- [weave.works: Ops Automation - GitOps in the Modern Enterprise](https://www.weave.works/blog/gitops-in-the-modern-enterprise)
 - [openshift.com: What is GitOps? 🌟](https://www.redhat.com/en/topics/devops/what-is-gitops) While DevOps provides an agile team structure, GitOps is a framework to start executing on the vision.
 - [thenewstack.io: Security Will Be Instrumental for the Success of GitOps](https://thenewstack.io/security-will-be-instrumental-for-the-success-of-gitops)
-- [weave.works: There’s More to GitOps Than Meets the Eye](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: There’s More to GitOps Than Meets the Eye](https://www.weave.works/blog/theres-more-to-gitops-than-meets-the-eye)
 - [solo.io: GlooOps: Progressive delivery, the GitOps way](https://www.solo.io/blog)
-- [go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous delivery (pdf)](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous delivery (pdf)](https://www.weave.works/)
 - [thenewstack.io: A Look at GitOps for the Modern Enterprise 🌟](https://thenewstack.io/a-look-at-gitops-for-the-modern-enterprise)
 - [shipa.io: GitOps in the enterprise 🌟](https://shipa.io/gitops-in-the-enterprise)
 - [itnext.io: GitOps with Kubernetes 🌟](https://itnext.io/gitops-with-kubernetes-740f37ea015b)
 - [shipa.io: GitOps meets AppOps](https://shipa.io/gitops-meets-appops)
-- [weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟](https://go.weave.works/automating-kubernetes-with-gitops-wp.html)
 - [devopslearners.com: What is GitOps?](https://devopslearners.com/what-is-gitops-168aac9a2ee) A small explanation for GitOps
-- [go.weave.works: The Practical Guide to GitOps (eBook)](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [go.weave.works: The Practical Guide to GitOps (eBook)](https://www.weave.works/)
 - [enterprisersproject.com: How to explain GitOps in plain English](https://enterprisersproject.com/article/2021/6/gitops-explained-plain-english) What is GitOps and why is it important? How can IT leaders explain GitOps to others, especially if they don’t speak DevOps or cloud-native? Experts break it down
 - [redhat.com: An illustrated guide to GitOps](https://www.redhat.com/en/blog/illustrated-guide-gitops) Understanding the basic principles driving GitOps offers Enterprise Architects a new way of working in the modern enterprise.
 - [bunnyshell.com: GitOps vs. DevOps: What’s the Difference? 🌟](https://www.bunnyshell.com/blog/gitops-vs-devops)
 - [jimangel.io: Self-Updating GitOps](https://www.jimangel.io/posts/self-updating-gitops) Self-hosted, Self-healing, Self-updating, Self-patching Kubernetes madness
 - [stevesmith.tech: GitOps is a placebo](https://www.stevesmith.tech/blog/gitops-is-a-placebo)
-- [weave.works: The History of GitOps 🌟](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/the-history-of-gitops)
+- [weave.works: The History of GitOps 🌟](https://www.weave.works/blog/the-history-of-gitops)
 - [opensource.com: How to get the most out of GitOps right now](https://opensource.com/article/21/8/gitops) GitOps is a great starting point to understand what is running in production, but it may need a little more augmentation to get it working just right for your engineering team.
 - [redhat.com: 3 rules for applying principles of GitOps to enterprise architecture](https://www.redhat.com/en/blog/3-gitops-rules-architecture) Check out these three rules for using GitOps to get your enterprise architecture up and running effectively.
-- [weave.works: Hardening Git for GitOps (white paper)](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: Hardening Git for GitOps (white paper)](https://go.weave.works/hardening-git-for-gitops.html)
 - [magalix.com: GitOps 101: What’s It All About?](https://www.magalix.com/blog/what-is-gitops)
 - [containerjournal.com: The 4 Levels of GitOps Maturity](https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity)
 - [thenewstack.io: How to Get the Most out of GitOps](https://thenewstack.io/how-to-get-the-most-out-of-gitops) __Just as Kubernetes was accepted as the best way to do cloud native applications, GitOps is gaining recognition as the best way to do Kubernetes.__
-- [weave.works: Case Study: National Australia Bank Decreases Operational Overhead with GitOps](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops) New case study on how GitOps helped NAB, Australia's largest business bank decrease operational overhead for their move to EKS: "We turned to Weaveworks because of their extensive EKS and Kubernetes experience, including their close partnership with AWS".
+- [weave.works: Case Study: National Australia Bank Decreases Operational Overhead with GitOps](https://www.weave.works/blog/case-study-national-australia-bank-decreases-operational-overhead-with-gitops) New case study on how GitOps helped NAB, Australia's largest business bank decrease operational overhead for their move to EKS: "We turned to Weaveworks because of their extensive EKS and Kubernetes experience, including their close partnership with AWS".
 - [betterprogramming.pub: How GitOps Can Help Prevent Security Misconfigurations](https://betterprogramming.pub/how-gitops-can-help-prevent-security-misconfigurations-8b506dcd89e1) Cloud-native development comes with its own set of security risks. Know how to tackle them
 - [blogs.sap.com: Decentralized GitOps over multiple environments](https://blogs.sap.com/2021/05/06/decentralized-gitops-over-environments)
 - [thenewstack.io: Application Deployment Is Faster with GitOps](https://thenewstack.io/application-deployment-is-faster-with-gitops)
@@ -138,20 +138,20 @@
     - __The question of "How do I promote a release to the next environment?" is becoming increasingly popular among organizations that want to adopt GitOps. You should NOT use Git branches for modelling different environments.__
 - [codefresh.io: The pains of GitOps 1.0](https://octopus.com/devops)
 - [==thenewstack.io: Can You GitOps Your APIs?==](https://thenewstack.io/can-you-gitops-your-apis)
-- [weave.works: GitOps takes DevOps teams to higher levels of maturity](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/gitops-takes-devops-teams-to-higher-levels-of-maturity)
+- [weave.works: GitOps takes DevOps teams to higher levels of maturity](https://www.weave.works/blog/gitops-takes-devops-teams-to-higher-levels-of-maturity)
 - [==linkedin.com pulse: WTH is GitOps? | Pavan Belagatti==](https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti)
 - [medium.com/@buraktahtacioglu: GitOps Fundamentals — CNCF Roadmap](https://medium.com/@buraktahtacioglu/gitops-fundamentals-cncf-roadmap-fa686dbced9d) GitOps deployments:
     - A GitOps agent is deployed on the cluster.
     - The GitOps agent is monitoring one or more Git repositories that define applications and contain Kubernetes manifests (or Helm charts or Kustomize files).
 - [toolbox.com: Why Are Organizations Adopting GitOps for Continuous Deployment in 2022?](https://www.toolbox.com/tech/devops/articles/more-organizations-adopting-gitops) GitOps extracts best practices of DevOps and utilizes software development methods like version control, code review, and CI/CD pipelines. But is it a sustainable approach? Here’s a look at its pros and cons.
-- [weave.works: The world’s largest telcos are now embracing GitOps. Deutsche Telekom explains why](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/deutsche-telekom-explain-why-they-chose-gitops-for-5g) GitOps and 5G - a deep dive into Deutsche Telekom’s experience
+- [weave.works: The world’s largest telcos are now embracing GitOps. Deutsche Telekom explains why](https://www.weave.works/blog/deutsche-telekom-explain-why-they-chose-gitops-for-5g) GitOps and 5G - a deep dive into Deutsche Telekom’s experience
 - [==thenewstack.io: Kubernetes at Scale without GitOps Is a Bad Idea==](https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea)
 - [harness.io: GitOps: The New Kid On The DevOps Block!](https://www.harness.io/blog) GitOps: the single source of truth, the evangelizer of as-code, and the bringer of CI/CD automation. Get an intro view into GitOps here!
-- [==Dzone: 3 Steps to Developing a Successful GitOps Model==](https://dzone.com/articles/3-steps-to-developing-a-successful-gitops-model) __In this post, explore how GitOps best serves organizations that develop cloud-native solutions based on containerization and microservices.__
+- [==Dzone: 3 Steps to Developing a Successful GitOps Model==](https://dzone.com/articles/3-steps-to-developing-a-successful-gitops-model) __explore how GitOps best serves organizations that develop cloud-native solutions based on containerization and microservices.__
 - [linkedin pulse: GitOps vs. DevOps! | Pavan Belagatti](https://www.linkedin.com/pulse/gitops-vs-devops-pavan-belagatti)
 - [==containerjournal.com: GitOps Workflows and Principles for Kubernetes==](https://cloudnativenow.com/topics/gitops-workflows-and-principles-for-kubernetes)
 - [harness.io: 6 Actionable GitOps Best Practices To Help You Get Started](https://www.harness.io/blog/gitops-best-practices)
-- [==codefresh.io: How to Model Your Gitops Environments and Promote Releases between Them== 🌟](https://octopus.com/blog/how-to-model-your-gitops-environments) In this article, you'll learn how to use different folders on the same Git branch. Two questions after adopting GitOps are:
+- [==codefresh.io: How to Model Your Gitops Environments and Promote Releases between Them== 🌟](https://octopus.com/blog/how-to-model-your-gitops-environments) you'll learn how to use different folders on the same Git branch. Two questions after adopting GitOps are:
     - How should I represent different environments on Git?
     - How should I handle promoting releases between them?
 - [==piotrminkowski.com: Continuous Development on Kubernetes with GitOps Approach== 🌟](https://piotrminkowski.com/2022/06/06/continuous-development-on-kubernetes-with-gitops-approach)
@@ -244,9 +244,9 @@
 - [searchitoperations.techtarget.com: GitOps pros grapple with Kubernetes configuration management. GitOps users seek ideal Kubernetes config tool 🌟](https://www.techtarget.com/searchitoperations/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management) Configuration management challenges GitOps early adopters, especially at large enterprises with millions of lines of Kubernetes YAML to manage. Ultimately, the industry hasn't found an ideal approach to Kubernetes configuration management, especially for GitOps.
     - [Tanka](https://tanka.dev/tutorial/jsonnet) a utility that blends Helm charts with Jsonnet, which combines the deployment speed and ubiquity of Helm charts with the more granular customizability supported by Jsonnet.
 - [openshift.com: Announcing OpenShift GitOps](https://www.redhat.com/en/blog/announcing-openshift-gitops)
-- [ibm.com: Enable GitOps](https://www.ibm.com/garage/method/practices/run/gitops) GitOps focuses on the Ops side of DevOps and shows how operations configurations, infrastructures, and actions are like software. Everything is code and code is managed with Git.
+- [ibm.com: Enable GitOps](https://www.ibm.com/garage) GitOps focuses on the Ops side of DevOps and shows how operations configurations, infrastructures, and actions are like software. Everything is code and code is managed with Git.
 - [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)
-- [weave.works: Weave Kubernetes Platform (WKP) Unlocks Cross Team Collaboration with Workspaces](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wkp-team-workspaces-rbac)
+- [weave.works: Weave Kubernetes Platform (WKP) Unlocks Cross Team Collaboration with Workspaces](https://www.weave.works/blog/wkp-team-workspaces-rbac)
 - [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)
 - [cloudogu.com: Automation Assistants: GitOps tools in comparison 🌟](https://platform.cloudogu.com/en/blog/gitops-tools)
 - [shipa.io: From Terraform to GitOps to Pulumi 🌟 [ARCHIVED]]( http://web.archive.org/web/20211020205037/https://shipa.io/2021/10/from-terraform-to-gitops-to-pulumi)
@@ -290,7 +290,7 @@
 ### WKSctl. Weave Kubernetes System Control
 
 - [Weave Kubernetes System Control - wksctl](https://github.com/weaveworks/wksctl) Open Source Weaveworks Kubernetes System
-- [WKSctl - A New OSS Kubernetes Manager using GitOps](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)
+- [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)
 - [WKSctl: a Tool for Kubernetes Cluster Management Using GitOps](https://www.infoq.com/news/2020/02/wksctl-kubernetes-gitops)
 
 ### Jenkins
@@ -328,7 +328,7 @@
 
 ### Weave GitOps
 
-- [Weave GitOps Enterprise](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/product/gitops-enterprise)
+- [Weave GitOps Enterprise](https://www.weave.works/product/gitops-enterprise)
     - Weave GitOps Enterprise is a continuous operations product that makes it easy to deploy and manage Kubernetes clusters and applications in any environment. With a single management console that lets you operate clusters running anywhere, in the public cloud, on the edge or in any hybrid scenario. Strong multi-tenancy can accelerate app delivery by providing developers with self-serve isolated workload namespaces across environments.
     - With Weave GitOps Enterprise, every change is recorded in Git – whether it's a change to application code or platform config and whoever was responsible. So you have a self-generating audit trail available at all times, and far fewer...
 - [thenewstack.io: Weave GitOps Core Integrates Git with Kubernetes](https://thenewstack.io/weave-gitops-core-integrates-git-with-kubernetes)
@@ -340,7 +340,7 @@
 
 ## GitOps Frameworks
 
-- [Kubestack 🌟](https://www.kubestack.com): [Doc:](https://www.kubestack.com/framework/documentation) Kubestack is an open-source GitOps framework for infrastructure automation built on Terraform and Kustomize. It’s designed for teams that want to automate Kubernetes based infrastructure and not reinvent automation. Think of it this way, Kubestack is to Terraform and infrastructure automation, what Spring Boot is to Java and cloud native applications. The framework supports all three major cloud providers and has been used as the foundation for a number of real world customer projects as part of my colleagues’ and my consulting work. It is fully documented, has a step-by-step tutorial to help users get started and even includes a local [GitOps development lab](https://www.kubestack.com/framework/documentation/tutorial-build-local-lab). So you can test-drive Kubestack and learn more about GitOps for infrastructure automation in the comfort of your own localhost.
+- [Kubestack 🌟](https://www.kubestack.com): [Doc:](https://www.kubestack.com/framework/documentation) Kubestack is an open-source GitOps framework for infrastructure automation built on Terraform and Kustomize. It’s designed for teams that want to automate Kubernetes based infrastructure and not reinvent automation. Think of it this way, Kubestack is to Terraform and infrastructure automation, what Spring Boot is to Java and cloud native applications. The framework supports all three major cloud providers and has been used as the foundation for a number of real world customer projects as part of my colleagues’ and my consulting work. It is fully documented, has a step-by-step tutorial to help users get started and even includes a local [GitOps development lab](https://www.kubestack.com/framework/tutorial). So you can test-drive Kubestack and learn more about GitOps for infrastructure automation in the comfort of your own localhost.
     - [thenewstack.io: KubeStack: Towards Full-Stack GitOps](https://thenewstack.io/kubestack-towards-full-stack-gitops)
 
 ## Kubernetes Platforms and GitOps
@@ -359,7 +359,7 @@
 - [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)
 - [thenewstack.io: Red Hat Delivers Full GitOps CI/CD Built on Tekton and Argo](https://thenewstack.io/red-hat-delivers-full-gitops-ci-cd-built-on-tekton-and-argo)
 - [redhat.com: Red Hat Makes DevOps a Reality with OpenShift GitOps and OpenShift Pipelines 🌟](https://www.redhat.com/en/about/press-releases/red-hat-makes-devops-reality-openshift-gitops-and-openshift-pipelines) New Red Hat OpenShift features provide fully-integrated CI/CD pipeline for organizations to deliver applications more consistently and with greater predictability across the open hybrid cloud.
-- [==piotrminkowski.com: GitOps with Advanced Cluster Management for Kubernetes== 🌟](https://piotrminkowski.com/2022/10/24/gitops-with-advanced-cluster-management-for-kubernetes) In this article, you will learn how to manage multiple clusters with Argo CD and Advanced Cluster Management for Kubernetes. Advanced Cluster Management (ACM) for Kubernetes is a tool provided by Red Hat based on a community-driven project [Open Cluster Management](https://open-cluster-management.io). I’ll show you how to use it with OpenShift to implement gitops approach for running apps across multiple clusters. However, you can as well deploy a community-driven version on Kubernetes.
+- [==piotrminkowski.com: GitOps with Advanced Cluster Management for Kubernetes== 🌟](https://piotrminkowski.com/2022/10/24/gitops-with-advanced-cluster-management-for-kubernetes) how to manage multiple clusters with Argo CD and Advanced Cluster Management for Kubernetes. Advanced Cluster Management (ACM) for Kubernetes is a tool provided by Red Hat based on a community-driven project [Open Cluster Management](https://open-cluster-management.io). I’ll show you how to use it with OpenShift to implement gitops approach for running apps across multiple clusters. However, you can as well deploy a community-driven version on Kubernetes.
 
 ### AWS Kubernetes
   - [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) - *(Related to aws-security topic)*
@@ -368,7 +368,7 @@
 
 ### Weave Kubernetes Platform
 
-- [weave.works: Weave Kubernetes Platform](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745) Automate Enterprise Kubernetes the GitOps way
+- [weave.works: Weave Kubernetes Platform](https://www.weave.works) Automate Enterprise Kubernetes the GitOps way
 - [github: Weave Net - Weaving Containers into Applications](https://github.com/weaveworks/weave)
 
 ### Ubuntu Charmed Kubernetes

docs/golang.md

@@ -53,7 +53,7 @@
 - [dev.to/mavensingh: Advantages and Disadvantages of Go](https://dev.to/mavensingh/advantages-and-disadvantages-of-go-5gha)
 - [levelup.gitconnected.com: Concurrency in Go: shared memory](https://levelup.gitconnected.com/concurrency-in-go-shared-memory-a2ef201b396b)
 - [luk4z7/go-concurrency-guide: Go Concurrency Guide 🌟](https://github.com/luk4z7/go-concurrency-guide) Practical concurrency guide in Go, communication by channels, patterns
-- [medium.com/datascale: Know GOMAXPROCS before deploying your GO app to Kubernetes](https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kubernetes-7a458fb63af1) In this article, you will learn why setting GOMAXPROCS for your Go apps is crucial in Kubernetes. And you'll discover why it's better to assign a full-core CPU to your Go containers.
+- [medium.com/datascale: Know GOMAXPROCS before deploying your GO app to Kubernetes](https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kubernetes-7a458fb63af1) why setting GOMAXPROCS for your Go apps is crucial in Kubernetes. And you'll discover why it's better to assign a full-core CPU to your Go containers.
 - [dev.to: Getting Started With Go (golang) | Michael Levan](https://dev.to/thenjdevopsguy/getting-started-with-go-golang-5eh8)
 
 ## Design Patterns
@@ -71,9 +71,9 @@
 - [An example of using dynamic client of k8s.io/client-go](https://ymmt2005.hatenablog.com/entry/2020/04/14/An_example_of_using_dynamic_client_of_k8s.io/client-go)
 - [medium: Using the Go client framework 🌟](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899)
 - [iximiuz.com: How To Call Kubernetes API using Go - Types and Common Machinery](https://iximiuz.com/en/posts/kubernetes-api-go-types-and-common-machinery)
-- [itnext.io: Generically working with Kubernetes objects in Go](https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887) Using the unstructured package from k8s API machinery. In this post you’ll learn how to work with live Kubernetes objects in Go using the typed and dynamic clients available from the API machinery sub-project client-go.
+- [itnext.io: Generically working with Kubernetes objects in Go](https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887) Using the unstructured package from k8s API machinery.you’ll learn how to work with live Kubernetes objects in Go using the typed and dynamic clients available from the API machinery sub-project client-go.
 - [medium.com/codex: Explore client-go Informer Patterns](https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd) Invoke the Kubernetes resources without overloading the cluster. Many popular Kubernetes tools such as K9s are based on client-go. They use the informer pattern to continuously refresh data without posing additional pressure to the API Server. Learn how the informer pattern works in this article.
-- [dev.to: Watch and react to Kubernetes objects changes](https://dev.to/lucasepe/watch-and-react-to-kubernetes-objects-changes-3kcg) client-go is the official client library for the Go programming language. In this article, you will learn how to use RESTClient to watch and then react to namespaces changes.
+- [dev.to: Watch and react to Kubernetes objects changes](https://dev.to/lucasepe/watch-and-react-to-kubernetes-objects-changes-3kcg) client-go is the official client library for the Go programming language. how to use RESTClient to watch and then react to namespaces changes.
 - [shahin-mahmud.medium.com: Write your first Kubernetes operator in go](https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-177047337eae)
 - [collabnix.com: Kubernetes CRUD Operation using Go on Docker Desktop](https://collabnix.com/kubernetes-crud-operation-using-go-on-docker-desktop)
 - [blog.kubesimplify.com: Perform CRUD Operations on Kubernetes Using Golang 🌟](https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang)
@@ -122,7 +122,7 @@
 - [github.com/groundcover-com: Container Restarts Watcher](https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts)
 - [create-go-app/cli](https://github.com/create-go-app/cli) Create a new production-ready project with backend, frontend and deploy automation by running one CLI command!
 - [Delve: a debugger for the Go Programming Language](https://github.com/derekparker/delve)
-    - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316) In this tutorial, you will learn how to debug an application deployed in Kubernetes remotely using VS Code and Delve
+    - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316) how to debug an application deployed in Kubernetes remotely using VS Code and Delve
 
 ## Go Books
 

docs/grafana.md

@@ -16,7 +16,7 @@
 - Prometheus utiliza plantillas de consola para los dashboards, si bien su curva de aprendizaje de sus múltiples funcionalidades es alta, con una interfaz de usuario insuficiente. Por este motivo es muy habitual utilizar **Grafana** como interfaz de usuario.
 - [grafana.com: Provisioning Grafana 🌟](https://grafana.com/docs/grafana/latest/administration/provisioning) Las últimas versiones de Grafana permiten la creación de "datasources" y "dashboards" con Ansible, mediante las opciones de provisión de Grafana. Funciona con cualquier "datasource" (Prometheus, InfluxDB, etc), incluyendo la configuración de Grafana correspondiente y dejando poco margen para el error humano.
     - [Grafana provisioning Ansible Role](https://github.com/cloudalchemy/ansible-grafana)
-- [grafana.com: Introducing the new and improved New Relic plugin for Grafana](https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana)
+- [grafana.com: Introducing the new and improved New Relic plugin for Grafana](https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-grafana)
 - [Log Monitoring and Alerting with Grafana Loki](https://www.infracloud.io/blogs/grafana-loki-log-monitoring-alerting)
 - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)
 - [itnext.io: Monitoring Kubernetes workloads with Prometheus and Thanos](https://itnext.io/monitoring-kubernetes-workloads-with-prometheus-and-thanos-4ddb394b32c)
@@ -28,23 +28,23 @@
 - [zdnet.com: Grafana 8.0 integrates with Prometheus alerting](https://www.zdnet.com/article/grafana-8-0-integrates-with-prometheus-alerting) Alerting is finally unified in the latest update of the Grafana open source stack.
 - [thenewstack.io: Grafana 8.0 Rethinks Alerts and Visualizations](https://thenewstack.io/grafana-8-0-rethinks-alerts-and-visualizations)
 - [youtube.com: Grafana Loki Promtail | Grafana Loki Setup And Configuration On CentOs](https://www.youtube.com/watch?v=iqpLXUdJ0Ro&ab_channel=Thetips4you)
-- [grafana.com: What's new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more](https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more)
+- [grafana.com: What's new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more](https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more)
 - [thenewstack.io: Grafana Is Not Worried About AWS Commercialization](https://thenewstack.io/grafana-is-not-worried-about-aws-commercialization)
-- [grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud's first fully managed integration](https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration) Latest integration available in Grafana Cloud: the AWS CloudWatch metrics integration, the first of our fully managed integrations that makes it simple to connect and visualize your data in Grafana.
-- [grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry, and k6](https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6)
+- [grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud's first fully managed integration](https://grafana.com/blog) Latest integration available in Grafana Cloud: the AWS CloudWatch metrics integration, the first of our fully managed integrations that makes it simple to connect and visualize your data in Grafana.
+- [grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry, and k6](https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6)
 - [thenewstack.io: Will Grafana Become Easier to Use in 2022?](https://thenewstack.io/will-grafana-become-easier-to-use-in-2022)
-- [grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud](https://grafana.com/blog/2022/01/11/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud)
-- [==grafana.com: A beginner's guide to network monitoring with Grafana and Prometheus==](https://grafana.com/blog/2022/01/19/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus)
+- [grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud](https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud)
+- [==grafana.com: A beginner's guide to network monitoring with Grafana and Prometheus==](https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus)
     - https://github.com/prometheus/snmp_exporter/tree/main/snmp-mixin
-- [==grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud==](https://grafana.com/blog/2021/11/19/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud)
-- [grafana.com: Video: How to build a Prometheus query in Grafana](https://grafana.com/blog/2022/01/27/video-how-to-build-a-prometheus-query-in-grafana)
-- [grafana.com: An advanced guide to network monitoring with Grafana and Prometheus](https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus)
+- [==grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud==](https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud)
+- [grafana.com: Video: How to build a Prometheus query in Grafana](https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana)
+- [grafana.com: An advanced guide to network monitoring with Grafana and Prometheus](https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus)
 - [==devopscube.com: How To Setup Grafana On Kubernetes==](https://devopscube.com/setup-grafana-kubernetes)
 - [infoq.com: Grafana Cloud Adds Incident and On-Call Management Solutions](https://www.infoq.com/news/2022/02/grafana-incident-oncall)
 - [alexandrev.medium.com: Grafana Alerting vs AlertManager: A Comparison of Two Leading Monitoring Tools | Alex Vazquez](https://alexandrev.medium.com/grafana-alerting-vs-alertmanager-a-comparison-of-two-leading-monitoring-tools-5e262446a5f9)
 - [linkedin.com/pulse: Automatización de procesos con Prometheus, Grafana y WebHook: resolución autónoma de incidentes](https://www.linkedin.com/top-content/?trk=article_not_found)
 - [devops.com: Grafana Labs Acquires Asserts.ai to Bring AI to Observability](https://devops.com/grafana-labs-acquires-assert-ai-to-bring-ai-to-observability)
-- [grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks](https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks)
+- [grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks](https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks)
 
 ## Grafana Agent
 
@@ -55,7 +55,7 @@
 ## Grafana Faro
 
 - [Grafana Faro 🌟](https://grafana.com/oss/faro) A project for frontend application observability, Grafana Faro includes a highly configurable web SDK for real user monitoring (RUM) that instruments browser frontend applications to capture observability signals. The frontend telemetry can then be correlated with backend and infrastructure data for seamless, full-stack observability.
-- [grafana.com: Introducing Grafana Faro, an open source project for frontend application observability](https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability)
+- [grafana.com: Introducing Grafana Faro, an open source project for frontend application observability](https://grafana.com/blog/introducing-grafana-faro-oss-application-observability)
 
 ## Grafana Mimir
 
@@ -69,29 +69,29 @@
 - [openlogic.com: How to develop Grafana Dashboards 🌟](https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana)
 - [Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟](https://github.com/percona/grafana-dashboards)
 - [Prometheus Monitoring With Grafana. Prometheus Stats Dashboard and Prometheus Benchmark Dashboard](https://dzone.com/articles/prometheus-monitoring-with-grafana). How you construct your Prometheus monitoring dashboard involves trial and error. Grafana makes this exploration very easy and Prometheus has good built-in functionality.
-- [Popular community plugins that can improve your Grafana dashboards 🌟](https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-your-grafana-dashboards)
+- [Popular community plugins that can improve your Grafana dashboards 🌟](https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards)
 - [CISCO DNA Center with Grafana Dashboard](https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard)
 - [prskavec.net: Grafana dashboards and Jsonnet](https://www.prskavec.net/post/grafana-jsonnet) Simple way how to make your dashboard easy to maintain.
 - [percona.com: Tips for Designing Grafana Dashboards](https://www.percona.com/blog/designing-grafana-dashboards)
 - [devblogs.microsoft.com:Monitoring Azure by using Grafana dashboards 🌟](https://devblogs.microsoft.com/devops/monitoring-azure-by-using-grafana-dashboards)
 - [github.com/kubevirt/monitoring](https://github.com/kubevirt/monitoring) KubeVirt monitoring dashboards. This repository collects Grafana dashboards for KubeVirt and Prometheus runbooks for alerts shipped with the KubeVirt stack.
-- [medium.com/@dotdc: A set of modern Grafana dashboards for Kubernetes 🌟](https://medium.com/@dotdc/a-set-of-modern-grafana-dashboards-for-kubernetes-4b989c72a4b2) In this article, I will present a set of modern Grafana dashboards I made for Kubernetes, explain why I decided to create them and how they work.
-- [grafana.com: Grafana dashboards: A complete guide to all the different types you can build](https://grafana.com/blog/2022/06/06/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build)
+- [medium.com/@dotdc: A set of modern Grafana dashboards for Kubernetes 🌟](https://medium.com/@dotdc/a-set-of-modern-grafana-dashboards-for-kubernetes-4b989c72a4b2) I will present a set of modern Grafana dashboards I made for Kubernetes, explain why I decided to create them and how they work.
+- [grafana.com: Grafana dashboards: A complete guide to all the different types you can build](https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build)
 - [medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes](https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kubernetes-5d261508658d) Create a nice Dashboard that matches your needs
 - [==github.com/dotdc/grafana-dashboards-kubernetes== 🌟](https://github.com/dotdc/grafana-dashboards-kubernetes)
 - [github.com/onzack/grafana-dashboards](https://github.com/onzack/grafana-dashboards) Grafana Dashboards for Kubernetes, OpenShift and other systems
 
 Monitored Component|Collector|Dashboard Number|URL
 :------------------|:-------|:---------------|------------
-ActiveMQ 5.x "classic"|[Telegraf](https://www.influxdata.com/time-series-platform/telegraf)|[10702](https://grafana.com/grafana/dashboards/10702-activemq)|[Ref1](https://docs.wavefront.com/activemq.html), [Ref2](https://github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq), [Ref3](https://github.com/prometheus/jmx_exporter), [Ref4](https://stackoverflow.com/questions/57107282/prometheus-and-activemq-integration)
-ActiveMQ Artemis/Red Hat AMQ Broker|[JMX Exporter](https://github.com/prometheus/jmx_exporter)|[9087](https://grafana.com/grafana/dashboards/9087-apache-artemis)|[Ref1](https://github.com/prometheus/jmx_exporter), [Ref2](http://techiekhannotes.blogspot.com/2018/12/artemis-monitoring-with-grafana.html), [Ref3](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin)
-Message Streams like Kafka/Red Hat AMQ Streams|Other|[9777](https://grafana.com/grafana/dashboards/9777-watermill)|-
+ActiveMQ 5.x "classic"|[Telegraf](https://www.influxdata.com/time-series-platform/telegraf)|[10702](https://grafana.com/grafana/dashboards/10702)|[Ref1](https://docs.wavefront.com/activemq.html), [Ref2](https://github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq), [Ref3](https://github.com/prometheus/jmx_exporter), [Ref4](https://stackoverflow.com/questions/57107282/prometheus-and-activemq-integration)
+ActiveMQ Artemis/Red Hat AMQ Broker|[JMX Exporter](https://github.com/prometheus/jmx_exporter)|[9087](https://grafana.com/grafana/dashboards/9087)|[Ref1](https://github.com/prometheus/jmx_exporter), [Ref2](http://techiekhannotes.blogspot.com/2018/12/artemis-monitoring-with-grafana.html), [Ref3](https://github.com/rh-messaging/artemis-prometheus-metrics-plugin)
+Message Streams like Kafka/Red Hat AMQ Streams|Other|[9777](https://grafana.com/grafana/dashboards/9777-watermill)|N/A
 
 ## Grafana Releases
 
 - [Open source observability, meet data transformation: Grafana 7.0 promises to connect, unify, and visualize all your data](https://www.zdnet.com/article/open-source-observability-meet-data-transformation-grafana-7-0-promises-to-connect-unify-and-visualize-all-your-data) Grafana Labs sets the bar for open source observability with Grafana 7.0: more developer friendly, more data sources, data transformation, and growth in the cloud and on premise
 - [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)
-- [grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more](https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more)
+- [grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more](https://grafana.com/oss/grafana)
 - [thenewstack.io: Grafana 8.2 Wants to ‘Democratize’ Cloud Native Metrics](https://thenewstack.io/grafana-wants-to-democratize-cloud-native-metrics)
 - [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) Today we announced a partnership with Microsoft that lets customers run Grafana natively within their Azure cloud platform.
 - [grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements](https://grafana.com/oss/grafana/?mdm=social)
@@ -99,14 +99,14 @@ Message Streams like Kafka/Red Hat AMQ Streams|Other|[9777](https://grafana.com/
 ## Grafana Loki
 
 - [Grafana Loki](https://grafana.com/oss/loki)
-- [itnext.io: Logging in Kubernetes with Loki and the PLG Stack](https://itnext.io/logging-in-kubernetes-with-loki-and-the-plg-stack-93b27c90ec34) Loki is a new log aggregation system from Grafana Labs. It is designed to be cost-effective and easy to operate. In this article, you learn more about Loki and how to use the PLG Stack (Promtail, Loki, Grafana) for logging in Kubernetes.
+- [itnext.io: Logging in Kubernetes with Loki and the PLG Stack](https://itnext.io/logging-in-kubernetes-with-loki-and-the-plg-stack-93b27c90ec34) Loki is a new log aggregation system from Grafana Labs. It is designed to be cost-effective and easy to operate. you learn more about Loki and how to use the PLG Stack (Promtail, Loki, Grafana) for logging in Kubernetes.
 - [cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on Kubernetes](https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-fluent-bit-on-kubernetes) In this blog post, you will learn how to handle multiline logs such as Java stack traces with Loki and Fluent Bit on Kubernetes.
 - [faun.pub: Grafana, Prometheus, and Loki: Exploring Metrics and Logs](https://faun.pub/grafana-prometheus-and-loki-exploring-metrics-and-logs-f198637784fc)
 
 ## Grafana Beyla
 
-- [grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF](https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf)
+- [grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF](https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf)
 
 ## Grafana as Code
 
-- [grafana.com: A complete guide to managing Grafana as code: tools, tips, and tricks](https://grafana.com/blog/2022/12/06/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks)
+- [grafana.com: A complete guide to managing Grafana as code: tools, tips, and tricks](https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks)

docs/helm.md

@@ -50,7 +50,7 @@
 - [jfrog.com: Steering Straight with Helm Charts Best Practices 🌟](https://jfrog.com/blog/helm-charts-best-practices)
 - [rancher.com: Create Reproducible Security in Kubernetes with Helm 3 and Helm Charts](https://www.suse.com/c/rancher_blog/create-reproducible-security-in-kubernetes-with-helm-3-and-helm-charts)
 - [youtube.com: Demystifying Helm 🌟](https://www.youtube.com/watch?v=2HPsPOwHOlY&ab_channel=DonovanBrown)
-- [harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](https://harness.io/blog/continuous-delivery/what-is-helm)
+- [harness.io: Introduction to Helm: Charts, Deployments, & More 🌟](https://www.harness.io/blog)
 - [freecodecamp.org: What is a Helm Chart? A Tutorial for Kubernetes Beginners](https://www.freecodecamp.org/news/what-is-a-helm-chart-tutorial-for-kubernetes-beginners)
 - [youtube: GitOps Guide to the Galaxy: Working with Helm](https://www.youtube.com/watch?v=1FzOlSed5ts&ab_channel=OpenShift)
 - [cncf.io: Quick application deployments on MicroK8s using Helm Charts](https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart)
@@ -63,7 +63,7 @@
 - [redhat.com: Red Hat OpenShift Certification extends support for Kubernetes-native technologies with Helm 🌟](https://www.redhat.com/en/blog/red-hat-openshift-certification-extends-support-kubernetes-native-technologies-helm) __Helm or Operators: how to choose__
 - [jasiek-petryk.medium.com: Setting up a private Helm chart repository on GitHub](https://jasiek-petryk.medium.com/setting-up-a-private-helm-chart-repository-on-github-4a767703cec8)
 - [betterprogramming.pub: How To Continuously Test and Deploy Your Helm Charts on Kubernetes Clusters Using Kind](https://betterprogramming.pub/how-to-continuously-test-and-deploy-your-helm-charts-on-kubernetes-clusters-using-kind-d71e3585d2dc) Set up your CI/CD tools to easily test and publish charts on ephemeral Kubernetes clusters
-- [blog.flant.com: Making the most out of Helm templates 🌟](https://palark.com/blog/advanced-helm-templating) The standard Helm library and traditional approaches to creating Helm charts are generally okay to automate non-complex tasks. But the growing complexity and number of Helm charts rapidly make the minimalistic Helm templates and controversial standard Helm library insufficient. In this article, we will show you how to make your Helm templates much more flexible and dynamic by implementing your own Helm “functions” and exploiting the capabilities of the tpl function.
+- [blog.flant.com: Making the most out of Helm templates 🌟](https://palark.com/blog/advanced-helm-templating) The standard Helm library and traditional approaches to creating Helm charts are generally okay to automate non-complex tasks. But the growing complexity and number of Helm charts rapidly make the minimalistic Helm templates and controversial standard Helm library insufficient. we will show you how to make your Helm templates much more flexible and dynamic by implementing your own Helm “functions” and exploiting the capabilities of the tpl function.
 - [levelup.gitconnected.com: Helm 101 for Developers](https://levelup.gitconnected.com/helm-101-for-developers-1c28e734937e)
 - [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)
 - [developers.redhat.com: Deploy Node.js applications to Red Hat OpenShift with Helm](https://developers.redhat.com/articles/2021/07/20/deploy-nodejs-applications-red-hat-openshift-helm)
@@ -89,8 +89,8 @@
 - [mlepeshkin.medium.com: Automated Kubernetes deployment with Helm and additional templating](https://mlepeshkin.medium.com/automated-kubernetes-deployment-with-helm-and-additional-templating-dc960689609f)
 - [==dev.to/francoislp: Post-mortem: 1h30 downtime on a Saturday morning==](https://dev.to/francoislp/post-mortem-1h30-downtime-on-a-saturday-morning-5af0) Read how 4 YAML lines brought down 3 APIs for 1h30 on a Saturday morning. In the end, the issue was a Helm chart misconfiguration where 2 settings were conflicting with each other.
 - [==blog.ediri.io: How To Unit Test Your Helm Charts==](https://blog.ediri.io/how-to-unit-test-your-helm-charts) With the help of helm-unittest and the AAA pattern
-- [==itnext.io: Reference Other Values in Helm Chart Values File==](https://itnext.io/reference-other-values-in-helm-chart-values-file-19d44d9276c7) Helm offers a template engine that allows you to merge configuration values into templates. This article introduces the __"tpl" function to evaluate strings as templates to have even more flexibility in your values.yaml__
-- [==medium.com/@percenuage: My adventure with Helm as GitOps in a distributed architecture==](https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed-architecture-6a6fdc6f11bd) In this article, you will learn some practical tips on how to manage your Helm charts and __GitOps__ workflows:
+- [==itnext.io: Reference Other Values in Helm Chart Values File==](https://itnext.io/reference-other-values-in-helm-chart-values-file-19d44d9276c7) Helm offers a template engine that allows you to merge configuration values into templates.the __"tpl" function to evaluate strings as templates to have even more flexibility in your values.yaml__
+- [==medium.com/@percenuage: My adventure with Helm as GitOps in a distributed architecture==](https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed-architecture-6a6fdc6f11bd) some practical tips on how to manage your Helm charts and __GitOps__ workflows:
     - Common vs multiple Helm charts
     - Values YAML hierarchy
     - Git repository management
@@ -110,17 +110,17 @@
 - [medium.com/kubeshop-i: Monokle, Helm & Quality Kubernetes Deployments](https://medium.com/kubeshop-i/monokle-helm-quality-kubernetes-deployments-af050fcc91db)
 - [medium.com/gquiman: K8Studio, Helm and Kubernetes management](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c)
 - [blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser](https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-releaser-a356ac10ce5c)
-- [faun.pub: Package and Deploy Your Application Using Helm Chart](https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e65c) In this tutorial, you will learn the end-to-end process of creating a spring boot application and deploying it as a Helm chart on a minikube cluster
+- [faun.pub: Package and Deploy Your Application Using Helm Chart](https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e65c) the end-to-end process of creating a spring boot application and deploying it as a Helm chart on a minikube cluster
 - [medium.com/@badawekoo: Helm theory, demo and commands you need to know!](https://medium.com/@badawekoo/helm-theory-demo-and-commands-you-need-to-know-628777fdb0c2)
 - [dev.to: Helm Release Time-To-Live(TTL)⏳💀 for Temporary Environments](https://dev.to/rtpro/helm-release-time-to-livettl-for-temporary-environments-1239) When working with Kubernetes, it’s often the case that you’ll need to create temporary environments/namespaces. You might need this as a way to limit the resources use, handle dev/staging environments, or just as a way to contain your tests while working on them. If you have used Helm before, you know that installing applications via Helm charts is simple by using the helm install command. The problem is that after installing a package, you or the user still needs to manually delete the package. With this in mind, we are going to explore how we set Time-To-Live Expiration for helm releases via the Helm release plugin, and create temporary Environments with Time-To-Live to make our lives easier with Helm.
 - [sysdig.com: Helm security and best practices](https://www.sysdig.com/blog/how-to-secure-helm)
 - [medium.com: Helm Your Kubernetes Application](https://medium.com/zeals-tech-blog/helm-your-kubernetes-application-7af6293bcfcf)
 - [medium.com/linux-shots: Use PostgreSQL database as backend storage for helm](https://medium.com/linux-shots/use-postgresql-as-backend-storage-for-helm-de407cd9c43) By default, Helm 3 stores all release information in Kubernetes cluster itself using K8s secret in release namespace.
-- [tratnayake.dev: Using Helm To Include All Files From A Directory In-line](https://tratnayake.dev/helm-include-all-files-from-directory-in-line) In this article, you will learn how to use Helm to fetch all files and their contents from a directory and include them in-line
+- [tratnayake.dev: Using Helm To Include All Files From A Directory In-line](https://tratnayake.dev/helm-include-all-files-from-directory-in-line) how to use Helm to fetch all files and their contents from a directory and include them in-line
 - [fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure and healthy 🌟](https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-and-healthy-6fbd10f0d958)
 - [fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟](https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596)
 - [medium.com/geekculture: HELM — How Release Information is Stored](https://medium.com/geekculture/helm-how-release-information-is-stored-778d7f0b7498) Advanced Helm usage
-- [levelup.gitconnected.com: Helm — Data Sharing Between Parent and Child Chart](https://levelup.gitconnected.com/helm-data-sharing-between-parent-and-child-chart-c4487a452d4e) Data exchange between parent and child chart in helm. In this article, you will explore a few strategies to share data between Helm charts:
+- [levelup.gitconnected.com: Helm — Data Sharing Between Parent and Child Chart](https://levelup.gitconnected.com/helm-data-sharing-between-parent-and-child-chart-c4487a452d4e) Data exchange between parent and child chart in helm. you will explore a few strategies to share data between Helm charts:
     - Overriding values from a parent chart
     - Making child chart data available to the parent chart
     - Global chart values
@@ -146,7 +146,7 @@
 - [rafay.co: Helm Chart Hooks Tutorial](https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial)
 - [itnext.io: Helm: reusable chart — named templates, and a generic chart for multiple applications](https://itnext.io/helm-reusable-chart-named-templates-and-a-generic-chart-for-multiple-applications-13d9b26e9244) Designing reusable chart with Helm:  named templates, and a generic chart for multiple applications
 - [thenewstack.io: Applying Kubernetes Security Best Practices to Helm Charts 🌟](https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-charts)
-- [medium: Highway to Helm: How to efficiently manage chart sources](https://medium.com/adevinta-tech-blog/highway-to-helm-how-to-efficiently-manage-chart-sources-f5749ba8031e) In this post, we’ll go through two ways to manage the source files of Helm charts, we’ll discuss the different factors that make one more suitable than the other, depending on your organisational structure, and we’ll provide guidance on choosing the right way to go by sharing what conditions are in favour of each of the two methods.
+- [medium: Highway to Helm: How to efficiently manage chart sources](https://medium.com/adevinta-tech-blog/highway-to-helm-how-to-efficiently-manage-chart-sources-f5749ba8031e) we’ll go through two ways to manage the source files of Helm charts, we’ll discuss the different factors that make one more suitable than the other, depending on your organisational structure, and we’ll provide guidance on choosing the right way to go by sharing what conditions are in favour of each of the two methods.
 - [helm-docs](https://github.com/norwoodj/helm-docs) The `helm-docs` tool auto-generates documentation from helm charts into markdown files. The resulting files contain metadata about their respective chart and a table with each of the chart's values, their defaults, and an optional description parsed from comments.
 
 ## Helm Dashboard
@@ -162,7 +162,7 @@
 
 ## Datree
 
-- https://github.com/datreeio/datree Prevent Kubernetes misconfigurations from reaching production (again 😤 )! __Datree__ is a CLI tool to ensure K8s manifests and Helm charts follow best practices as well as your organization’s policies. See our docs: https://hub.datree.io
+- https://github.com/datreeio/datree Prevent Kubernetes misconfigurations from reaching production (again 😤 )! __Datree__ is a CLI tool to ensure K8s manifests and Helm charts follow best practices as well as your organization’s policies. See our docs: https://hub.datree.io/
 - [datree.io: How to build a Helm plugin in minutes](https://www.datree.io/resources/how-to-build-a-helm-plugin-in-minutes)
 - [opensource.com: What Kubernetes taught me about development](https://opensource.com/article/21/12/kubernetes-developer) Why policy management was the key to understanding Kubernetes and the DevOps pipeline.
 - [aws.amazon.com: Preventing Kubernetes misconfigurations using Datree](https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree)
@@ -190,7 +190,7 @@ Kubernetes packages
 - [Jenkins](https://github.com/helm/charts/tree/master/stable/jenkins)
 - [Codecentric Jenkins 🌟](https://github.com/codecentric/helm-charts) Helm 3 compliant (Simpler and more secure than helm 2)
 - [Nexus3](https://github.com/helm/charts/tree/master/stable/sonatype-nexus)
-- [Choerodon Nexus3 🌟](https://artifacthub.io/packages/helm/choerodon/nexus3) Helm 3 compliant (Simpler and more secure than helm 2)
+- [Choerodon Nexus3 🌟](https://artifacthub.io/charts/choerodon/nexus3) Helm 3 compliant (Simpler and more secure than helm 2)
 - [Sonar](https://github.com/helm/charts/tree/master/stable/sonarqube)
 - [Selenium](https://github.com/helm/charts/tree/master/stable/selenium)
 - [Jmeter](https://github.com/helm/charts/tree/master/stable/distributed-jmeter)

docs/iac.md

@@ -30,7 +30,7 @@
 - [==thenewstack.io: Struggling with IT Staff Leaving? Try Infrastructure as Code== 🌟](https://thenewstack.io/struggling-with-it-staff-leaving-try-infrastructure-as-code) With IaC, the organization retains critical knowledge of deployment and updates in code repositories, lessening the impact of any one expert leaving
 - [devopscube.com: Immutable Infrastructure Explained For Beginners](https://devopscube.com/immutable-infrastructure)
 - [medium.com/@bunnyshell: How to Overcome Infrastructure as Code (IaC) Challenges](https://medium.com/@bunnyshell/how-to-overcome-infrastructure-as-code-iac-challenges-f4947be7cde2)
-- [dzone.com/articles: A Beginner's Guide to Infrastructure as Code 🌟](https://dzone.com/articles/a-beginners-guide-to-infrastructure-as-code) In this article, take an in-depth look at how Infrastructure as Code (IaC) works, its benefits, and common challenges.
+- [dzone.com/articles: A Beginner's Guide to Infrastructure as Code 🌟](https://dzone.com/articles/a-beginners-guide-to-infrastructure-as-code) take an in-depth look at how Infrastructure as Code (IaC) works, its benefits, and common challenges.
 - [javacodegeeks.com: Infrastructure as Code: Best Tools For 2023 Included](https://www.javacodegeeks.com/2023/03/infrastructure-as-code-best-tools-for-2023-included.html)
 - [thenewstack.io: Infrastructure as Code or Cloud Platforms — You Decide!](https://thenewstack.io/infrastructure-as-code-or-cloud-platforms-you-decide)
 - [infoworld.com: 5 priorities that cut cloud costs and improve IT ops](https://www.infoworld.com/article/2338245/5-priorities-that-cut-cloud-costs-and-improve-it-ops.html) With infrastructure as code, virtual desktop infrastructure, and a proactive approach to incident management, you can help keep cloud costs reasonable.

docs/ibm_cloud.md

@@ -56,7 +56,7 @@
 
 ### IBM Storage for Red Hat OpenShift. IBM Spectrum Storage Suite
 
-- [IBM Spectrum](https://www.ibm.com/solutions/storage) IBM Spectrum Storage software for data-driven architecture. A complete storage software family with AI-infused capability that changes the economics of storage on-prem and in the hybrid multicloud.
+- [IBM Spectrum](https://www.ibm.com/solutions) IBM Spectrum Storage software for data-driven architecture. A complete storage software family with AI-infused capability that changes the economics of storage on-prem and in the hybrid multicloud.
 - [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](http://www.redbooks.ibm.com/abstracts/redp5565.html)
 
 ## IBM Cloud Paks and OpenShift
@@ -79,7 +79,7 @@
 ### IBM Cloud Pak for Multicloud Management (CP4MCM)
 
 - Alternative to [Red Hat Advanced Cluster Management for Kubernetes](https://www.redhat.com/en/technologies/management/advanced-cluster-management)
-- [IBM Cloud Pak for Multicloud Management](https://www.ibm.com/products/cloud-pak-for-aiops) Automated, end-to-end lifecycle management for applications and IT operations.
+- [IBM Cloud Pak for Multicloud Management](https://www.ibm.com/solutions/cloud/cloud-pak-for-management) Automated, end-to-end lifecycle management for applications and IT operations.
 - [IBM Knowledge Center: IBM Cloud Pak for Multicloud Management](https://www.ibm.com/docs/en/cloud-paks/cp-management) The IBM Cloud Pak for Multicloud Management, running on Red Hat® OpenShift®, provides consistent visibility, governance, and automation from on premises to the edge.
 - [medium.com/search?q=cp4mcm](https://medium.com/search?q=cp4mcm)
 - [medium: tagged/cp4mcm](https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm)

docs/images/itopstalk_logo.jpg

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

docs/images/nubenetes-max-visible.svg

@@ -0,0 +1,14 @@
+<svg width="256" height="256" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg">
+  <!-- Solid Black Background for Maximum Contrast (X.com Style) -->
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docs/images/nubenetes-nano-logo.svg

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+        fill="url(#cyberGradient)" 
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+  
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+    <circle cx="0" cy="0" r="80" fill="#0D1117" stroke="#FFFFFF" stroke-width="15"/>
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+    </g>
+    <circle cx="0" cy="0" r="25" fill="#FFFFFF"/>
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+
+  <!-- Kubernetes Steering Wheel as Rear Wheel -->
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docs/images/nubenetes-ultra-visible.svg

@@ -0,0 +1,10 @@
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+</svg>

docs/index.md

@@ -1,7 +1,7 @@
 # Nubenetes: Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
 !!! tip "Nubenetes V2: Agentic Elite Edition is now live!"
-    Looking for a high-density, AI-curated experience? Explore our [**V2 Elite Portal**](/v2/) - Optimized for 2026 Architectural Standards.
+    Looking for a high-density, AI-curated experience? Explore our [**V2 Elite Portal**](/) - Optimized for 2026 Architectural Standards.
 
 A curated list of awesome references collected since 2018. Microservices architectures rely on DevOps practices, automation, CI/CD (Continuous Integration & Delivery), and API-focused designs.
 
@@ -23,7 +23,7 @@ A curated list of awesome references collected since 2018. Microservices archite
     - [CNCF Reports](https://www.cncf.io/reports)
         - [CNCF Survey Report 2019](https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf)
         - [CNCF Survey Report 2020](https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf)
-        - [CNCF Survey Report 2021](https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-development-FINAL.pdf) - [CNCF Publishes State of Cloud Native Development Report](https://www.infoq.com/news/2022/01 -cncf-state-of-cloud-native) - [CNCF Sees Record Kubernetes and Container Adoption](https://www.cncf.io/announcements/2022/02/10/cncf-sees-record-kubernetes-and-container-adoption-in-2021-cloud-native-survey)
+        - [CNCF Survey Report 2021](https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-development-FINAL.pdf) - [CNCF Publishes State of Cloud Native Development Report](https://www.infoq.com/news/2022/01/ -cncf-state-of-cloud-native) - [CNCF Sees Record Kubernetes and Container Adoption](https://www.cncf.io/announcements/2022/02/10/cncf-sees-record-kubernetes-and-container-adoption-in-2021-cloud-native-survey)
 - [State of DevOps Reports](https://puppet.com/resources/?refinementList%5Btype%5D%5B0%5D=Report&page=1&configure%5BhitsPerPage%5D=18)
     - [2020 State of DevOps Report](https://puppet.com/resources/report/2020-state-of-devops-report)
     - [2020 DevOps Salary Report](https://puppet.com/resources/report/2020-devops-salary-report)
@@ -340,8 +340,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 ---
 <center markdown="1">
 
-[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo)
- [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.jpg){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
+[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.png){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
 [![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/IBMTechnology) [![aws videos](images/aws_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/amazonwebservices) [![gcp videos](images/gcp_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/googlecloudplatform) [![azure videos](images/azure_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MicrosoftAzure) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:7%"}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenStackFoundation) [![harhicorp videos](images/hashicorp_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/HashiCorp) [![pulumi videos](images/pulumi_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PulumiTV) <br/>
 [![dzone videos](images/dzone_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dzone) [![prometheus videos](images/prometheus_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PrometheusIo) [![grafana videos](images/grafana_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Grafana) [![istio videos](images/istio_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Istio) [![elastic videos](images/elasticsearch_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Elastic) [![dynatrace videos](images/dynatrace_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dynatrace) [![appdynamics videos](images/appdynamics_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/appdynamics) [![newrelic videos](images/newrelic_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/NewRelicInc) [![tigera calico](images/tigera_calico_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw) [![weavecloud](images/weavecloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/WeaveWorksInc) [![lambdatest](images/lambdatest.jpg){: style="width:7%"}](https://www.youtube.com/c/LambdaTest)<br/>
 [![atlassian videos](images/atlassian_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Atlassian) [![vscode videos](images/vscode_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Code) [![github videos](images/github_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GitHub) [![gitlab video](images/gitlab_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitlab) [![gitkraken](images/gitkraken_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitkraken) [![rocketchat videos](images/rocket_chat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RocketChatApp) [![slack videos](images/slack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Slackhq) [![mattermost videos](images/mattermost_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenProjectCommunity) [![tetrate](images/tetrate_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Tetrate)<br/>
@@ -351,7 +350,8 @@ A curated list of awesome references collected since 2018. Microservices archite
 [![thetips4you](images/thethips4you.jpg){: style="width:7%"}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:7%"}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:7%"}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:7%"}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:7%"}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:7%"}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:7%"}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:7%"}](https://www.youtube.com/c/JavierGarz%C3%A1s)<br/>
 [![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia)<br/>
 [![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech)<br/>
-[![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)
+[![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)<br/>
+[![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![gcp videos](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech) [![Google Gemini](images/google_gemini_logo.png){: style="width:7%"}](https://www.youtube.com/@GoogleGemini) [![Google DeepMind](images/google_deepmind_logo.png){: style="width:7%"}](https://www.youtube.com/@googledeepmind) [![Anthropic](images/anthropic_logo.png){: style="width:7%"}](https://www.youtube.com/@anthropic-ai) [![Microsoft Copilot](images/microsoft_copilot_logo.png){: style="width:7%"}](https://www.youtube.com/@Microsoft.Copilot) [![OpenAI](images/openai_logo.png){: style="width:7%"}](https://www.youtube.com/OpenAI) [![Meta AI](images/meta_ai_logo.png){: style="width:7%"}](https://www.youtube.com/@aiatmeta)
 
 </center>
 
@@ -379,6 +379,7 @@ A curated list of awesome references collected since 2018. Microservices archite
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+    <iframe width="560" height="315" src="https://www.youtube.com/embed/uQz0TpyJbE8?si=Ys-bXCWcoG-nDU1h" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen loading="lazy"></iframe>
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@@ -386,4 +387,26 @@ A curated list of awesome references collected since 2018. Microservices archite
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-    </center>
+    </center>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write;
+    encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHBtRL&amp;clipt=EK2rfRjW9YAB" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
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+    <iframe width="560" height="315" src="https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/videoseries?si=GBJtqv36O8bslj9z&amp;list=PLvBBnHmZuNQJeznYL2F-MpZYBUeLIXYEe" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&amp;list=PL7sEPiUbBLo_iTds-NV-9Tu05Gg2Aj8N7" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
+
+    </center>
+
+<!--
+[![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com)
+-->

docs/interview-questions.md

@@ -38,7 +38,7 @@
 
 - [interviewbit.com: Terraform Interview Questions](https://www.interviewbit.com/terraform-interview-questions)
 - [simplilearn.com: Top 40 Terraform Interview Questions and Answers for 2022](https://www.simplilearn.com/terraform-interview-questions-and-answers-article)
-- [k21academy.com: Top Terraform Interview Questions & Answers [ Revised – 2022]](https://k21academy.com/terraform/terraform-interview-questions)
+- [k21academy.com: Top Terraform Interview Questions & Answers [Revised – 2022]](https://k21academy.com/terraform/terraform-interview-questions)
 - [mrdevops.hashnode.dev: Top 40 Terraform Interview Questions and Answers for 2023](https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-for-2023)
 - [fosstechnix.com: Top 50 Terraform Cloud Interview Questions and Answers](https://www.fosstechnix.com/terraform-cloud-interview-questions-and-answer)
 

docs/introduction.md

@@ -58,7 +58,7 @@
 - [redhat.com: Why choose Red Hat for microservices?](https://www.redhat.com/en/topics/microservices/why-choose-red-hat-microservices)
 - [==Monoliths are the future | Kelsey Hightower==](https://changelog.com/posts/monoliths-are-the-future)
 - [==allthingsdistributed.com: Monoliths are not dinosaurs==](https://www.allthingsdistributed.com/2023/05/monoliths-are-not-dinosaurs.html)
-- [weave.works: Going Cloud Native: 6 essential things you need to know](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: Going Cloud Native: 6 essential things you need to know](https://www.weave.works/technologies/going-cloud-native-6-essential-things-you-need-to-know)
 - [Operators and Sidecars Are the New Model for Software Delivery](https://thenewstack.io/operators-and-sidecars-are-the-new-model-for-software-delivery)
 - [jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud Kubernetes Strategy](https://devm.io/kubernetes/kubernetes-practical-implications-171647)
 - [jaxenter.com: Six Essential Kubernetes Extensions to Add to Your Toolkit 🌟](https://devm.io/kubernetes/kubernetes-extensions-172215)
@@ -66,7 +66,7 @@
 - [addwebsolution.com: How Kubernetes helps businesses manage their IT infrastructure?](https://www.addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-infrastructure)
 - [loves.cloud: Kubernetes: An Introduction](https://loves.cloud/kubernetes-an-introduction)
 - [thenewstack.io: Microservices vs. Monoliths: An Operational Comparison](https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison)
-- [weave.works: 6 Business Benefits of Kubernetes](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: 6 Business Benefits of Kubernetes](https://www.weave.works/blog/6-business-benefits-of-kubernetes)
 - [ituser.es: Las principales habilidades que un arquitecto cloud necesita para triunfar](https://www.ituser.es/opinion/2020/07/las-principales-habilidades-que-un-arquitecto-cloud-necesita-para-triunfar)
 - [Introducing Domain-Oriented Microservice Architecture 🌟 [ARCHIVED]]( http://web.archive.org/web/20220716010821/https://eng.uber.com/microservice-architecture)
 - [Monolithic versus Microservice architecture](https://www.enterprisetimes.co.uk/2020/07/23/monolithic-versus-microservice-architecture)
@@ -109,7 +109,7 @@
 - [infoq.com: Saga Orchestration for Microservices Using the Outbox Pattern](https://www.infoq.com/articles/saga-orchestration-outbox)
 - [medium: A Design Analysis of Cloud-based Microservices Architecture at Netflix](https://medium.com/swlh/a-design-analysis-of-cloud-based-microservices-architecture-at-netflix-98836b2da45f) A comprehensive system design analysis of microservices architecture at Netflix to power its global video streaming services
 - [blog.container-solutions.com: How Mature Is Your Microservices Architecture? 🌟](https://blog.container-solutions.com/how-mature-is-your-microservices-architecture)
-- [techerati.com: Microservices in the Cloud-Native Era](https://www.techerati.com/features-hub/opinions/microservices-in-the-cloud-native-era)
+- [techerati.com: Microservices in the Cloud-Native Era](https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era)
 - [thenewstack.io: The Cloud Native Landscape: Platforms Explained](https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained)
 - [thenewstack.io: Are Private Clouds Proliferating?](https://thenewstack.io/google-and-oracle-cloud-adoption-doubles-among-enterprises-3)
 - [thenewstack.io: Multicloud Challenges and Solutions](https://thenewstack.io/multicloud-challenges-and-solutions)
@@ -119,7 +119,7 @@
 - [thenewstack.io: The Scalability Myth](https://thenewstack.io/the-scalability-myth)
 - [thenewstack.io: The 4 Definitions of Multicloud: Part 1 — Data Portability](https://thenewstack.io/the-4-definitions-of-multicloud-part-1-data-portability)
 - [thenewstack.io: Multicloud Paves the Way for Cloud Native Resiliency Models](https://thenewstack.io/multicloud-paves-the-way-for-cloud-native-resiliency-models)
-- [techerati.com: Microservices in the Cloud-Native Era](https://www.techerati.com/features-hub/opinions/microservices-in-the-cloud-native-era)
+- [techerati.com: Microservices in the Cloud-Native Era](https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era)
 - [infoworld.com: 3 cloud architecture mistakes we all make, but shouldn't](https://www.infoworld.com/article/2264771/3-cloud-architecture-mistakes-we-all-make-but-shouldnt.html)
 - [ringcentral.co.uk: Cloud Management 🌟](https://www.ringcentral.com/gb/en/blog/definitions/cloud-management)
 - [hashicorp.com: Why Microservices? 🌟](https://www.hashicorp.com/resources/why-microservices)
@@ -140,11 +140,11 @@
 - [opensource.com: What do we call post-modern system administrators?](https://opensource.com/article/21/7/system-administrators) Our community discusses the responsibilities, possible titles, and potential skills of today's sysadmins.
 - [thenewstack.io: Cloud Engineers Try Policy-as-Code to Cure Misconfiguration Woes](https://thenewstack.io/cloud-engineers-try-policy-as-code-to-cure-misconfiguration-woes)
 - [medium: What is microservices and why is it different? 🌟](https://medium.com/microservices-for-net-developers/what-is-microservices-and-why-is-it-different-fac017cb8cf4)
-- [dzone: How Your Application Architecture Has Evolved 🌟🌟](https://dzone.com/articles/how-your-application-architecture-evolved) In this post, I will discuss how application architecture, in my opinion, has evolved in the last few years and what has been the driving factor for each evolution.
+- [dzone: How Your Application Architecture Has Evolved 🌟🌟](https://dzone.com/articles/how-your-application-architecture-evolved) I will discuss how application architecture, in my opinion, has evolved in the last few years and what has been the driving factor for each evolution.
 - [simform.com: 6 Multi-Cloud Architecture Designs for an Effective Cloud Strategy 🌟](https://www.simform.com/blog/multi-cloud-architecture)
 - [simform.com: Cloud Migration ebook](https://www.simform.com/cloud-migration-ebook)
-- [fylamynt.com: Mastering Cloud Automation in the Cloud-Native Era 🌟](https://www.fylamynt.com/post/mastering-cloud-automation-in-the-cloud-native-era) As cloud computing is increasingly getting adopted all over, automation is taking a prime stage these days in the cloud-native space to streamline and manage various IT-related tasks. In this article, we will discuss cloud automation and various aspects related in brief.
-- [dynatrace.com: What are microservices? All you need to know](https://www.dynatrace.com/news/blog/what-are-microservices)
+- [fylamynt.com: Mastering Cloud Automation in the Cloud-Native Era 🌟](https://www.fylamynt.com/post/mastering-cloud-automation-in-the-cloud-native-era) As cloud computing is increasingly getting adopted all over, automation is taking a prime stage these days in the cloud-native space to streamline and manage various IT-related tasks. we will discuss cloud automation and various aspects related in brief.
+- [dynatrace.com: What are microservices? All you need to know](https://www.dynatrace.com/knowledge-base/microservices)
 - [medium: Monoliths vs Microservices](https://medium.com/getdefault-in/monoliths-vs-microservices-59cff20bb106)
 - [dzone: Top 6 Time Wastes as a Software Engineer](https://dzone.com/articles/top-time-wastes-as-a-software-engineer) Increase your productivity and advance in your career by avoiding these 6 time wastes.
 - [thenewstack.io: Reasons to Opt for a Multicloud Strategy](https://thenewstack.io/reasons-to-opt-for-a-multicloud-strategy)
@@ -163,7 +163,7 @@
 - [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html) The growing complexity of modern software systems is slowly killing software developers. How can you regain control, without losing out on the best these technologies have to offer?
 - [enter.co: Estos son los 10 lenguajes de programación más populares en 2021](https://www.enter.co/especiales/dev/herramientas-dev/estos-son-los-10-lenguajes-de-programacion-mas-populares-en-2021)
 - [zesty.co: 10 Cloud Deficiencies You Should Know](https://zesty.co/blog/10-cloud-deficiencies)
-- [weave.works: What is a Kubernetes Cluster? 🌟](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: What is a Kubernetes Cluster? 🌟](https://www.weave.works/blog/kubernetes-cluster)
 - [==techrepublic.com: Enterprises get closer to the app store experience with Kubernetes and GitOps==](https://www.techrepublic.com/article/enterprises-get-closer-to-the-app-store-experience-with-kubernetes-and-gitops)
 - [==theregister.com: How Kubernetes lowers costs and automates IT department work==](https://www.theregister.com/software/2021/12/21/how-kubernetes-lowers-costs-and-automates-it-department-work/1316708) 75% of global companies will have started using container applications in their production environments by 2022.
 - [==redhat.com: Top 8 resources for microservices architecture of 2021==](https://www.redhat.com/en/blog/best-microservices-2021) Reining in complexity, doing things consistently, leveraging standards, and modernizing systems are timeless themes in microservices architecture.
@@ -341,7 +341,7 @@
 
 ## Self service developer platform
 
-- [weave.works: What is a self-service developer platform and why does it matter?](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+- [weave.works: What is a self-service developer platform and why does it matter?](https://www.weave.works/blog/what-is-a-self-service-developer-platform)
 - [==thenewstack.io: What We Learned from Enabling Developer Self-Service==](https://thenewstack.io/what-we-learned-from-enabling-developer-self-service) Let’s simplify the developer experience and scale DevOps workflows without compromising the security of multi-Kubernetes environments.
 
 ## Shift-Left
@@ -381,7 +381,7 @@
   - [NodeJS Best Practices (Spanish Translation)](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) - *(Related to golang topic)*
   - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview) - *(Related to azure topic)*
 
-- [dzone: 7 Microservices Best Practices for Developers 🌟](https://dzone.com/articles/7-microservices-best-practices-for-developers) In this article, we’ll look at some microservices best practices and suggest a few ways to help you design, orchestrate, and secure your microservices architecture.
+- [dzone: 7 Microservices Best Practices for Developers 🌟](https://dzone.com/articles/7-microservices-best-practices-for-developers) we’ll look at some microservices best practices and suggest a few ways to help you design, orchestrate, and secure your microservices architecture.
 - [zdnet.com: Why microservices need event-driven architecture](https://www.zdnet.com/article/when-microservices-need-event-driven-architecture) A call for greater microservice stability and alignment in legacy environments
 - [==simform.com: 10 Microservice Best Practices: The 80/20 Way==](https://www.simform.com/blog/microservice-best-practices) __Microservice architecture brings higher flexibility and ease of development through decoupled services. However, microservice architecture has specific challenges like efficiency, consistency, security, etc. So, here are some of the microservice best practices, along with real-life usage accounts from leading companies.__
 - [thenewstack.io: Monoliths to Microservices: 4 Modernization Best Practices](https://thenewstack.io/monoliths-to-microservices-4-modernization-best-practices-2) When it comes to refactoring monolithic apps into Microservices, most engineering teams have no idea where to start.
@@ -398,7 +398,7 @@
 - [dotnetcurry.com: Microservices Architecture Pattern 🌟](https://www.dotnetcurry.com/microsoft-azure/microservices-architecture)
 - [geeksarray.com: Microservice Architecture Pattern for Architects 🌟](https://geeksarray.com/blog/microservice-architecture-pattern-for-architects)
 - [==developers.redhat.com: 5 design principles for microservices==](https://developers.redhat.com/articles/2022/01/11/5-design-principles-microservices)
-- [==elastisys.com: Principles for Designing and Deploying Scalable Applications on Kubernetes== [ARCHIVED]]( http://web.archive.org/web/20251005184420/https://elastisys.com/designing-and-deploying-scalable-applications-on-kubernetes) In this article, you will find 15 principles for how to design and deploy cloud-native applications on Kubernetes - for scalability, observability, automation & security.
+- [==elastisys.com: Principles for Designing and Deploying Scalable Applications on Kubernetes== [ARCHIVED]]( http://web.archive.org/web/20251005184420/https://elastisys.com/designing-and-deploying-scalable-applications-on-kubernetes) you will find 15 principles for how to design and deploy cloud-native applications on Kubernetes - for scalability, observability, automation & security.
 - [simform.com: Microservices Design Principles: Do We Really Know It Well Enough? 🌟](https://www.simform.com/blog/microservices-design-principles) We are all well aware of microservices architecture, but do we know about its basic design principles and tenants that determine its implementation success? Read to find out more!
 - [javarevisited.blogspot.com: Top 10 Microservices Design Patterns and Principles - Examples](https://javarevisited.blogspot.com/2021/09/microservices-design-patterns-principles.html)
     1. Database per Microservice
@@ -414,14 +414,14 @@
 
 - [medium.com/@sandeepsharmaster: Design your Cloud Microservices Apps the DDD way (Hexagonal Architecture)](https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-hexagonal-architecture-769696494c0)
 - [medium.com/@denhox: Sharing Data Between Microservices](https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208)
-- [medium.com/@maneesha649nirman: Design Patterns For Microservices](https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d215f5) Design patterns are very important to any development architecture. In this article, I am going to discuss a few design patterns which are most important for microservices.
+- [medium.com/@maneesha649nirman: Design Patterns For Microservices](https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d215f5) Design patterns are very important to any development architecture. I am going to discuss a few design patterns which are most important for microservices.
 - [==medium.com/@vinciabhinav7: Microservices Communication Architecture Patterns== 🌟](https://medium.com/@vinciabhinav7/microservices-communication-architecture-patterns-a8e77e614c2c)
 - [==medium.com/javarevisited: Top 10 Microservices Design Principles and Best Practices for Experienced Developers== 🌟](https://medium.com/javarevisited/10-microservices-design-principles-every-developer-should-know-44f2f69e960f) Designing Microservices for your organization? Follow these design principle to create a robust and scalable Microservices
 
 ### CQRS Pattern
 
 - [medium.com/@mbarkin.narin: Problem Solving Strategies for Microservice Architecture Part III](https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-architecture-part-iii-c15830151890) Distributed Complex Query in Multiple Services
-- [linkedin.com/pulse: Command and Query Responsibility Segregation (CQRS): Optimizing Hybrid Cloud Strategies](https://www.linkedin.com/top-content/career)
+- [linkedin.com/pulse: Command and Query Responsibility Segregation (CQRS): Optimizing Hybrid Cloud Strategies](https://www.linkedin.com/top-content/?trk=article_not_found)
 - [blog.bitsrc.io: Implementing a Microservices Application with CQRS (Command Query Responsibiltiy Segregation)](https://blog.bitsrc.io/implementing-microservices-with-cqrs-2cecb0b09c66) Building scalable microservices using Java and CQRS
 
 ## Microservices Anti Patterns
@@ -552,7 +552,7 @@
 
 ## Domain Driven Design DDD
 
-- [==dzone: The Concept of Domain-Driven Design Explained==](https://dzone.com/articles/the-concept-of-domain-driven-design-explained) In this article, we define the core concepts around domain-driven design, explain them, and highlight the advantages and downsides of the approach.
+- [==dzone: The Concept of Domain-Driven Design Explained==](https://dzone.com/articles/the-concept-of-domain-driven-design-explained) we define the core concepts around domain-driven design, explain them, and highlight the advantages and downsides of the approach.
     - Using microservices means creating applications from loosely coupling services. The application consists of several small services, each representing a separate business goal. They can be developed and easily maintained individually, after what they are joint in a complex application.
     - __Microservices is an architecture design model with a specific bounded context, configuration, and dependencies. These result from the architectural principles of the domain-driven design and DevOps. Domain-driven design is the idea of solving problems of the organization through code.__
     - __The business goal is important to the business users, with a clear interface and functions. This way, the microservice can run independently from other microservices. Moreover, the team can also work on it independently, which is, in fact, the point of the microservice architecture.__
@@ -586,13 +586,13 @@
 
 	<center markdown="1">
 
-	[![microservices infographic](images/microservices-infographic.png)](https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745)
+	[![microservices infographic](images/microservices-infographic.png)](https://www.weave.works/)
 
 	[![you dont need kubenetes](images/you_dont_need_kubernetes.jpg)](https://x.com/a_sykim)
 
 	[![sw consumers](images/softwareconsumers-1.png)](https://thenewstack.io/operators-and-sidecars-are-the-new-model-for-software-delivery)
 
-	[![Openshift SaaS VS Kubernetes SaaS](images/openshift-vs-kubernetes-saas.png)](https://proteon.com/2018/10/18/openshift-in-a-world-of-kubernetes-as-a-service)
+	[![Openshift SaaS VS Kubernetes SaaS](images/openshift-vs-kubernetes-saas.png)](https://firelay.com)
 
 	[![Openshift VS Kubernetes](images/openshift_vs_kubernetes.jpeg)](https://www.linkedin.com/feed/update/urn:li:activity:6459657167300583424)
 

docs/istio.md

@@ -98,16 +98,16 @@ IstioMesh, PrometheusIO, Flux v2 & Flagger.
     - How are the sidecar injections done in Istio?
     - How does the sidecar proxy do transparent traffic hijacking?
     - How is the traffic routed upstream?
-- [blog.getambassador.io: Kubernetes Canary Testing and Release with Istio](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=816ffb457b0d) In this article, you'll learn about Canary testing in Kubernetes and how Istio can help perform seamless Canary upgrades
+- [blog.getambassador.io: Kubernetes Canary Testing and Release with Istio](https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=816ffb457b0d) you'll learn about Canary testing in Kubernetes and how Istio can help perform seamless Canary upgrades
 - [medium.com/globant: Istio JWT Authentication & Authorization at the edge](https://medium.com/globant/istio-jwt-authentication-authorization-at-the-edge-b35b612acd97) This article covers:
     - What is a JWT, and why should you care?
     - Dissecting Istio's JWT edge authentication & authorization
     - How to build an external authz service for Istio
 - [medium.com/codex: Egress Traffic Control for Nginx Ingress Controller with Istio Proxy Sidecar](https://medium.com/codex/egress-traffic-control-for-nginx-ingress-controller-with-istio-proxy-sidecar-ef8f19902b43)
-- [medium.com/marionete: How to expose Kubernetes services to external traffic using Istio Gateway](https://medium.com/marionete/how-to-expose-kubernetes-services-to-external-traffic-using-istio-gateway-1a1e6ebd8805) In this article, you'll walk through the necessary configurations to expose services inside a Service Mesh to external traffic. The first scenario covers an HTTP endpoint, while the second examines the HTTPS configurations.
+- [medium.com/marionete: How to expose Kubernetes services to external traffic using Istio Gateway](https://medium.com/marionete/how-to-expose-kubernetes-services-to-external-traffic-using-istio-gateway-1a1e6ebd8805) you'll walk through the necessary configurations to expose services inside a Service Mesh to external traffic. The first scenario covers an HTTP endpoint, while the second examines the HTTPS configurations.
 - [natarajsundar.medium.com: Istio service mesh, a start to finish tutorial with Side Car architecture and an analysis + comparison of the Ambient mesh architecture](https://natarajsundar.medium.com/istio-service-mesh-a-start-to-finish-tutorial-with-side-car-architecture-and-an-analysis-d70a255ea41d) In this blog post, you will find an end-to-end tutorial on how to get Istio up and running in your Kubernetes cluster. You will also discuss the Istio Ambient Mesh.
 - [alexandrev.medium.com: How To Enable Sticky Session on Your Kubernetes Workloads using Istio? 🌟](https://alexandrev.medium.com/how-to-enable-sticky-session-on-your-kubernetes-workloads-using-istio-e789014a6acd)
-- [medium.com/@wessel__: Istio with Authentik: securing your cluster and providing authentication and authorization](https://medium.com/@wessel__/istio-with-authentik-securing-your-cluster-and-providing-authentication-and-authorization-b5e48b331920) In this article, you will learn how to manage user access to individual apps deployed in your cluster using Istio and Authentik
+- [medium.com/@wessel__: Istio with Authentik: securing your cluster and providing authentication and authorization](https://medium.com/@wessel__/istio-with-authentik-securing-your-cluster-and-providing-authentication-and-authorization-b5e48b331920) how to manage user access to individual apps deployed in your cluster using Istio and Authentik
 - [medium.com/@hammadsaif061: Simplifying Microservices Management with Kubernetes and Service Mesh](https://medium.com/@hammadsaif061/simplifying-microservices-management-with-kubernetes-and-service-mesh-de458ce566f1)
 - [==itnext.io: Taffic Shaping - Kubernetes & Istio== | Daniele Polencic](https://itnext.io/traffic-shaping-with-kubernetes-and-istio-7e44fbfca200) How can you roll out an app only to a subset of your users in Kubernetes? Let's explore Canary Releases with Istio, Kiali and the Gateway API!
 - [medium.com/@lupass93: Zero Trust Architecture on Kubernetes with Istio Service Mesh](https://medium.com/@lupass93/zero-trust-architecture-on-kubernetes-with-istio-service-mesh-eade6c5a3c53) This article will show how to implement a Zero Trust Architecture on Kubernetes with Istio:
@@ -150,7 +150,7 @@ IstioMesh, PrometheusIO, Flux v2 & Flagger.
 - [hackernoon.com: A Guide to Deploying Jaeger on Kubernetes in Production](https://hackernoon.com/a-guide-to-deploying-jaeger-on-kubernetes-in-production-0p2n3tub)
 - [hackernoon.com: How To Use OpenTelemetry And Jaeger To Implement Distributed Tracing And APM](https://hackernoon.com/how-to-use-opentelemetry-and-jaeger-to-implement-distributed-tracing-and-apm-jcx34fi)
 - [faun.pub: A beginner’s guide to Jaeger](https://faun.pub/a-beginners-guide-to-jaeger-ed75ce5ed8f4) Welcome to A beginner’s guide to Jaeger (5 Part Series)
-- [infracloud.io: Linking Traces with Continuous Profiling using Pyroscope](https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope) The future of observability lies in distributed tracing with continuous profiling. In this article, you will learn how you can link traces with continuous profiling using Pyroscope and Jaeger.
+- [infracloud.io: Linking Traces with Continuous Profiling using Pyroscope](https://www.infracloud.io/blogs/linking-traces-continuous-profiling-pyroscope) The future of observability lies in distributed tracing with continuous profiling. how you can link traces with continuous profiling using Pyroscope and Jaeger.
 
 ## Envoy micro proxy
 

docs/java-and-java-performance-optimization.md

@@ -32,7 +32,7 @@
 - [Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1) How to use 7 JVM arguments to help increase your application's performance and avoid common memory pitfalls.
 - [developers.redhat.com: Get started with JDK Flight Recorder in OpenJDK 8u 🌟](https://developers.redhat.com/blog/2020/08/25/get-started-with-jdk-flight-recorder-in-openjdk-8u) Deploy JDK Flight Recorder with JDK Mission Control, a new monitoring and profiling tool that exposes a high level of information without adding a tax on the runtime system
 - [blog.heaphero.io: HeapHero - Java & Android Heap Dump Analyzer](https://blog.heaphero.io)
-- [blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟](https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump) Java Virtual Machine (JVM) generates 3 critical #artifacts that are useful for optimizing the performance and troubleshooting production problems. Those artifacts & their differences are explained in this PDF.
+- [blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟](https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump) Java Virtual Machine (JVM) generates 3 critical #artifacts that are useful for optimizing the performance and troubleshooting production problems. Those artifacts & their differences are explained in this PDF.
 - [developers.redhat.com: Shenandoah garbage collection in OpenJDK 16: Concurrent reference processing](https://developers.redhat.com/articles/2021/05/20/shenandoah-garbage-collection-openjdk-16-concurrent-reference-processing)
 - [developers.redhat.com: JDK Flight Recorder support for GraalVM Native Image: The journey so far 🌟](https://developers.redhat.com/articles/2021/07/23/jdk-flight-recorder-support-graalvm-native-image-journey-so-far)
 - [OpenHFT/Java-Thread-Affinity](https://github.com/OpenHFT/Java-Thread-Affinity) Bind a java thread to a given core. A library that lets you pin the threads of your Java application to specific CPU cores. Looks like an interesting part of the performance engineering toolbox, e.g. helping to reduce the number of cache misses.
@@ -49,9 +49,9 @@
 
 - [medium: How to reduce your JVM app memory footprint in Docker and Kubernetes 🌟](https://medium.com/wix-engineering/how-to-reduce-your-jvm-app-memory-footprint-in-docker-and-kubernetes-d6e030d21298)
 - [tech.olx.com: Improving JVM Warm-up on Kubernetes 🌟](https://tech.olx.com/improving-jvm-warm-up-on-kubernetes-1b27dd8ecd58) Vikas Kumar explains why you should not run your Java applications with a fixed quota of a single CPU core. Instead, use Burstable QoS to allow for increased CPU usage during start-up.
-- [dzone: Best Practices: Java Memory Arguments for Containers 🌟](https://dzone.com/articles/best-practices-java-memory-arguments-for-container) In this article, we will discuss the possible JVM arguments that can be used to specify the Java heap size and the best option to choose.
-- [medium.com/@anurag2397: Tuning JVM containers for better CPU and memory utilisation in K8s environment](https://medium.com/@anurag2397/solving-javas-core-problems-around-memory-and-cpu-4d0c97748c43) In this article, you'll discuss JVM warmup issues, high heap memory utilisation and how those affect Java apps deployed in Kubernetes. You'll then learn how to work around them.
-- [danoncoding.com: Tricky Kubernetes memory management for Java applications 🌟](https://danoncoding.com/tricky-kubernetes-memory-management-for-java-applications-d2f88dd4e9f6) Running Java applications in a container environment requires an understanding of both — JVM memory mechanics and Kubernetes memory management. In this article, you will discuss the settings and optimizations necessary to run Java apps in Kubernetes.
+- [dzone: Best Practices: Java Memory Arguments for Containers 🌟](https://dzone.com/articles/best-practices-java-memory-arguments-for-container) we will discuss the possible JVM arguments that can be used to specify the Java heap size and the best option to choose.
+- [medium.com/@anurag2397: Tuning JVM containers for better CPU and memory utilisation in K8s environment](https://medium.com/@anurag2397/solving-javas-core-problems-around-memory-and-cpu-4d0c97748c43) you'll discuss JVM warmup issues, high heap memory utilisation and how those affect Java apps deployed in Kubernetes. You'll then learn how to work around them.
+- [danoncoding.com: Tricky Kubernetes memory management for Java applications 🌟](https://danoncoding.com/tricky-kubernetes-memory-management-for-java-applications-d2f88dd4e9f6) Running Java applications in a container environment requires an understanding of both — JVM memory mechanics and Kubernetes memory management. you will discuss the settings and optimizations necessary to run Java apps in Kubernetes.
 - [medium.com/nordnet-tech: Setting Java Heap Size Inside a Docker Container](https://medium.com/nordnet-tech/setting-java-heap-size-inside-a-docker-container-b5a4d06d2f46)
 - [danoncoding.com: Tricky Kubernetes memory management for Java applications 🌟](https://danoncoding.com/tricky-kubernetes-memory-management-for-java-applications-d2f88dd4e9f6) How to use the Kubernetes memory requests and limits in combination with JVM Heap and stay out of trouble.
 - [medium.com/@sharprazor.app: Memory settings for Java process running in Kubernetes pod](https://medium.com/@sharprazor.app/memory-settings-for-java-process-running-in-kubernetes-pod-1e608a5d2a64) Managing the memory usage of a Java process running in a Kubernetes pod is more challenging than one might expect. Even with proper JVM memory configurations, OOMKilled issues can still arise and you wonder why.
@@ -71,14 +71,16 @@
 
 Metric|Details / Reference
 :---|:---
-GC Throughput|**Repeated Full GC happens way before OutOfMemoryError**<br/> [ref1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)<br/>[ref2](https://blog.gceasy.io/2019/03/13/micrometrics-to-forecast-application-performance)
+GC Throughput|**Repeated Full GC happens way before OutOfMemoryError**<br/> [ref1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)<br/>[ref2](https://blog.gceasy.io/micrometrics-to-forecast-application-performance)
+etc|N/A
 
 ### Common JVM Errors
 
 JVM Error|Details / Reference
 :----|:----
-OutOfMemoryError|**Repeated Full GC happens way before OutOfMemoryError** <br/> [ref1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)<br/>[ref2](https://blog.gceasy.io/2019/03/13/micrometrics-to-forecast-application-performance)
-StackOverflowError|[ref](https://blog.fastthread.io/2018/09/24/stackoverflowerror)
+OutOfMemoryError|**Repeated Full GC happens way before OutOfMemoryError** <br/> [ref1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)<br/>[ref2](https://blog.gceasy.io/micrometrics-to-forecast-application-performance)
+StackOverflowError|[ref](https://blog.fastthread.io/stackoverflowerror)
+etc|N/A
 
 ### Tuning Jenkins GC
 
@@ -124,7 +126,7 @@ StackOverflowError|[ref](https://blog.fastthread.io/2018/09/24/stackoverflowerro
 - [PermGen eliminado](http://www.infoq.com/articles/Java-PERMGEN-Removed)
 - [On heap vs off heap memory usage](http://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html)
 - [How Garbage Collection differs in the three big JVMs](http://apmblog.dynatrace.com/2011/05/11/how-garbage-collection-differs-in-the-three-big-jvms)
-- [DZone: Understanding the Java Memory Model and Garbage Collection 🌟](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag) In this article we will try to understand the Java memory model and how garbage collection works. In this article I have used JDK8 Oracle Hot Spot 64 bit JVM. First let me depict the different memory areas available for Java processes.
+- [DZone: Understanding the Java Memory Model and Garbage Collection 🌟](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag)we will try to understand the Java memory model and how garbage collection works.I have used JDK8 Oracle Hot Spot 64 bit JVM. First let me depict the different memory areas available for Java processes.
 - [DZone: Memory Leaks and Java Code](https://dzone.com/articles/memory-leak-andjava-code) When you aren't using objects, but they aren't touched by GC, a memory leak happens. Here are six ways memory leaks happen to look for and avoid.
 - [javarevisited.blogspot.com: How Garbage Collection works in Java? Explained (2011)](https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html)
 
@@ -176,7 +178,7 @@ En cualquier caso hay una tendencia al Heap-Offloading. El consumo de memoria en
 <center markdown="1">
 
 <div class="container">
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/NpUYrnBQ59fyV6" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/feuteston/jvm-internals-2015corkdevio" title="JVM Internals (2015)" target="_blank">JVM Internals (2015)</a> </strong> from <strong><a href="//www.slideshare.net/feuteston" target="_blank">Luiz Fernando Teston</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/NpUYrnBQ59fyV6" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/feuteston/jvm-internals-2015corkdevio" title="JVM Internals (2015)" target="_blank">JVM Internals (2015)</a> </strong> from <strong><a href="/www.slideshare.net/feuteston" target="_blank">Luiz Fernando Teston</a></strong> </div>
 </div>
 
 </center>

docs/java_frameworks.md

@@ -133,6 +133,7 @@ Java Programming Model|Technology|Cloud Native (microservices)|Platform
 [Spring Cloud (Spring)](https://spring.io/projects/spring-cloud)|Backend (RESTful)|Yes|OpenShift, Kubernetes, etc
 [Quarkus](https://quarkus.io)|Backend (RESTful)|Yes|OpenShift, Kubernetes, etc
 [Thorntail](https://thorntail.io)|Backend (RESTful)|Yes|OpenShift, Kubernetes, etc
+etc|N/A|N/A|N/A
 
 - [dev.to: 5 Best Java Frameworks to Learn in 2022 for Microservices and Cloud Native Development](https://dev.to/javinpaul/5-best-java-frameworks-to-learn-in-2022-for-microservices-and-cloud-native-development-4732)
 
@@ -345,7 +346,7 @@ optimizing Enterprise Java for the microservices architecture.
 ## Spring Boot VS MicroProfile
 
 - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli)
-- [ibm.com: Java Microservices with MicroProfile – RESTful APIs and Dependency Injection. For microservices-based Java apps, knowing how to create REST APIs is an essential skill. Eclipse MicroProfile makes it easier](https://www.ibm.com/think/insights/migrate-java-microservices-from-spring-to-microprofile-p2) Spring Boot or MicroProfile for Java microservices apps? Choose the path of least resistance. The Spring Boot and MicroProfile frameworks have many of the same goals (i.e., you can do everything in MicroProfile that you can do in Spring Boot). Both of them are built on top of the same core APIs; even though there are differences in some of the APIs, the work they do is similar.
+- [ibm.com: Java Microservices with MicroProfile – RESTful APIs and Dependency Injection. For microservices-based Java apps, knowing how to create REST APIs is an essential skill. Eclipse MicroProfile makes it easier](https://www.ibm.com/think/cloud) Spring Boot or MicroProfile for Java microservices apps? Choose the path of least resistance. The Spring Boot and MicroProfile frameworks have many of the same goals (i.e., you can do everything in MicroProfile that you can do in Spring Boot). Both of them are built on top of the same core APIs; even though there are differences in some of the APIs, the work they do is similar.
 
 ## Quarkus vs Spring Boot
 

docs/javascript.md

@@ -33,7 +33,7 @@
 
 ## Learning javascript by @Madisonkanna
 
-1. Variables + Scoping: [Declaring JavaScript Variables: var, let and const](https://scotch.io/courses/10-need-to-know-javascript-concepts/declaring-javascript-variables-var-let-and-const)
+1. Variables + Scoping: [Declaring JavaScript Variables: var, let and const](https://www.digitalocean.com/community)
 2. Types: [Understanding Data Types in JavaScript](https://www.digitalocean.com/community/tutorials/understanding-data-types-in-javascript)
 3. Objects, functions & arrays: [Intro to Web Dev V2](https://btholt.github.io/intro-to-web-dev-v2/intro)
 4. The DOM: [What exactly is the DOM?!](https://dev.to/karaluton/what-exactly-is-the-dom-jhg)

docs/jenkins-alternatives.md

@@ -121,7 +121,7 @@
 ### Azure DevOps
 
 - [Azure DevOps](https://azure.microsoft.com/en-us/products/devops)
-- [k21academy.com: Azure pipelines VS Jenkins](https://k21academy.com/microsoft-azure/az-400/azure-pipelines-vs-jenkins)
+- [k21academy.com: Azure pipelines VS Jenkins](https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins)
 
 ### ShuttleOps
 
@@ -245,7 +245,7 @@
 
 <center markdown="1">
 
-<script async class="speakerdeck-embed" data-id="4792e3bc2f474efb8589d231314091e8" data-ratio="1.77777777777778" src="//speakerdeck.com/assets/embed.js"></script>
+<script async class="speakerdeck-embed" data-id="4792e3bc2f474efb8589d231314091e8" data-ratio="1.77777777777778" src="/speakerdeck.com/assets/embed.js"></script>
 
 </center>
 </details>

docs/jenkins.md

@@ -101,7 +101,7 @@
 - [jenkins.io: Easily reuse Tekton and Jenkins X from Jenkins 🌟](https://www.jenkins.io/blog/2021/04/21/tekton-plugin) Jenkins can now be used to automate Tekton pipelines too which helps teams digitally transform to more cloud native solutions for their CI and CD. In such a case, you can use Tekton pipeline engine while getting all benefits from Jenkins as an orchestrator, user interface and the reporting engine. The Tekton Client plugin for Jenkins lets you easily use Jenkins to automate creating and running Tekton pipelines. It bridges the Kubernetes learning gap and allows invoking Tekton Pipelines and resources through Jenkins. This allows users to not have much of the Kubernetes specific knowledge beforehand and work. Its a single Jenkins plugin to install - so it’s easy to use.
 - [harness.io: What is Pipeline as Code, and How Can You Leverage It?](https://www.harness.io/blog)
 - [lambdatest.com: How To Set Jenkins Pipeline Environment Variables? 🌟](https://www.testmuai.com/blog/set-jenkins-pipeline-environment-variables-list)
-- [slideshare.net: Jeff Geerling - Jenkins or: How I learned to stop worrying and love automation 🌟](https://www.slideshare.net/slideshow/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation/90281025) Configuring Jenkins like a pro. Use authorization strategies in jenkinsci unless you want to have Remote Code Execution as a Service! There are many plugins like Matrix Auth, Role Strategy and Folder Auth. Vendors like CloudBees also provide security engines in their products.
+- [slideshare.net: Jeff Geerling - Jenkins or: How I learned to stop worrying and love automation 🌟](https://www.slideshare.net/geerlingguy/jenkins-or-how-i-learned-to-stop-worrying-and-love-automation) Configuring Jenkins like a pro. Use authorization strategies in jenkinsci unless you want to have Remote Code Execution as a Service! There are many plugins like Matrix Auth, Role Strategy and Folder Auth. Vendors like CloudBees also provide security engines in their products.
 - [youtube - CloudBeesTV: How to Run a Shell Script in Jenkins Pipeline 🌟](https://www.youtube.com/watch?v=mbeQWBNaNKQ&ab_channel=CloudBeesTV)
 - [opensource.com: Make Jenkins logs pretty](https://opensource.com/article/21/5/jenkins-logs) Jenkins' default logs can be hard to read, but they don't have to be.
 - [medium: Dynamic and reactive parameterization in Jenkins pipelines using HTML, Groovy, and Bash 🌟](https://medium.com/globant/dynamic-and-reactive-parameterization-in-jenkins-pipelines-using-html-groovy-and-bash-27b031fcd69b) - [Jenkins Plugin: Active Choices 🌟](https://plugins.jenkins.io/uno-choice) The Active Choices plugin is used in parametrized freestyle Jenkins jobs to create scripted, dynamic and interactive job parameters. Active Choices parameters can be dynamically updated and can be rendered as combo-boxes, check-boxes, radio-buttons or rich HTML UI widgets.
@@ -148,7 +148,7 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 - [==youtube: Tech World with Nana - Jenkins Tutorial for Beginners==](https://www.youtube.com/playlist?list=PLy7NrYWoggjw_LIiDK1LXdNN82uYuuuiC)
 - [==camunda.com: How We Overcame Long-Running Job Limitations in Jenkins Declarative Pipelines==](https://camunda.com/blog/2022/02/how-we-overcame-long-running-job-limitations-in-jenkins-declarative-pipelines)
 - [==aws.amazon.com: Jenkins high availability and disaster recovery on AWS== 🌟](https://aws.amazon.com/blogs/devops/jenkins-high-availability-and-disaster-recovery-on-aws)
-- [blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents On GKE](https://blog.searce.com/jenkins-distributed-cluster-using-dynamic-build-agents-on-gke-e2262a59dcb3) In this article, you'll learn how to build a distributed Jenkins cluster on GKE and autoscale the Jenkins agents to process more jobs.
+- [blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents On GKE](https://blog.searce.com/jenkins-distributed-cluster-using-dynamic-build-agents-on-gke-e2262a59dcb3) you'll learn how to build a distributed Jenkins cluster on GKE and autoscale the Jenkins agents to process more jobs.
 - [fosstechnix.com: How to Validate Jenkinsfile using Visual Studio Code](https://www.fosstechnix.com/validate-jenkinsfile-using-visual-studio-code)
 - [freecodecamp.org: Learn Jenkins by Building a CI/CD Pipeline 🌟](https://www.freecodecamp.org/news/learn-jenkins-by-building-a-ci-cd-pipeline)
 - [medium.com/ni-tech-talk: Creating Customized Kubernetes Pod Templates using Groovy in Jenkins Pipeline 🌟](https://medium.com/ni-tech-talk/creating-customized-kubernetes-pod-templates-using-groovy-in-jenkins-pipeline-7007f023a585)
@@ -195,7 +195,7 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 
 - [Pipeline as Code](https://www.manning.com/books/pipeline-as-code) Continuous Delivery with Jenkins, Kubernetes, and Terraform
 - [riptutorial.com: Learning Jenkins](https://riptutorial.com/ebook/jenkins)
-- [cloudbees.com: Jenkins Pipeline with Plugins](https://www.cloudbees.com/resource/whitepaper/jenkins-pipeline-plugins) Jenkins is one of the preeminent automation tools. Jenkins is extensible by design, via plugins. Plugins are what give Jenkins its great flexibility for automating a wide range of processes on diverse platforms. Jenkins Pipeline builds on that flexibility and rich plugin ecosystem while enabling Jenkins users to write their Jenkins software pipelines as code. This technical guide will show a number of common use cases for plugins with Jenkins Pipeline.
+- [cloudbees.com: Jenkins Pipeline with Plugins](https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins) Jenkins is one of the preeminent automation tools. Jenkins is extensible by design, via plugins. Plugins are what give Jenkins its great flexibility for automating a wide range of processes on diverse platforms. Jenkins Pipeline builds on that flexibility and rich plugin ecosystem while enabling Jenkins users to write their Jenkins software pipelines as code. This technical guide will show a number of common use cases for plugins with Jenkins Pipeline.
 
 ## Jenkins on Kubernetes
 
@@ -362,7 +362,7 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 
     <center markdown="1">
 
-    <script async class="speakerdeck-embed" data-id="c8dea2f5571a4067868401e4316382af" data-ratio="1.77777777777778" src="//speakerdeck.com/assets/embed.js"></script>
+    <script async class="speakerdeck-embed" data-id="c8dea2f5571a4067868401e4316382af" data-ratio="1.77777777777778" src="/speakerdeck.com/assets/embed.js"></script>
 
     </center>
 
@@ -390,7 +390,7 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 ### Jenkins Job Builder
 
 - [jenkins-job-builder.readthedocs.io 🌟](https://jenkins-job-builder.readthedocs.io/en/latest) Jenkins Job Builder takes simple descriptions of Jenkins jobs in YAML or JSON format and uses them to configure Jenkins. You can keep your job descriptions in human readable text format in a version control system to make changes and auditing easier. It also has a flexible template system, so creating many similarly configured jobs is easy.
-- [docs.openstack.org: Jenkins Job Builder](https://jenkins-job-builder.readthedocs.io/en/latest/en/latest)
+- [docs.openstack.org: Jenkins Job Builder](https://docs.openstack.org/infra/jenkins-job-builder/index.html)
 - [faun.pub: Automate Jenkins Pipelines management with Jenkins Job Builder 🌟](https://faun.pub/automate-jenkins-pipelines-management-6e771b5890f) - [demo code](https://github.com/mysticrenji/jenkins-cicd-pipelines)
 
 ## Jenkins Template Engine JTE
@@ -674,7 +674,7 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 
 ### CloudBees Rollout and Feature Flags
 
-- [CloudBees Rollout 🌟](https://id.cloudbees.com/u/login/identifier?state=hKFo2SBoUmhWb3d4WEs0dkFkRGhTbnk0andSSjZMVFNJUzdOZ6Fur3VuaXZlcnNhbC1sb2dpbqN0aWTZIDB0NTY2d1FJaW9FTmxwNkFwNXFWbzNYajZfalZmelRjo2NpZNkgTXJPWHU5R0Y5NTAwT1NnWElTUkxEU0xsTU9UZ0JEd0Q)
+- [CloudBees Rollout 🌟](https://id.cloudbees.com/u/login/identifier?state=hKFo2SB2NUdUVW1UWDZFZWZwcVJ1R2ZiSnBMQ0dxUXRESkFpX6Fur3VuaXZlcnNhbC1sb2dpbqN0aWTZIGYwU3NiYWJGbFQzQm1qLUhnQ2JER0ZlRmxJRFE3dEZjo2NpZNkgTXJPWHU5R0Y5NTAwT1NnWElTUkxEU0xsTU9UZ0JEd0Q)
 - [rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native App in 5 minutes](https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes)
 - [How to Disable Code: The Developer's Production Kill Switch 🌟](https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch)
 
@@ -682,7 +682,7 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 
 - [CloudBees Releases Another Industry First: Feature Flagging for On-Premise Use 🌟](https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-first-feature-flagging-premise-use)
     - SAN JOSE, CA. – May 5, 2020 – CloudBees, Inc., the enterprise software delivery company, today announced a new release of CloudBees Feature Flags that enables developers to manage production deployments of new functionality in a controlled manner with an on-premise feature manager. The new offering strengthens CloudBees’ leadership in the continuous integration/continuous delivery (CI/CD) space by extending users’ ability to leverage feature flag technology in both on-premise and cloud environments. CloudBees Feature Flags is from the company and application formerly known as Rollout, [acquired last year by CloudBees](https://www.previous.cloudbees.com/press/cloudbees-acquires-rollout-adding-feature-flag-system).
-    - Feature flags have emerged as popular tools for deploying new features with the added advantage of enabling risk-free experimentation and fast results. As organizations enhance applications with rich new capabilities, many use feature flags to preview features for select audiences, with the ability to pull them back quickly if the functionality is not successful. [In a recent survey](https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf), 97% of respondents say that it is important for their organization to implement new application features quickly, yet 65% say it is difficult for their organization to do so safely. CloudBees Feature Flags enables developers to easily release new features with confidence, reduce risk in doing so and manage large numbers of feature flags at scale.
+    - Feature flags have emerged as popular tools for deploying new features with the added advantage of enabling risk-free experimentation and fast results. As organizations enhance applications with rich new capabilities, many use feature flags to preview features for select audiences, with the ability to pull them back quickly if the functionality is not successful. [In a recent survey](https://www.cloudbees.com/capabilities/feature-management), 97% of respondents say that it is important for their organization to implement new application features quickly, yet 65% say it is difficult for their organization to do so safely. CloudBees Feature Flags enables developers to easily release new features with confidence, reduce risk in doing so and manage large numbers of feature flags at scale.
     - “Very soon, all features will be released behind a feature flag. It’s a natural evolution in continuous delivery. CloudBees has led the way in feature flag technology, making it a core part of our overall offering,” said Sacha Labourey, CEO and co-founder, CloudBees. “With this release, we are providing the same functionality for on-premise environments that previously had only been available as a cloud-based service. We are committed to the ongoing integration, automation and governance of feature flags within the software delivery lifecycle and giving users choice in selecting the best environment for their project – on-premise or cloud.”
     - CloudBees Feature Flags integrates with the company’s deep CI/CD capabilities, giving organizations the most comprehensive feature management capabilities in the software development life cycle (SDLC). The ability to use feature flagging in an on-premise environment also opens up new avenues for usage in industries, such as government, finance, pharmaceuticals, utilities and healthcare, where there can be a mix of on-premise and cloud environments.
     - “We recognize that many companies are realizing the benefits of feature flags,” said Moritz Plassnig, senior vice president and general manager, Software Delivery Management and Software Delivery Automation Cloud at CloudBees. “By flagging features, they no longer have to sacrifice innovation to lower risk. We felt that it was critical to offer this technology to any company working in on-premise or hybrid environments.”

docs/jvm-parameters-matrix-table.md

@@ -5,7 +5,7 @@
 |-XX:+UseZGC | Yes (JDK 11+) | Z GC : Better Garbage Collector Algorithm than G1 or Shenandoah. JDK 11+ required.<br/> The Z Garbage Collector, also known as ZGC, is a scalable low latency garbage collector designed to meet the following goals:<br/> · Pause times do not exceed 10ms (*)<br/> · Pause times do not increase with the heap or live-set size<br/> · Handle heaps ranging from a 8MB to 16TB in size<br/> At a glance, ZGC is:<br/> · Concurrent<br/> · Region-based<br/> · Compacting<br/> · NUMA-aware<br/> · Using colored pointers<br/> · Using load barriers<br/> At its core, ZGC is a concurrent garbage collector, meaning all heavy lifting work is done while Java threads continue to execute. This greatly limits the impact garbage collection will have on your application's response time.<br/> 7 JVM Arguments of Highly Effective Applications<br/> [https://wiki.openjdk.org/spaces/zgc/pages/34668579/Main](https://wiki.openjdk.org/spaces/zgc/pages/34668579/Main) |
 |-XshowSettings:vm | Yes | This is a priceless feature to display all the settings of the JVM, together with -XX:+PrintCommandLineFlags it can show a world of hidden stuff.<br/> [http://www.javamonamour.org/2018/11/java-showsettings.html](http://www.javamonamour.org/2018/11/java-showsettings.html) |
 |-XX:+UseStringDeduplication | Yes | [https://www.baeldung.com/jvm-garbage-collectors](https://www.baeldung.com/jvm-garbage-collectors) |
-|-XX:+HeapDumpOnOutOfMemoryError<br/> -XX:HeapDumpPath | Yes | When running a JVM in a docker container it is probably wise to use the HeapDumpOnOutOfMemoryError option so if you ever run out of memmory the jvm will write a dump of the heap to disk.<br/> [https://www.merikan.com/2019/04/jvm-in-a-container](https://www.merikan.com/2019/04/jvm-in-a-container)<br/> [https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1) |
+|-XX:+HeapDumpOnOutOfMemoryError<br/> -XX:HeapDumpPath | Yes | When running a JVM in a docker container it is probably wise to use the HeapDumpOnOutOfMemoryError option so if you ever run out of memmory the jvm will write a dump of the heap to disk.<br/> [https://www.merikan.com/2019/04/jvm-in-a-container/](https://www.merikan.com/2019/04/jvm-in-a-container)<br/> [https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1) |
 |-Xss | Test | Increase the thread’s stack size limit by passing the -Xss argument.<br/> [https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)<br/> Each application will have tens, hundreds, thousands of threads. Each thread will have its own stack. Each one of them consumes memory. <br/>If their consumption goes beyond a certain limit, then a StackOverflowError is thrown. More details about StackOverflowError and solutions to resolve it can be found in this article.<br/> Linux 64-bit JVM Default thread stack size = 1024k<br/> -Xss2m : This will set the thread's stack size to 2mb |
 |-Dsun.net.client.defaultConnectTimeout<br/>-Dsun.net.client.defaultReadTimeout | Yes | [https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1) |
 |-Duser.timeZone | Yes | [https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1) |

docs/keptn.md

@@ -54,7 +54,7 @@
 
 	<center markdown="1">
 
-	<script async class="speakerdeck-embed" data-id="0aed9437839247ffb5f6af817b90773b" data-ratio="1.77777777777778" src="//speakerdeck.com/assets/embed.js"></script>
+	<script async class="speakerdeck-embed" data-id="0aed9437839247ffb5f6af817b90773b" data-ratio="1.77777777777778" src="/speakerdeck.com/assets/embed.js"></script>
 
 	</center>
 

docs/kubectl-commands.md

@@ -27,7 +27,7 @@
 - [medium: Ready-to-use commands and tips for kubectl](https://medium.com/flant-com/kubectl-commands-and-tips-7b33de0c5476)
 - [medium: Be fast with Kubectl 1.19 CKAD/CKA 🌟](https://medium.com/faun/be-fast-with-kubectl-1-18-ckad-cka-31be00acc443) Collection of the fastest ways to create k8s resources using kubectl ≥ 1.18
 - [developers.redhat.com: Kubectl: Developer tips for the Kubernetes command line 🌟](https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line)
-- [ibm.com: 8 Kubernetes Tips and Tricks 🌟](https://www.ibm.com/think/insights/8-kubernetes-tips-and-tricks) Most of the tips given below are using kubectl, a powerful command-line tool that allows you to execute commands against Kubernetes clusters.
+- [ibm.com: 8 Kubernetes Tips and Tricks 🌟](https://www.ibm.com/think/cloud) Most of the tips given below are using kubectl, a powerful command-line tool that allows you to execute commands against Kubernetes clusters.
     - Set default namespaces
     - Helpful aliases to save time
     - YAML editing with vi
@@ -60,7 +60,7 @@
 - [medium.com/codex: Kubectl Output 101](https://medium.com/codex/kubectl-output-101-851f8e61fd51) Cheatsheet & examples of using kubectl get -o
 - [medium.com/geekculture: kubectl — Best Practices](https://medium.com/geekculture/kubectl-best-practices-c4ff809167dd)
 - [==learnitguide.net: How to Create ConfigMap from Properties File Using K8s Client==](https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html)
-- [shardul.dev: Most Useful kubectl Plugins](https://shardul.dev/most-useful-kubectl-plugins) In this article, you will have a look at the following kubectl plugins:
+- [shardul.dev: Most Useful kubectl Plugins](https://shardul.dev/most-useful-kubectl-plugins) you will have a look at the following kubectl plugins:
     - neat
     - view-secret
     - access-matrix
@@ -95,7 +95,7 @@
 
 - [Kubectl Autocomplete](https://kubernetes.io/docs/reference/kubectl/quick-reference)
 - [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3)
-- [Kubernetes productivity tips and tricks 🌟](https://www.theodo.com/expertise/cloud)
+- [Kubernetes productivity tips and tricks 🌟](https://www.theodo.com/en-fr/blog)
 - [complete-alias](https://github.com/cykerway/complete-alias) Automagical shell alias completion.
 
 ```bash
@@ -113,7 +113,7 @@ complete -F __start_kubectl k
 ## kubectl exec
   - [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command) - *(Related to kubernetes-tools topic)*
 
-- [itnext.io: Connect to containers using Kubectl Exec](https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03) In this article, we will look at the kubectl exec command to show how to get a shell into a running container in your Kubernetes (K8S) cluster, and how to run individual commands on a container with some useful examples.
+- [itnext.io: Connect to containers using Kubectl Exec](https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03) the kubectl exec command to show how to get a shell into a running container in your Kubernetes (K8S) cluster, and how to run individual commands on a container with some useful examples.
 - [goteleport.com: kubectl exec vs SSH](https://goteleport.com/blog/ssh-vs-kubectl) This article compares `kubectl exec` and SSH and discusses their strengths and weaknesses
 
 ## kubectl scale
@@ -158,7 +158,7 @@ kubectl get secret <secret-name> --namespace=<source> -o yaml | sed ‘s/names
 
 ## Buildkit CLI for kubectl a drop in replacement for docker build
 
-- [container-registry.com: Lifting Developers’ Productivity 🌟](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl) With BuildKit CLI for kubectl a drop in replacement for docker build. In this post, you will learn how to build container images with BuildKit CLI for kubectl (a replacement for the `docker build` command)
+- [container-registry.com: Lifting Developers’ Productivity 🌟](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl) With BuildKit CLI for kubectl a drop in replacement for docker build. how to build container images with BuildKit CLI for kubectl (a replacement for the `docker build` command)
 - [vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)](https://github.com/vmware-archive/buildkit-cli-for-kubectl) BuildKit CLI for kubectl is a tool for building container images with your Kubernetes cluster.
 
 ## Kubectl Alternatives
@@ -168,7 +168,7 @@ kubectl get secret <secret-name> --namespace=<source> -o yaml | sed ‘s/names
 
 ### Manage Kubernetes (K8s) objects with Ansible Kubernetes Module
 
-- [Manage Kubernetes (K8s) objects](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html)
+- [Manage Kubernetes (K8s) objects](https://docs.ansible.com/collections.html)
 - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)
 
 ### Jenkins Kubernetes Plugins

docs/kubernetes-autoscaling.md

@@ -36,16 +36,16 @@
     - Instead, with microservices, we have numerous options for scaling. For instance, we can independently fine-tune the performance of small parts of our system to eliminate bottlenecks and achieve the right mix of performance outcomes.
 - [cloud.ibm.com: Tutorial - Scalable webapp 🌟](https://cloud.ibm.com/docs/solution-tutorials?topic=solution-tutorials-scalable-webapp-kubernetes)
 - [medmouine/Kubernetes-autoscaling-poster: Kubernetes autoscaling poster [PDF] 🌟](https://github.com/medmouine/Kubernetes-autoscaling-poster/blob/main/k8s-auto-scaling-poster.pdf)
-- [medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb](https://medium.com/airbnb-engineering/dynamic-kubernetes-cluster-scaling-at-airbnb-d79ae3afa132) In this post, you'll learn about how Airbnb dynamically size their clusters using the Kubernetes Cluster Autoscaler, and highlight the functionality they've contributed to the sig-autoscaling community
+- [medium.com/airbnb-engineering: Dynamic Kubernetes Cluster Scaling at Airbnb](https://medium.com/airbnb-engineering/dynamic-kubernetes-cluster-scaling-at-airbnb-d79ae3afa132) you'll learn about how Airbnb dynamically size their clusters using the Kubernetes Cluster Autoscaler, and highlight the functionality they've contributed to the sig-autoscaling community
 - [chaitu-kopparthi.medium.com: Scaling Kubernetes workloads using custom Prometheus metrics](https://chaitu-kopparthi.medium.com/scaling-kubernetes-workloads-using-custom-prometheus-metrics-1eb64b23919e)
-- [medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application metrics — part 1](https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-application-metrics-part-1-a509256b64ff) In this article, you will find a case study on auto scaling long-running jobs in Kubernetes using external metrics from Kafka and the application itself.
+- [medium.com/@niklas.uhrberg: Auto scaling in Kubernetes using Kafka and application metrics — part 1](https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-application-metrics-part-1-a509256b64ff) you will find a case study on auto scaling long-running jobs in Kubernetes using external metrics from Kafka and the application itself.
 - [openai.com: Scaling Kubernetes to 7,500 Nodes](https://openai.com/blog/scaling-kubernetes-to-7500-nodes)
 - [thinksys.com: Understanding Kubernetes Autoscaling](https://thinksys.com/devops/kubernetes-autoscaling) Types of Kubernetes Autoscaling:
     - Horizontal Pod Autoscaler (HPA)
     - Vertical Pod Autoscaler (VPA)
     - Cluster Autoscaler
 - [medium.com/mindboard: What is Autoscaling in Kubernetes?](https://medium.com/mindboard/what-is-autoscaling-in-kubernetes-109c7b5d321) Autoscaling is useful feature in Kubernetes that helps you to automatically adjust the number & resource consumption of pods in your deployment to meet the changing needs of your app.
-- [clickittech.com: Kubernetes Autoscaling: How to use the Kubernetes Autoscaler](https://www.clickittech.com/devops/kubernetes-autoscaling) In this tutorial, you'll install and test three different autoscaler on EKS:
+- [clickittech.com: Kubernetes Autoscaling: How to use the Kubernetes Autoscaler](https://www.clickittech.com/devops/kubernetes-autoscaling) you'll install and test three different autoscaler on EKS:
     - Horizontal Pod Autoscaler
     - Vertical Pod Autoscaler
     - Cluster Autoscaler
@@ -53,7 +53,7 @@
 ## Cluster Autoscaler Kubernetes Tool
 
 - [github.com/kubernetes: **Kubernetes Cluster Autoscaler**](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler)
-- [Kubernetes Autoscaling in Production: Best Practices for **Cluster Autoscaler, HPA and VPA**](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics) In this article we will take a deep dive into Kubernetes autoscaling tools including the cluster autoscaler, the horizontal pod autoscaler and the vertical pod autoscaler. We will also identify best practices that developers, DevOps and Kubernetes administrators should follow when configuring these tools.
+- [Kubernetes Autoscaling in Production: Best Practices for **Cluster Autoscaler, HPA and VPA**](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)we will take a deep dive into Kubernetes autoscaling tools including the cluster autoscaler, the horizontal pod autoscaler and the vertical pod autoscaler. We will also identify best practices that developers, DevOps and Kubernetes administrators should follow when configuring these tools.
 - [gitconnected.com: Kubernetes Autoscaling 101: Cluster Autoscaler, Horizontal Pod Autoscaler, and Vertical Pod Autoscaler](https://levelup.gitconnected.com/kubernetes-autoscaling-101-cluster-autoscaler-horizontal-pod-autoscaler-and-vertical-pod-2a441d9ad231)
 - [packet.com: Kubernetes Cluster Autoscaler](https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet)
 - [itnext.io: Kubernetes Cluster Autoscaler: More than scaling out](https://itnext.io/kubernetes-cluster-autoscaler-more-than-scaling-out-7b2d97f10b27)
@@ -100,7 +100,7 @@
 - [czakozoltan08.medium.com: Stupid Simple Scalability](https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6)
 - [sysdig.com: Trigger a Kubernetes HPA with Prometheus metrics](https://www.sysdig.com/blog/kubernetes-hpa-prometheus) Using Keda to query #prometheus in order to automatically create a Kubernetes HPA
 - [cloudnatively.com: Understanding Horizontal Pod Autoscaling](https://www.cloudnatively.com/kubernetes-hpa-explanation)
-- [blog.px.dev: Horizontal Pod Autoscaling with Custom Metrics in Kubernetes 🌟](https://blog.px.dev/autoscaling-custom-k8s-metric) In this post, you'll learn how to autoscale your Kubernetes deployment using custom application metrics (i.e. HTTP requests/second)
+- [blog.px.dev: Horizontal Pod Autoscaling with Custom Metrics in Kubernetes 🌟](https://blog.px.dev/autoscaling-custom-k8s-metric) you'll learn how to autoscale your Kubernetes deployment using custom application metrics (i.e. HTTP requests/second)
 - [awstip.com: Kubernetes HPA](https://awstip.com/kubernetes-hpa-8b7cf54f115) HPA, the short form Horizontal pod autoscaling, is nothing but a piece of software that dynamically scales the pods based on thresholds like CPU, Memory, HTTP requests (custom metrics).
 - [medium.com/@CloudifyOps: Setting up a Horizontal Pod Autoscaler for Kubernetes cluster](https://medium.com/@CloudifyOps/setting-up-a-horizontal-pod-autoscaler-for-kubernetes-cluster-a7d3cf3be7)
 - [betterprogramming.pub: Advanced Features of Kubernetes’ Horizontal Pod Autoscaler](https://betterprogramming.pub/advanced-features-of-kubernetes-horizontal-pod-autoscaler-536ebd7893ad) Kubernetes’ Horizontal Pod Autoscaler has features you probably don’t know about. Here’s how to use them to your advantage.
@@ -110,21 +110,21 @@
 - [faun.pub: Scaling Your Application Using Kubernetes - Harness | Pavan Belagatti](https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6)
 - [dnastacio.medium.com: Infinite scaling with containers and Kubernetes](https://dnastacio.medium.com/kubernetes-resources-1a1fa1e72dcf) The article starts with a recap of Kubernetes resource management and its core concepts of requests and limits. Then it discusses those static limits in the realm of pod autoscalers, such as HPA, VPA, and KPA.
 - [medium.com/@badawekoo: Scaling in Kubernetes _What, Why and How?](https://medium.com/@badawekoo/scaling-in-kubernetes-what-why-and-how-d120e99be071)
-- [pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to determine when to scale by percent](https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-determine-when-to-scale-97643d808997) In this article, you will learn how the Horizontal Pod Autoscaler uses requests (and not limits) when computing the target utilization percentage to scale pods
+- [pauldally.medium.com: HorizontalPodAutoscaler uses request (not limit) to determine when to scale by percent](https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-determine-when-to-scale-97643d808997) how the Horizontal Pod Autoscaler uses requests (and not limits) when computing the target utilization percentage to scale pods
 - [dev.to: Scaling Your Application With Kubernetes | Pavan Belagatti](https://dev.to/pavanbelagatti/scaling-your-application-with-kubernetes-5715)
 - [github.com/jthomperoo: Predictive Horizontal Pod Autoscaler](https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler) Horizontal Pod Autoscaler built with predictive abilities using statistical models. Predictive Horizontal Pod Autoscalers (PHPAs) are Horizontal Pod Autoscalers (HPAs) with extra predictive capabilities baked in, allowing you to apply statistical models to the results of HPA calculations to make proactive scaling decisions.
 - [==thenewstack.io: K8s Resource Management: An Autoscaling Cheat Sheet== 🌟](https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet) A concise but comprehensive guide to using and managing horizontal and vertical autoscaling in the Kubernetes environment.
 - [waswani.medium.com: Autoscaling Pods in Kubernetes](https://waswani.medium.com/autoscaling-pods-in-kubernetes-37d05000c41) If you are hosting your workload in a cloud environment, and your traffic pattern is fluctuating in nature (think unpredictable), you need a mechanism to automatically scale out (and off-course scale in) your workload to ensure the service is able to perform as per defined Service Level Objective (SLO), without impacting the User Experience. This semantic is referred to as Autoscaling, to be very precise Horizontal Scaling.
 - [mckornfield.medium.com: Working with HPAs in Kubernetes](https://mckornfield.medium.com/working-with-hpas-in-kubernetes-ced39263b596) How to make your Kubernetes workloads scale with a few simple steps
 - [code.egym.de: Vertical Pod Autoscaler in Kubernetes](https://code.egym.de/vertical-pod-autoscaler-in-kubernetes-b12a5c61393f) Learn how to use Vertical Pod Autoscaler (VPA) to vertically scale services in Kubernetes automatically based on resource metrics.
-- [faun.pub: Intelligently estimating your Kubernetes resource needs!](https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75ea3138) In this tutorial, you will learn how to use the Vertical Pod Autoscaler and Goldilocks to guess the correct requests and limits for your Pods
+- [faun.pub: Intelligently estimating your Kubernetes resource needs!](https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75ea3138) how to use the Vertical Pod Autoscaler and Goldilocks to guess the correct requests and limits for your Pods
 - [itnext.io: Kubernetes: vertical Pods scaling with Vertical Pod Autoscaler](https://itnext.io/kubernetes-vertical-pods-scaling-with-vertical-pod-autoscaler-e2e5a3b8e1a9)
 - [medium.com/@adityadhopade18: Mastering K8s Event Driven AutoScaling](https://medium.com/@adityadhopade18/mastering-k8s-event-driven-autoscaling-cd1b9df78903)
 
 ### Kubernetes Scale to Zero
 
 - [dzone: Scale to Zero With Kubernetes with KEDA and/or Knative](https://dzone.com/articles/scale-to-zero-with-kubernetes) This article reviews how Kubernetes provides the platform capabilities for dynamic deployment, scaling, and management in Cloud-native applications.
-- [==dev.to/danielepolencic: Request-based autoscaling in Kubernetes: scaling to zero==](https://dev.to/danielepolencic/request-based-autoscaling-in-kubernetes-scaling-to-zero-2i73) - [linode.com: Scaling Kubernetes to Zero (And Back)](https://www.linode.com/blog/kubernetes/scaling-kubernetes-to-zero-and-back) **In this article, you will learn how to monitor the HTTP requests to your apps in Kubernetes and define autoscaling rules to increase and decrease replicas for your workloads.**
+- [==dev.to/danielepolencic: Request-based autoscaling in Kubernetes: scaling to zero==](https://dev.to/danielepolencic/request-based-autoscaling-in-kubernetes-scaling-to-zero-2i73) - [linode.com: Scaling Kubernetes to Zero (And Back)](https://www.linode.com/blog/kubernetes/scaling-kubernetes-to-zero-and-back) **how to monitor the HTTP requests to your apps in Kubernetes and define autoscaling rules to increase and decrease replicas for your workloads.**
 
 ## Cluster Autoscaler and Helm
 
@@ -136,8 +136,8 @@
 - [medium.com/backstagewitharchitects: How Autoscaling Works in Kubernetes? Why You Need To Start Using KEDA?](https://medium.com/backstagewitharchitects/how-autoscaling-works-in-kubernetes-why-you-need-to-start-using-keda-b601b483d355)
 - [partlycloudy.blog: Horizontal Autoscaling in Kubernetes #3 – KEDA](https://partlycloudy.blog/2020/05/29/horizontal-autoscaling-in-kubernetes-3-keda)
 - [thenewstack.io: CNCF KEDA 2.0 Scales up Event-Driven Programming on Kubernetes](https://thenewstack.io/microsoft-keda-2-0-scales-up-event-driven-programming-on-kubernetes)
-- [blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request — Prometheus, KEDA, and K6](https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3) In this article, you will learn how autoscale pods with KEDA, Prometheus and the metrics from the ingress-nginx. You will use k6 to generate the load and observe the pod count increase as more requests are handled by the ingress controller.
-- [medium.com/@toonvandeuren: Kubernetes Scaling: The Event Driven Approach - KEDA](https://medium.com/@toonvandeuren/kubernetes-scaling-the-event-driven-approach-bdd58ded4e3f) In this article, you'll discuss two different approaches to automatic scaling of your apps within a Kubernetes cluster: the Horizontal Pod Autoscaler and the Kubernetes Event-Driven Autoscaler (KEDA) - [youtube: Application Autoscaling Made Easy With Kubernetes Event-Driven Autoscaling (KEDA)](https://www.youtube.com/watch?v=c5t1y9V8HWc)
+- [blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request — Prometheus, KEDA, and K6](https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3) how autoscale pods with KEDA, Prometheus and the metrics from the ingress-nginx. You will use k6 to generate the load and observe the pod count increase as more requests are handled by the ingress controller.
+- [medium.com/@toonvandeuren: Kubernetes Scaling: The Event Driven Approach - KEDA](https://medium.com/@toonvandeuren/kubernetes-scaling-the-event-driven-approach-bdd58ded4e3f) you'll discuss two different approaches to automatic scaling of your apps within a Kubernetes cluster: the Horizontal Pod Autoscaler and the Kubernetes Event-Driven Autoscaler (KEDA) - [youtube: Application Autoscaling Made Easy With Kubernetes Event-Driven Autoscaling (KEDA)](https://www.youtube.com/watch?v=c5t1y9V8HWc)
 - [Dzone: Autoscaling Your Kubernetes Microservice with KEDA](https://dzone.com/articles/autoscaling-your-kubernetes-microservice-with-keda) Introduction to KEDA—event-driven autoscaler for Kubernetes, Apache Camel, and ActiveMQ Artemis—and how to use it to scale a Java microservice on Kubernetes.
 - [tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA 🌟](https://tomd.xyz/kubernetes-event-driven-keda) Can we develop apps in Kubernetes that autoscale based on events? Perhaps, with this example using KEDA, ActiveMQ and Apache Camel.
 - [faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed)](https://faun.pub/keda-ec9fc7c8dd81)
@@ -146,7 +146,7 @@
 - [levelup.gitconnected.com: Scale your Apps using KEDA in Kubernetes](https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f2142ecc20)
 - [blog.devops.dev: KEDA: Autoscaling Kubernetes apps using Prometheus](https://blog.devops.dev/keda-autoscaling-kubernetes-apps-using-prometheus-da037fe572cf)
 - [purushothamkdr453.medium.com: Event driven autoscaling in kubernetes using KEDA](https://purushothamkdr453.medium.com/event-driven-autoscaling-in-kubernetes-using-keda-a0c16a383619)
-- [medium.com/@rtaplamaci: Horizontal Scaling on Kubernetes Clusters Based on AWS CloudWatch Metrics with KEDA](https://medium.com/@rtaplamaci/horizontal-scaling-on-kubernetes-clusters-based-on-aws-cloudwatch-metrics-with-keda-7c9e0e3ba5f) In this article, you will learn how to use KEDA to horizontally scale the workloads running in a Kubernetes cluster based on the custom metrics exposed via AWS CloudWatch
+- [medium.com/@rtaplamaci: Horizontal Scaling on Kubernetes Clusters Based on AWS CloudWatch Metrics with KEDA](https://medium.com/@rtaplamaci/horizontal-scaling-on-kubernetes-clusters-based-on-aws-cloudwatch-metrics-with-keda-7c9e0e3ba5f) how to use KEDA to horizontally scale the workloads running in a Kubernetes cluster based on the custom metrics exposed via AWS CloudWatch
 - [medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven Autoscaling (KEDA)](https://medium.com/@hirushanonline/dynamic-scaling-with-kubernetes-event-driven-autoscaling-keda-caaa15096e1c)
 - [kedify.io: Prometheus and Kubernetes Horizontal Pod Autoscaler don’t talk, KEDA does](https://www.kedify.io/resources/blog/prometheus-and-kubernetes-horizontal-pod-autoscaler-dont-talk-keda-does)
 - [github.com/kedacore/keda/issues/2214](https://github.com/kedacore/keda/issues/2214) Scaler for Amazon managed service for Prometheus

docs/kubernetes-backup-migrations.md

@@ -44,8 +44,8 @@
 - [medium.com/@amitabhprasad: Kubernetes volume backup for disaster recovery](https://medium.com/@amitabhprasad/kubernetes-volume-backup-for-disaster-recovery-56a5facee7fe)
 - [thenewstack.io: K8s Backup and Disaster Recovery Is More Important Than Ever](https://thenewstack.io/k8s-backup-and-disaster-recovery-is-more-important-than-ever) Here are some considerations of a successful Kubernetes data protection strategy.
 - [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) Kubernetes v1.25 introduced Container Checkpointing API as an alpha feature. This provides a way to backup-and-restore containers running in Pods, without ever stopping them. This feature is primarily aimed at forensic analysis, but general backup-and-restore is something any Kubernetes user can take advantage of. So, let's take a look at this brand-new feature and see how we can enable it in our clusters and leverage it for backup-and-restore or forensic analysis.
-- [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) Kubernetes v1.25 introduced Container Checkpointing API — a way to backup-and-restore containers running in Pods, without stopping them. In this article, you'll take a look at it and learn how to leverage it for backup-and-restore or forensic analysis.
-- [blog.palark.com: Kubernetes snapshots: What are they and how to use them? 🌟](https://palark.com/blog/kubernetes-snaphots-usage) With snapshots, you can make more efficient use of your storage solution by creating consistent backups and cloning volumes. In this article, you will find an introduction to snapshots in Kubernetes and an overview of typical use cases.
+- [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing API](https://martinheinz.dev/blog/85) Kubernetes v1.25 introduced Container Checkpointing API — a way to backup-and-restore containers running in Pods, without stopping them. you'll take a look at it and learn how to leverage it for backup-and-restore or forensic analysis.
+- [blog.palark.com: Kubernetes snapshots: What are they and how to use them? 🌟](https://palark.com/blog/kubernetes-snaphots-usage) With snapshots, you can make more efficient use of your storage solution by creating consistent backups and cloning volumes. you will find an introduction to snapshots in Kubernetes and an overview of typical use cases.
 
 ## ETCD Backup
 
@@ -63,12 +63,12 @@
 
 - [Trillio](http://trilio.io)
 - [TrillioVault for Kubernetes](https://www.trilio.io/triliovault-for-kubernetes)
-- [redhat.com: OpenShift Backup and Cluster failover with Triliovault 🌟](https://www.redhat.com/es/about/videos/openshift-backup-and-cluster-failover-triliovault)
+- [redhat.com: OpenShift Backup and Cluster failover with Triliovault 🌟](https://www.redhat.com/es/blog)
 
 ## Backup with Kasten K10
 
 - [Kasten](https://www.veeam.com/products/cloud/kubernetes-data-protection.html)
-- [redhat.com: OpenShift Backup and Recovery with Kasten K10](https://www.redhat.com/en/about/videos/openshift-backup-and-recovery-kasten-k10)
+- [redhat.com: OpenShift Backup and Recovery with Kasten K10](https://www.redhat.com/es/blog)
 - [blog.kasten.io: Extending Kubernetes Application Backup and Mobility to the Edge with Kasten K10 V4.5](https://blog.kasten.io/posts/extending-kubernetes-application-backup-and-mobility-to-the-edge-with-kasten-k10-v4.5)
 - [thenewstack.io: Kasten K10 V4.5: Grafana Observability, More Edge Support](https://thenewstack.io/kasten-k10-v4-5-grafana-observability-more-edge-support)
 - [faun.pub: Kasten K10 on KubeSphere to Ensure Kubernetes Backup and Restore](https://faun.pub/kasten-k10-on-kubesphere-to-ensure-kubernetes-backup-and-restore-1bc59a0b91aa)
@@ -82,7 +82,7 @@
 - [cloud.redhat.com: Velero Backup and Restore of an Application Using gp2 StorageClass on ROSA](https://www.redhat.com/en/blog/velero-backup-and-restore-of-an-application-using-gp2-storageclass-on-rosa)
 - [medium.com/@firat.yasar: Backup & Restore Kubernetes resources with VELERO](https://medium.com/@firat.yasar/backup-restore-kubernetes-resources-with-velero-b7fee14e7664)
 - [skildops.medium.com: Backup an entire Kubernetes cluster using Velero to AWS S3](https://skildops.medium.com/backup-an-entire-kubernetes-cluster-using-velero-to-aws-s3-73d76d51d4bc) Maintaining backup is always rewarding. Learn how to backup and restore an entire K8s cluster in this detailed article
-- [blog.devgenius.io: Backup, Restore and Migrate Kubernetes Cluster resources using Velero](https://blog.devgenius.io/backup-restore-and-migrate-kubernetes-cluster-resources-using-velero-a9b6997e4b54) In this tutorial, you'll learn how to take a backup of resources running in a Kubernetes cluster and migrate them to another cluster using Velero
+- [blog.devgenius.io: Backup, Restore and Migrate Kubernetes Cluster resources using Velero](https://blog.devgenius.io/backup-restore-and-migrate-kubernetes-cluster-resources-using-velero-a9b6997e4b54) you'll learn how to take a backup of resources running in a Kubernetes cluster and migrate them to another cluster using Velero
 
 ## Backup with Portworx PX-Backup
 
@@ -102,7 +102,7 @@
 - [github.com/konveyor/crane: Crane 2.0 🌟](https://github.com/migtools/crane) Crane 2, a tool for rehosting cloud workloads for Kubernetes.
     - [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor) Migrating workloads across clusters, from one k8s distro to another, will be the focus of open-source tool Crane 2.0. (A tool that's part of the Konveyor community.)
 - [kubebyexample.com: Migrating to Kubernetes with Open Source Tools (Konveyor, Tackle, KubeVirt, Forklift) 🌟](https://kubebyexample.com/community/blog/migrating-to-kubernetes-with-open-source-tools) **KubeByExample's newest learning path applies open source tools to help you rehost, replatform, and refractor your applications to Kubernetes.**
-- [slideshare.net: Migrating Java JBoss EAP Applications to Kubernetes With S2I](https://www.slideshare.net/slideshow/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i/250619399)
+- [slideshare.net: Migrating Java JBoss EAP Applications to Kubernetes With S2I](https://www.slideshare.net/KonveyorIO/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i)
     - Despite the incredible pace of adoption of container orchestration platforms, the vast majority of EAP workloads are still running on VMs or bare metal. In a lot of cases enterprise operation teams are mandated to modernize and move these workloads to the cloud, and containerization and migration to Kubernetes is the natural destination. When talking about this migration path, we're often asked questions like:
         - What's involved?
         - How easy is it to move these workloads?
@@ -124,7 +124,7 @@
 
 ## Books
 
-- [kasten.io: Kubernetes Backup & Recovery For Dummies (Free e-book)](https://www.veeam.com/products/cloud/kubernetes-data-protection.html/kubernetes/resources/books/kubernetes-backup-and-dr-for-dummies)
+- [kasten.io: Kubernetes Backup & Recovery For Dummies (Free e-book)](https://go.veeam.com/kubernetes-backup-recovery-for-dummies)
 
 ## Slides
 
@@ -133,7 +133,7 @@
 
 <center markdown="1">
 
-<iframe src="//www.slideshare.net/slideshow/embed_code/key/1AC3zrxTauWgCT" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/KonveyorIO/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i" title="Migrating Java JBoss EAP Applications to Kubernetes With S2I" target="_blank">Migrating Java JBoss EAP Applications to Kubernetes With S2I</a> </strong> from <strong><a href="//www.slideshare.net/KonveyorIO" target="_blank">Konveyor Community</a></strong> </div>
+<iframe src="/www.slideshare.net/slideshow/embed_code/key/1AC3zrxTauWgCT" width="595" height="485" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe> <div style="margin-bottom:5px"> <strong> <a href="/www.slideshare.net/KonveyorIO/migrating-java-jboss-eap-applications-to-kubernetes-with-s2i" title="Migrating Java JBoss EAP Applications to Kubernetes With S2I" target="_blank">Migrating Java JBoss EAP Applications to Kubernetes With S2I</a> </strong> from <strong><a href="/www.slideshare.net/KonveyorIO" target="_blank">Konveyor Community</a></strong> </div>
 
 </center>
 </details>

docs/kubernetes-based-devel.md

@@ -27,7 +27,7 @@
     - [itnext.io: How to experiment locally on Kubernetes with minikube and your local Dockerfiles](https://itnext.io/how-to-experiment-locally-on-kubernetes-with-minikube-and-your-local-dockerfiles-48833fcd90c9)
     - [nfrankel.medium.com: Goodbye minikube](https://nfrankel.medium.com/goodbye-minikube-340070edc5af) I’ve been using minikube as my local cluster since I started to learn Kubernetes. But I’ve decided to let it go in favor of kind. Here’s the story.
     - [linux.com: Getting Started With Kubernetes Is Easy With Minikube](https://www.linux.com/audience/devops/getting-started-kubernetes-easy-minikube)
-    - [==faun.pub: Accessing a remote minikube from a local computer==](https://faun.pub/accessing-a-remote-minikube-from-a-local-computer-fd6180dd66dd) Minikube is a lightweight Kubernetes implementation that creates a VM on your local machine. In this article, you will learn how to connect to a remote computer with minikube installed.
+    - [==faun.pub: Accessing a remote minikube from a local computer==](https://faun.pub/accessing-a-remote-minikube-from-a-local-computer-fd6180dd66dd) Minikube is a lightweight Kubernetes implementation that creates a VM on your local machine. how to connect to a remote computer with minikube installed.
     - [==adamtheautomator.com: Jumpstart Kubernetes Locally with this MiniKube Tutorial==](https://adamtheautomator.com/minikube-tutorial) You'll usually find Kubernetes where it makes sense — i.e. in cloud environments. But how do you speed up development for Kubernetes? Could you test deployments locally?
     - [devopscube.com: Kubernetes Minikube Tutorial for Beginners](https://devopscube.com/kubernetes-minikube-tutorial)
 - [**kind**](https://github.com/kubernetes-sigs/kind) Kubernetes IN Docker - local clusters for testing Kubernetes. Kind is a tool for running local Kubernetes clusters using Docker container “nodes”. kind was primarily designed for testing Kubernetes itself, but may be used for local development or CI.
@@ -72,8 +72,8 @@
 - [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers)
     - [rookout.com: Developer Tools for Kubernetes in 2021 – Skaffold, Tilt, and Garden (Part 2)](https://www.dynatrace.com/solutions/observability-for-developers/-part-2) In that previous blog post, I also mentioned another tool – Skaffold. While Skaffold has limited ability to define Kubernetes applications and build and deploy them in CI/CD pipelines, it’s core functionality is creating a development environment for Kubernetes. In this blog post, I’ll discuss the alternative tools of doing just that – spinning up a development environment on Kubernetes. So let’s go into an in-depth comparison of Skaffold, Tilt, and Garden. **I will not be covering Microsoft Draft, as the Github repository appears to be archived and has had no new versions in 2020.**
     - [rookout.com: Developer Tools for Kubernetes in 2021: Lens, VSCode, IntelliJ, & Gitpod (Part 3)](https://www.dynatrace.com/solutions/observability-for-developers/-part-3)
-    - [rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack & Jib (Part 4)](https://www.dynatrace.com/solutions/observability-for-developers)
-    - [rookout.com: Developer Tools for Kubernetes in 2021: Development Machines (Part 5)](https://www.dynatrace.com/solutions/observability-for-developers/-development-machines-part-5)
+    - [rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack & Jib (Part 4)](https://www.dynatrace.com/solutions/observability-for-developers/-part-4)
+    - [rookout.com: Developer Tools for Kubernetes in 2021: Development Machines (Part 5)](https://www.dynatrace.com/solutions/observability-for-developers)
 - [yitaek.medium.com: Useful Tools for Better Kubernetes Development](https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2b9435)
 - [okteto.com: Kubernetes for Developers Blog Series by Okteto](https://www.okteto.com/blog/kubernetes-basics)
 - [docker.com: Kubernetes in Production Environments](https://www.docker.com/blog/dear-moby-2-kubernetes-in-production) What is the best way to develop if my prod environment runs Kubernetes? Using Docker Compose does come with conditions:

docs/kubernetes-client-libraries.md

@@ -28,7 +28,7 @@
 - [kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes](https://github.com/kubernetes-client/go)
 - [kyaml2go (Pronounced as camel2go 🐫) 🌟](https://github.com/PrasadG193/kyaml2go) K8s Go client code generator from Kubernetes resource yamls.
 - [itnext.io: Writing a Kubernetes CLI in Go](https://itnext.io/writing-a-kubernetes-cli-in-go-a3970ad58299)
-- [blog.devgenius.io: Learn Kubernetes Programming — Part 1](https://blog.devgenius.io/learn-kubernetes-programming-part-1-7384e5f3c481) Learn to programmatically talk to the Kubernetes cluster using the Official Client Go Library. In this tutorial, you'll learn how to build a simple CLI that connects to the Kubernetes cluster and displays the server version. In the process, you will learn Go and the client-go package.
+- [blog.devgenius.io: Learn Kubernetes Programming — Part 1](https://blog.devgenius.io/learn-kubernetes-programming-part-1-7384e5f3c481) Learn to programmatically talk to the Kubernetes cluster using the Official Client Go Library. you'll learn how to build a simple CLI that connects to the Kubernetes cluster and displays the server version. In the process, you will learn Go and the client-go package.
 - [iximiuz.com: How To Develop Kubernetes CLIs Like a Pro](https://iximiuz.com/en/posts/kubernetes-api-go-cli) Build You Own kubectl The Simple Way. Learn how to use the http://k8s.io/cli-runtime library to develop Kubernetes CLI tools that behave like and are as potent as the mighty kubectl.
 
 ## Python Client for Kubernetes
@@ -37,7 +37,7 @@
 - [github.com/kubernetes-client/python-base](https://github.com/kubernetes-client/python-base)
 - [==medium.com/@dimitrijevskiv: Monitor Kubernetes pod status from a Jenkins pipeline==](https://medium.com/@dimitrijevskiv/monitor-kubernetes-pod-status-from-a-jenkins-pipeline-e25c744d944d)
 - [blog.devgenius.io: Automate Kubernetes With Python 🌟](https://blog.devgenius.io/automate-kubernetes-with-python-2150c290afe7) The Kubernetes Python module is a very powerful client that allows you to easily automate interactions with a Kubernetes cluster.
-- [martinheinz.dev/blog/73: Automate All the Boring Kubernetes Operations with Python 🌟](https://martinheinz.dev/blog/73) In this article, you will look at how you can leverage the Kubernetes Python Client library to automate any tasks. Examples:
+- [martinheinz.dev/blog/73: Automate All the Boring Kubernetes Operations with Python 🌟](https://martinheinz.dev/blog/73) you will look at how you can leverage the Kubernetes Python Client library to automate any tasks. Examples:
     - Triggering a rollout
     - Scaling a deployment
     - Applying taints

docs/kubernetes-monitoring.md

@@ -52,16 +52,16 @@
 - [betterstack.com: 10 Best Kubernetes Monitoring Tools in 2022 🌟](https://betterstack.com/community/comparisons/kubernetes-monitoring-tools)
 - [medium.com/@kylekhunter: Kubernetes Monitoring with Prometheus](https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694c4)
 - [adamtheautomator.com: Utilizing Grafana & Prometheus Kubernetes Cluster Monitoring 🌟](https://adamtheautomator.com/prometheus-kubernetes) In this guide, you'll learn how to monitor your Kubernetes cluster, viewing internal state metrics with a Prometheus and Grafana dashboard.
-- [grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud](https://grafana.com/blog/2022/07/13/introducing-kubernetes-monitoring-in-grafana-cloud) Kubernetes Monitoring is available to all Grafana Cloud users, including on free tier. Container orchestration to deploy at scale, iterate quickly, and manage a large number of apps and services.
+- [grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud](https://grafana.com/blog/introducing-kubernetes-monitoring-in-grafana-cloud) Kubernetes Monitoring is available to all Grafana Cloud users, including on free tier. Container orchestration to deploy at scale, iterate quickly, and manage a large number of apps and services.
 - [medium.com/@clymeneallen: Best Practices, Monitoring System for Multi-K8s Cluster Environments Using Open Source](https://medium.com/@clymeneallen/best-practices-monitoring-system-for-multi-k8s-cluster-environments-using-open-source-d85544052f37)
 - [medium.com/@magstherdev: OpenTelemetry on Kubernetes 🌟](https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f)
-- [==betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster== 🌟](https://betterprogramming.pub/6-metrics-to-watch-for-on-your-k8s-cluster-76d58f08397f) The most critical Kubernetes metrics to monitor. In this article, you will cover the 6 most critical metrics based on Kubernetes's metadata that form a good baseline for monitoring your workloads and ensuring they're in a healthy state.
+- [==betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster== 🌟](https://betterprogramming.pub/6-metrics-to-watch-for-on-your-k8s-cluster-76d58f08397f) The most critical Kubernetes metrics to monitor. you will cover the 6 most critical metrics based on Kubernetes's metadata that form a good baseline for monitoring your workloads and ensuring they're in a healthy state.
 - [figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus](https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-prometheus-a661a31d7ad8)
 - [medium.com/@isalapiyarisi: Getting Started on Kubernetes observability with eBPF](https://medium.com/@isalapiyarisi/getting-started-on-kubernetes-observability-with-ebpf-88139eb13fb2)
 - [8 Best Kubernetes monitoring tools; Paid & open-source](https://middleware.io/blog/kubernetes-monitoring/tools)
-- [dev.to/mikeyglitz: Proactive Kubernetes Monitoring with Alerting](https://dev.to/mikeyglitz/proactive-kubernetes-monitoring-with-alerting-58en) In this tutorial, you'll learn how to combine Prometheus, Alertmanager, Grafana and Linkerd to deliver timely alerts when a problem occurs in a Kubernetes cluster.
+- [dev.to/mikeyglitz: Proactive Kubernetes Monitoring with Alerting](https://dev.to/mikeyglitz/proactive-kubernetes-monitoring-with-alerting-58en) you'll learn how to combine Prometheus, Alertmanager, Grafana and Linkerd to deliver timely alerts when a problem occurs in a Kubernetes cluster.
 - [isovalent.com: What are the 4 Golden Signals for Monitoring Kubernetes?](https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes)
-- [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/2022/10/20/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes)
+- [grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes](https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes)
 - [medium.com/@HirenDhaduk1: Top Kubernetes Observability Tools and their Usage](https://medium.com/@HirenDhaduk1/top-kubernetes-observability-tools-and-their-usage-e4e8eef8aec3)
 - [milindasenaka96.medium.com: Setup Prometheus and Grafana to Monitor the K8s Cluster](https://milindasenaka96.medium.com/setup-prometheus-and-grafana-to-monitor-the-k8s-cluster-e1d35343d7a9)
 - [blog.fourninecloud.com: Kubernetes monitoring — How to monitor using prometheus?](https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb)
@@ -71,16 +71,16 @@
     - [xgrid.medium.com: Tackling Kubernetes Observability Challenges with Pixie](https://xgrid.medium.com/tackling-kubernetes-observability-challenges-with-pixie-a03cbad93148)
     - [newrelic.com: What Is eBPF and Why Does It Matter for Observability?](https://newrelic.com/blog/observability/what-is-ebpf)
 - [awstip.com: Monitoring Your EKS Cluster with the Power of Prometheus and Grafana through Helm](https://awstip.com/monitoring-your-eks-cluster-with-the-power-of-prometheus-and-grafana-through-helm-%EF%B8%8F-1e8dc1ad5620)
-- [grafana.com: A beginner's guide to Kubernetes application monitoring](https://grafana.com/blog/2023/01/31/a-beginners-guide-to-kubernetes-application-monitoring)
+- [grafana.com: A beginner's guide to Kubernetes application monitoring](https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring)
 - [medium.com/@poseidon.os: Poseidon: A Kubernetes Cluster Visualization & Cost Analysis Tool](https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost-analysis-tool-d0fb55c2858c)
-- [==aws.amazon.com: Using Prometheus to Avoid Disasters with Kubernetes CPU Limits== 🌟](https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits) **In this article, you'll discuss how CPU throttling can affect Kubernetes' node performance, and how to avoid this by setting the right values for limits. The author also suggests using Prometheus as a tool to help set reasonable limits**
+- [==aws.amazon.com: Using Prometheus to Avoid Disasters with Kubernetes CPU Limits== 🌟](https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits) **you'll discuss how CPU throttling can affect Kubernetes' node performance, and how to avoid this by setting the right values for limits. The author also suggests using Prometheus as a tool to help set reasonable limits**
 - [umeey.medium.com: Four Golden Signals Of Monitoring: Site Reliability Engineering (SRE) Metrics](https://umeey.medium.com/four-golden-signals-of-monitoring-site-reliability-engineering-sre-metrics-64031dbe268) Golden Signal Monitoring using FastAPI on k8s
-- [grafana.com: How to optimize resource utilization with Kubernetes Monitoring for Grafana Cloud 🌟](https://grafana.com/blog/2023/03/03/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud) **Overprovisioning or underprovisioning your Kubernetes resources can have significant consequences on both your budget and your app performance.**
-- [medium.com/@lambdaEranga: Monitor Kubernets Services/Endpoints with Prometheus Blackbox Exporter 🌟](https://medium.com/@lambdaEranga/monitor-kubernets-services-endpoints-with-prometheus-blackbox-exporter-a64e062c05d5) In this article, you will discuss monitoring different endpoints/services in a Kubernetes cluster using Prometheus Blackbox Exporter
+- [grafana.com: How to optimize resource utilization with Kubernetes Monitoring for Grafana Cloud 🌟](https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud) **Overprovisioning or underprovisioning your Kubernetes resources can have significant consequences on both your budget and your app performance.**
+- [medium.com/@lambdaEranga: Monitor Kubernets Services/Endpoints with Prometheus Blackbox Exporter 🌟](https://medium.com/@lambdaEranga/monitor-kubernets-services-endpoints-with-prometheus-blackbox-exporter-a64e062c05d5) you will discuss monitoring different endpoints/services in a Kubernetes cluster using Prometheus Blackbox Exporter
 - [samiislam0306.medium.com: Insightful Monitoring of Kubernetes Clusters with Traces](https://samiislam0306.medium.com/insightful-monitoring-of-kubernetes-clusters-with-traces-c7c3b33ed07e) Gain valuable insights into the performance of your Kubernetes cluster with trace monitoring. A guide that helps you optimize your operations for maximum efficiency and productivity.
 - [medium.com/@walissonscd: Monitoring Kubernetes Cluster Resources: Using Top Metrics Commands](https://medium.com/@walissonscd/monitoring-kubernetes-cluster-resources-using-top-metrics-commands-a60408765321)
 - [==blog.devops.dev: Prometheus metrics within Kubernetes — an aerial view== | Joseph Esrig](https://blog.devops.dev/prometheus-metrics-within-kubernetes-an-ariel-view-d1d3b7d75418)
-- [grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator](https://grafana.com/blog/2023/01/19/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator) In this guide, you'll learn how to deploy and use the Prometheus Operator to configure and manage Prometheus instances in your Kubernetes cluster. You'll also discover how to deploy Grafana to help analyze and visualize the health of your clusters.
+- [grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator](https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator) In this guide, you'll learn how to deploy and use the Prometheus Operator to configure and manage Prometheus instances in your Kubernetes cluster. You'll also discover how to deploy Grafana to help analyze and visualize the health of your clusters.
 - [blog.palark.com: Service communication monitoring in Kubernetes with NetFlow](https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow)
 - [betterprogramming.pub: Improve Cluster Monitoring With Network Mapping in Grafana](https://betterprogramming.pub/improve-cluster-monitoring-with-network-mapping-in-grafana-fa8bb479fd47) A deep dive into obtaining network maps and correlating IP with cluster workloads to speed up debugging
 - [betterprogramming.pub: Kubernetes Observability Part 1: Events, Logs, and Integration With Slack, OpenAI, and Grafana](https://betterprogramming.pub/kubernetes-observability-part-1-events-logs-integration-with-slack-openai-and-grafana-62068cf43ec) Build a Kubernetes custom controller to watch Kubernetes Events and forward them to Grafana Loki using Promtail
@@ -90,7 +90,7 @@
 - [kkamalesh117.medium.com: Setting up Prometheus and Grafana Integration on Kubernetes with Helm](https://kkamalesh117.medium.com/setting-up-prometheus-and-grafana-integration-on-kubernetes-with-helm-dfc63823608c)
 - [medium.com/@MetricFire: Monitoring Kubernetes tutorial: Using Grafana and Prometheus](https://medium.com/@MetricFire/monitoring-kubernetes-tutorial-using-grafana-and-prometheus-3239079b138f)
 - [medium.com/globant: Monitoring a multi-cluster Kubernetes Deployment](https://medium.com/globant/monitoring-a-multi-cluster-kubernetes-deployment-9e7a418a06b7) Deploying a high resilience monitoring and observation platform for Kubernetes multi-cluster solutions
-- [medium.com/@martin.hodges: Adding observability to a Kubernetes cluster using Prometheus](https://medium.com/@martin.hodges/adding-observability-to-a-kubernetes-cluster-using-prometheus-c2cba6c0fdaa) Monitoring your services is vital and should be considered as part of your underlying infrastructure for your services. You should put this in place ahead of creating and deploying your services. In this article I look at how to deploy Prometheus provide the observability you need to run your services.
+- [medium.com/@martin.hodges: Adding observability to a Kubernetes cluster using Prometheus](https://medium.com/@martin.hodges/adding-observability-to-a-kubernetes-cluster-using-prometheus-c2cba6c0fdaa) Monitoring your services is vital and should be considered as part of your underlying infrastructure for your services. You should put this in place ahead of creating and deploying your services.I look at how to deploy Prometheus provide the observability you need to run your services.
 - [addozhang.medium.com: Non-intrusive Inject OpenTelemetry Auto-Instrumentation in Kubernetes](https://addozhang.medium.com/non-intrusive-inject-opentelemetry-auto-instrumentation-in-kubernetes-a9dfd49fc714)
 - [medium.com/@abhisman.sarkar: Kubernetes Monitoring: Effective Cluster Tracking with Prometheus](https://medium.com/@abhisman.sarkar/kubernetes-monitoring-effective-cluster-tracking-with-prometheus-b0ed5b3efb32)
 - [==aws.plainenglish.io: Mastering Monitoring: The Complete Guide to Using Prometheus and Grafana with Kubernetes==](https://aws.plainenglish.io/mastering-monitoring-the-complete-guide-to-using-prometheus-and-grafana-with-kubernetes-e53d8306123d)