Merge develop into master for release v2.3.24

fix: correct heading hierarchy in video hub index to fix MD001 lint error
feat: sync V2 elite curated edition and README metrics [skip ci]
2026-09-01 08:07:19 +00:00 · 2026-05-28 11:27:48 +02:00 · 2026-05-28 11:25:50 +02:00 · 2026-05-28 09:25:05 +00:00 · 2026-05-28 09:24:02 +00:00 · 2026-05-28 11:22:41 +02:00
165 changed files with 1154 additions and 990 deletions
@@ -5,6 +5,11 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).

+## [[2.3.23]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.23) - 2026-05-28
+
+### Changed
+- **Quote Card HTML Structure**: Wrapped the clickable `quote-card-link` in a block-level `div` container to prevent the Markdown processor from wrapping the inline `a` link in a paragraph `<p>` tag. This ensures correct HTML parsing and restores the quote card's dynamic hover animations and transitions.
+
 ## [[2.3.22]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.22) - 2026-05-28

 ### Changed
@@ -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 2026-05-27)
+(Stats as of 2026-05-28)

 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
 | **Total Technical Resources (Links)** | **17996+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5597+** |
+| **Total Commits** | **5608+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 <!-- HEART_STATS_END -->

@@ -178,7 +178,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem.
 | 6 | 2023 | 30 | 123 | Maintenance & Refinement |
 | 7 | 2024 | 53 | 218 | Curation Strategy Pivot |
 | 8 | 2025 | 5 | 20 | Stability & Research Phase |
-| 9 | 2026 | 2038 | 8,416 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2049 | 8,462 | **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, 8416]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2038]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 8462]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2049]
 ```
 <!-- ANNUAL_CHART_END -->

@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 2013 | 8,313 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 2024 | 8,359 | **Agentic Inception (Gemini Era)** |
 <!-- MONTHLY_SURGE_END -->

 ### 2.4. Content Distribution and Semantic Clustering
@@ -2,7 +2,7 @@ import re
 import yaml
 import os

-# Map category IDs to outline border colors
+# Map category IDs to outline border colors (V2 only)
 COLOR_MAP = {
    "ai_advanced_tech": "#8b5cf6",                  # Purple
    "cloud_providers": "#3b82f6",                   # Blue
@@ -13,7 +13,149 @@ COLOR_MAP = {
    "learning_influencers_communities": "#64748b"   # Slate Gray
 }

-def build_mosaic_markdown(yaml_path):
+ORIGINAL_V1_ORDER = [
+    {'title': 'docker videos', 'url': 'https://www.youtube.com/c/DockerIo'},
+    {'title': 'cncf videos', 'url': 'https://www.youtube.com/c/cloudnativefdn'},
+    {'title': 'kubernetes logo', 'url': 'https://www.youtube.com/kubernetescommunity'},
+    {'title': 'redhat videos', 'url': 'https://www.youtube.com/c/redhat'},
+    {'title': 'openshift videos', 'url': 'https://www.youtube.com/c/OpenShift'},
+    {'title': 'rancher logo', 'url': 'https://www.youtube.com/c/Rancher'},
+    {'title': 'cloudbees videos', 'url': 'https://www.youtube.com/c/CloudBeesTV'},
+    {'title': 'jenkins videos', 'url': 'https://www.youtube.com/c/jenkinscicd'},
+    {'title': 'jenkins-x videos', 'url': 'https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg'},
+    {'title': 'spinnaker videos', 'url': 'https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg'},
+    {'title': 'vmware tanzu logo', 'url': 'https://www.youtube.com/c/VMwareTanzu'},
+    {'title': 'ibm cloud videos', 'url': 'https://www.youtube.com/c/IBMTechnology'},
+    {'title': 'aws videos', 'url': 'https://www.youtube.com/c/amazonwebservices'},
+    {'title': 'gcp videos', 'url': 'https://www.youtube.com/user/googlecloudplatform'},
+    {'title': 'azure videos', 'url': 'https://www.youtube.com/c/MicrosoftAzure'},
+    {'title': 'oraclecloud videos', 'url': 'https://www.youtube.com/c/OracleCloudInfrastructure'},
+    {'title': 'digitalocean videos', 'url': 'https://www.youtube.com/c/Digitalocean'},
+    {'title': 'cloudflare', 'url': 'https://www.youtube.com/cloudflare'},
+    {'title': 'scaleway cloud', 'url': 'https://www.youtube.com/c/Scaleway-Cloud'},
+    {'title': 'openstack', 'url': 'https://www.youtube.com/c/OpenStackFoundation'},
+    {'title': 'harhicorp videos', 'url': 'https://www.youtube.com/c/HashiCorp'},
+    {'title': 'pulumi videos', 'url': 'https://www.youtube.com/c/PulumiTV'},
+    {'title': 'dzone videos', 'url': 'https://www.youtube.com/c/dzone'},
+    {'title': 'prometheus videos', 'url': 'https://www.youtube.com/c/PrometheusIo'},
+    {'title': 'grafana videos', 'url': 'https://www.youtube.com/c/Grafana'},
+    {'title': 'istio videos', 'url': 'https://www.youtube.com/c/Istio'},
+    {'title': 'elastic videos', 'url': 'https://www.youtube.com/c/Elastic'},
+    {'title': 'dynatrace videos', 'url': 'https://www.youtube.com/c/dynatrace'},
+    {'title': 'appdynamics videos', 'url': 'https://www.youtube.com/c/appdynamics'},
+    {'title': 'newrelic videos', 'url': 'https://www.youtube.com/c/NewRelicInc'},
+    {'title': 'tigera calico', 'url': 'https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw'},
+    {'title': 'weavecloud', 'url': 'https://www.youtube.com/c/WeaveWorksInc'},
+    {'title': 'lambdatest', 'url': 'https://www.youtube.com/c/LambdaTest'},
+    {'title': 'atlassian videos', 'url': 'https://www.youtube.com/c/Atlassian'},
+    {'title': 'vscode videos', 'url': 'https://www.youtube.com/c/Code'},
+    {'title': 'github videos', 'url': 'https://www.youtube.com/c/GitHub'},
+    {'title': 'gitlab video', 'url': 'https://www.youtube.com/c/Gitlab'},
+    {'title': 'gitkraken', 'url': 'https://www.youtube.com/c/Gitkraken'},
+    {'title': 'rocketchat videos', 'url': 'https://www.youtube.com/c/RocketChatApp'},
+    {'title': 'slack videos', 'url': 'https://www.youtube.com/c/Slackhq'},
+    {'title': 'mattermost videos', 'url': 'https://www.youtube.com/c/MattermostHQ'},
+    {'title': 'microsoft365', 'url': 'https://www.youtube.com/c/microsoft365'},
+    {'title': 'openproject', 'url': 'https://www.youtube.com/c/OpenProjectCommunity'},
+    {'title': 'tetrate', 'url': 'https://www.youtube.com/c/Tetrate'},
+    {'title': 'rh devel', 'url': 'https://www.youtube.com/c/RedHatDevelopers'},
+    {'title': 'spring logo', 'url': 'https://www.youtube.com/user/SpringSourceDev'},
+    {'title': 'quarkus logo', 'url': 'https://www.youtube.com/c/Quarkusio'},
+    {'title': 'lightbend videos', 'url': 'https://www.youtube.com/c/Lightbend-TV'},
+    {'title': 'postman videos', 'url': 'https://www.youtube.com/c/postman'},
+    {'title': 'swagger videos', 'url': 'https://www.youtube.com/c/Smartbear'},
+    {'title': 'jfrog', 'url': 'https://www.youtube.com/c/JFrogInc'},
+    {'title': 'sonatype', 'url': 'https://www.youtube.com/c/Sonatypeinc'},
+    {'title': 'sonarsource sonarqube', 'url': 'https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA'},
+    {'title': 'chrome developers videos', 'url': 'https://www.youtube.com/c/GoogleChromeDevelopers'},
+    {'title': 'mozilla developer', 'url': 'https://www.youtube.com/c/MozillaDeveloper'},
+    {'title': 'crunchydata', 'url': 'https://www.youtube.com/c/CrunchyDataPostgres'},
+    {'title': 'liquibase video', 'url': 'https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w'},
+    {'title': 'cockroachdb', 'url': 'https://www.youtube.com/c/cockroachdb'},
+    {'title': 'mongodb', 'url': 'https://www.youtube.com/c/MongoDBofficial'},
+    {'title': 'redis', 'url': 'https://www.youtube.com/c/Redisinc'},
+    {'title': 'confluent video', 'url': 'https://www.youtube.com/c/Confluent'},
+    {'title': 'kubemq video', 'url': 'https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA'},
+    {'title': 'openebs', 'url': 'https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g'},
+    {'title': 'storageos', 'url': 'https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w'},
+    {'title': 'robin', 'url': 'https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w'},
+    {'title': 'portworx', 'url': 'https://www.youtube.com/c/Portworx'},
+    {'title': 'cloud academy', 'url': 'https://www.youtube.com/c/Cloudacademy'},
+    {'title': 'acloudguru', 'url': 'https://www.youtube.com/c/AcloudGuru'},
+    {'title': 'devops_tv', 'url': 'https://www.youtube.com/c/Devopsdotcom'},
+    {'title': 'xebialabs', 'url': 'https://www.youtube.com/c/XebiaLabs'},
+    {'title': 'devops library', 'url': 'https://www.youtube.com/c/Devopslibrary'},
+    {'title': 'codecademy', 'url': 'https://www.youtube.com/c/codecademy'},
+    {'title': 'coursera', 'url': 'https://www.youtube.com/user/coursera'},
+    {'title': 'academind', 'url': 'https://www.youtube.com/c/Academind'},
+    {'title': 'guru99', 'url': 'https://www.youtube.com/c/guru99comm'},
+    {'title': 'intellipaat', 'url': 'https://www.youtube.com/c/Intellipaat'},
+    {'title': 'cloud quick POCs', 'url': 'https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ'},
+    {'title': 'thetips4you', 'url': 'https://www.youtube.com/c/Thetips4you'},
+    {'title': 'cloud learnhub', 'url': 'https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg'},
+    {'title': 'John Savill', 'url': 'https://www.youtube.com/c/NTFAQGuy'},
+    {'title': 'microservice factory', 'url': 'https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA'},
+    {'title': 'kubedb appscode', 'url': 'https://www.youtube.com/c/AppsCodeInc'},
+    {'title': 'devops toolkit', 'url': 'https://www.youtube.com/c/DevOpsToolkit'},
+    {'title': 'ansible pilot', 'url': 'https://www.youtube.com/c/AnsiblePilot'},
+    {'title': 'codelytv', 'url': 'https://www.youtube.com/CodelyTV'},
+    {'title': 'pelado nerd', 'url': 'https://www.youtube.com/c/PeladoNerd'},
+    {'title': 'hola mundo', 'url': 'https://www.youtube.com/c/HolaMundoDev'},
+    {'title': 'javier garzas', 'url': 'https://www.youtube.com/c/JavierGarz%C3%A1s'},
+    {'title': 'london IAC', 'url': 'https://www.youtube.com/c/LondonIAC'},
+    {'title': 'techworld nana', 'url': 'https://www.youtube.com/c/TechWorldwithNana'},
+    {'title': 'honeypot', 'url': 'https://www.youtube.com/c/Honeypotio'},
+    {'title': 'Ali Spittel', 'url': 'https://www.youtube.com/c/AliSpittelDev'},
+    {'title': 'thomas maurer', 'url': 'https://www.youtube.com/c/ThomasMaurerCloud'},
+    {'title': 'freecodecamp', 'url': 'https://www.youtube.com/c/Freecodecamp'},
+    {'title': 'thenewstack', 'url': 'https://www.youtube.com/c/TheNewStack'},
+    {'title': 'argocd project', 'url': 'https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA'},
+    {'title': 'fluxcd', 'url': 'https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA'},
+    {'title': 'container days', 'url': 'https://www.youtube.com/c/ContainerDays'},
+    {'title': 'the cloud girl', 'url': 'https://www.youtube.com/c/priyankavergadia'},
+    {'title': 'ContinuousDeliveryFoundation', 'url': 'https://www.youtube.com/c/ContinuousDeliveryFoundation'},
+    {'title': 'tina huang', 'url': 'https://www.youtube.com/c/TinaHuang1'},
+    {'title': 'azure devops', 'url': 'https://www.youtube.com/c/AzureDevOps'},
+    {'title': 'azure cloud native', 'url': 'https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw'},
+    {'title': 'alibaba cloud', 'url': 'https://www.youtube.com/c/AlibabaCloud'},
+    {'title': 'linode cloud', 'url': 'https://www.youtube.com/c/linode'},
+    {'title': 'gaia-x', 'url': 'https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw'},
+    {'title': 'gps', 'url': 'https://www.youtube.com/c/MadeByGPS'},
+    {'title': 'keptn', 'url': 'https://www.youtube.com/c/keptn'},
+    {'title': 'anais urlichs', 'url': 'https://www.youtube.com/c/AnaisUrlichs'},
+    {'title': 'the digital life', 'url': 'https://www.youtube.com/c/TheDigitalLifeTech'},
+    {'title': 'Azure Terraformer', 'url': 'https://www.youtube.com/@azure-terraformer'},
+    {'title': 'Ned in the Cloud', 'url': 'https://www.youtube.com/@NedintheCloud'},
+    {'title': 'netbox', 'url': 'https://www.youtube.com/@NetBoxLabs'},
+    {'title': 'Tech with Helen', 'url': 'https://www.youtube.com/@techwithhelen'},
+    {'title': 'bytebytego', 'url': 'https://www.youtube.com/@ByteByteGo'},
+    {'title': 'dotcsv', 'url': 'https://www.youtube.com/@DotCSV'},
+    {'title': 'midulive', 'url': 'https://www.youtube.com/@midulive'},
+    {'title': 'returngis', 'url': 'https://www.youtube.com/@returngis'},
+    {'title': 'kubefm', 'url': 'https://www.youtube.com/@kubefm'},
+    {'title': 'Olena Kutsenko', 'url': 'https://www.youtube.com/@OlenaKutsenko'},
+    {'title': 'mouredev', 'url': 'https://www.youtube.com/@mouredev'},
+    {'title': 'CloudNativeMadrid', 'url': 'https://www.youtube.com/@CloudNativeMadrid'},
+    {'title': 'kyndryl', 'url': 'https://www.youtube.com/@kyndryl'},
+    {'title': 'itopstalk', 'url': 'https://www.youtube.com/@ITOpsTalk'},
+    {'title': 'gcp videos', 'url': 'https://www.youtube.com/@googlecloudtech'},
+    {'title': 'Google Gemini', 'url': 'https://www.youtube.com/@GoogleGemini'},
+    {'title': 'Google DeepMind', 'url': 'https://www.youtube.com/@googledeepmind'},
+    {'title': 'Anthropic', 'url': 'https://www.youtube.com/@anthropic-ai'},
+    {'title': 'Microsoft Copilot', 'url': 'https://www.youtube.com/@Microsoft.Copilot'},
+    {'title': 'OpenAI', 'url': 'https://www.youtube.com/OpenAI'},
+    {'title': 'Meta AI', 'url': 'https://www.youtube.com/@aiatmeta'},
+    {'title': 'Microsoft Reactor', 'url': 'https://www.youtube.com/@MicrosoftReactor'},
+    {'title': 'Playwright', 'url': 'https://www.youtube.com/@Playwrightdev'},
+]
+
+def normalize_url(url):
+    url = url.lower().strip()
+    if url.endswith('/'):
+        url = url[:-1]
+    return url
+
+def build_v2_mosaic_markdown(yaml_path):
    with open(yaml_path, 'r', encoding='utf-8') as f:
        data = yaml.safe_load(f)

@@ -44,6 +186,70 @@ def build_mosaic_markdown(yaml_path):
    lines.append('</center>')
    return "\n".join(lines)

+def build_v1_mosaic_markdown(yaml_path):
+    with open(yaml_path, 'r', encoding='utf-8') as f:
+        data = yaml.safe_load(f)
+
+    # Index current channels by URL and Title
+    current_by_url = {}
+    current_by_title = {}
+    for cat in data['categories']:
+        for chan in cat['channels']:
+            norm_url = normalize_url(chan['url'])
+            current_by_url[norm_url] = chan
+            current_by_title[chan['title'].lower()] = chan
+
+    # Reconstruct the list preserving the original V1 order
+    ordered_channels = []
+    seen_urls = set()
+
+    for old_item in ORIGINAL_V1_ORDER:
+        old_title = old_item['title']
+        old_url = old_item['url']
+        norm_url = normalize_url(old_url)
+        
+        chan_info = None
+        if norm_url in current_by_url:
+            chan_info = current_by_url[norm_url]
+        elif old_title.lower() in current_by_title:
+            chan_info = current_by_title[old_title.lower()]
+            
+        if chan_info:
+            ordered_channels.append(chan_info)
+            seen_urls.add(normalize_url(chan_info['url']))
+        else:
+            # Fallback if some channel in history is not in YAML but we want to preserve it
+            pass
+
+    # Append any new channels not present in the original V1 sequence
+    for cat in data['categories']:
+        for chan in cat['channels']:
+            norm_url = normalize_url(chan['url'])
+            if norm_url not in seen_urls:
+                ordered_channels.append(chan)
+                seen_urls.add(norm_url)
+
+    # Now format into rows of 11 channels each
+    lines = []
+    lines.append('<center markdown="1">')
+    lines.append('') # Mandatory blank line after center tag
+
+    row_size = 11
+    formatted_channels = []
+    for chan in ordered_channels:
+        formatted_channels.append(f"[![{chan['title']}]({chan['image']}){{: style=\"width:7%\"}}]({chan['url']})")
+
+    for i in range(0, len(formatted_channels), row_size):
+        row = formatted_channels[i:i+row_size]
+        line_str = " ".join(row)
+        if i + row_size < len(formatted_channels):
+            line_str += "<br/>"
+        lines.append(line_str)
+
+    lines.append('') # Mandatory blank line before closing center tag
+    lines.append('</center>')
+    return "\n".join(lines)
+
 def update_file(file_path, new_mosaic):
    with open(file_path, 'r', encoding='utf-8') as f:
        content = f.read()
@@ -82,10 +288,11 @@ def main():
    v1_path = os.path.join(repo_root, 'docs', 'index.md')
    v2_path = os.path.join(repo_root, 'v2-docs', 'index.md')

-    new_mosaic = build_mosaic_markdown(yaml_path)
+    new_v1_mosaic = build_v1_mosaic_markdown(yaml_path)
+    new_v2_mosaic = build_v2_mosaic_markdown(yaml_path)
    
-    update_file(v1_path, new_mosaic)
-    update_file(v2_path, new_mosaic)
+    update_file(v1_path, new_v1_mosaic)
+    update_file(v2_path, new_v2_mosaic)

 if __name__ == '__main__':
    main()
@@ -757,12 +757,14 @@ class V2VisionEngine:
            "  </a>\n"
            "</div>\n"
            "</center>\n\n"
-            "<a href=\"https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson\" class=\"quote-card-link\">\n"
-            "  <div class=\"quote-card\">\n"
-            "    <div class=\"quote-card-text\">\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\"</div>\n"
-            "    <div class=\"quote-card-author\">Horatio Nelson Jackson</div>\n"
-            "  </div>\n"
-            "</a>\n\n"
+            "<div class=\"quote-card-container\">\n"
+            "  <a href=\"https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson\" class=\"quote-card-link\">\n"
+            "    <div class=\"quote-card\">\n"
+            "      <div class=\"quote-card-text\">\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\"</div>\n"
+            "      <div class=\"quote-card-author\">Horatio Nelson Jackson</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "</div>\n\n"
            "<div style=\"display: flex; justify-content: center; gap: 24px; margin: 16px 0; flex-wrap: wrap;\">\n"
            "  <a href=\"./kubernetes.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
            "    <div class=\"hero-badge-card hero-badge-card--cyan\">\n"
@@ -16,5 +16,5 @@


 ---
-💡 **Explore Related:** [Visual Studio](./visual-studio.md) | [Python](./python.md) | [Dotnet](./dotnet.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -6,9 +6,8 @@
 ## Standard Reference

  - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cloud.google.com: Compare AWS and Azure services to Google Cloud](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Platform comparisons](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [AWS and GCP comparison](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/aws)
-    - [Mapping of AWS services to Google Cloud](https://gregsramblings.com/blog/compare-google-cloud-to-aws)
  - [cloud.google.com: Secret Manager Best Practices](https://docs.cloud.google.com/secret-manager/docs/best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud.google.com: VPN network overview](https://docs.cloud.google.com/vpc/docs/vpc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting](https://kinsta.com/blog/cloud-platform-for-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -16,10 +15,12 @@
  - [Google Cloud AppSheet](https://about.appsheet.com/home)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoworld.com: Google Cloud AppSheet review: No-code with extras](https://www.infoworld.com/article/2270941/google-cloud-appsheet-review-no-code-with-extras.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud.google.com: The gcloud tool cheat sheet](https://docs.cloud.google.com/sdk/docs/cheatsheet?hl=en)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud.google.com](https://cloud.google.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud.google.com: DevOps](https://cloud.google.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Cloud Developer Tools](https://cloud.google.com/products/tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [whizlabs.com: Introduction To Google Cloud Platform](https://www.whizlabs.com/blog/google-cloud-platform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud.google.com: Training more than 40 million new people on Google Cloud' skills](https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-train-more-than-40-million-with-cloud-skills)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -55,8 +56,6 @@
  - [cloud.google.com: Service Directory cheat sheet](https://cloud.google.com/blog/topics/developers-practitioners/service-directory-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/google-cloud: Design your Landing Zone — Design Considerations' Part 4— IaC, GitOps and CI/CD (Google Cloud Adoption Series)](https://medium.com/google-cloud/design-your-landing-zone-design-considerations-part-4-iac-gitops-and-ci-cd-google-cloud-ae3f533c6dbd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devlibrary.withgoogle.com 🌟](https://devlibrary.withgoogle.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kelseyhightower/cmd-tutorial](https://github.com/kelseyhightower/cmd-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [engineering.mercari.com: Kubernetes based autoscaler for Cloud Spanner](https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-autoscaler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Cloud Functions, meet VPC functionality](https://cloud.google.com/blog/products/serverless/learn-how-to-use-advanced-vpc-functionality-with-your-cloud-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -96,5 +95,5 @@
 Live Grounding: Delivers pre-integrated capabilities and action templates allowing Enterprise Gemini Agents to dynamically execute API operations, retrieve structured data, and handle multi-step workflows.

 ---
-💡 **Explore Related:** [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Azure](./azure.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -5,27 +5,27 @@

 ## Standard Reference

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

 ## Cloud Native

@@ -45,5 +45,5 @@
  - [thenewstack.io: How the SRE Experience Is Changing with Cloud Native 🌟](https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — This high-density industry analysis examines how the rise of complex cloud-native architectures shifts SRE responsibilities. It addresses how microservices, service meshes, and dynamic scheduling require SREs to move from simple system monitoring to deep, code-level observability and platform design.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -364,5 +364,5 @@ Live Grounding: Aggregates verified integrations linking AI models to tools like
  - **(2024)** [**GitHub Copilot CLI for Beginners: Getting Started**](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Introductory guide explaining how to integrate the terminal-based GitHub Copilot CLI to leverage natural-language shell queries, automating script development and git lifecycle executions.

 ---
-💡 **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md)
+💡 **Explore Related:** [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)

@@ -12,5 +12,5 @@


 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -57,6 +57,9 @@
  - [docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat Enterprise Linux 8](https://www.redhat.com/en/blog/mssql-linux-easy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [oci-ansible-collection.readthedocs.io](https://oci-ansible-collection.readthedocs.io/en/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [https://github.com/jdauphant/awesome-ansible](https://github.com/jdauphant/awesome-ansible) <span class='md-tag md-tag--info'>⭐ 1005</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [docs.ansible.com](https://docs.ansible.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dureka.co: What Is Ansible?](https://www.edureka.co/blog/what-is-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: Part 2: Deploying Applications](https://dzone.com/articles/part-2-deploying-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -177,7 +180,6 @@
  - [medium.com: Test driven Development with Ansible using Molecule](https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecule-3386cef987ac)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [tomsitcafe.com: How to test Ansible code with Molecule](https://tomsitcafe.com/2023/04/27/how-to-test-ansible-code-with-molecule)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ansiblefordevops.com](https://www.ansiblefordevops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) <span class='md-tag md-tag--info'>⭐ 645</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [galaxy.ansible.com](https://galaxy.ansible.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [galaxy.ansible.com/geerlingguy](https://galaxy.ansible.com/geerlingguy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -185,8 +187,6 @@
  - [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) <span class='md-tag md-tag--info'>⭐ 75</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp' Vault SSH OTP and local password rotation](https://github.com/konstruktoid/ansible-hvault-inventory) <span class='md-tag md-tag--info'>⭐ 23</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟](https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [https://github.com/jdauphant/awesome-ansible](https://github.com/jdauphant/awesome-ansible) <span class='md-tag md-tag--info'>⭐ 1005</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: AWS Configuration with Web Server in EC2 Using Ansible](https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-using-ansible-2ef61f98872e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [adamtheautomator.com: How to Use the Ansible Kubernetes Module](https://adamtheautomator.com/ansible-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [galaxy.ansible.com/nginxinc/nginx_core](https://galaxy.ansible.com/nginxinc/nginx_core)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -209,13 +209,6 @@
 #### Infrastructure as Code

  - **(2023)** [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — Red Hat's experimental analysis testing generative AI capability against Ansible Playbook authoring constraints. Highlights current logical gaps and structural best practices for verification.
-## Networking
-
-### Web Servers
-
-#### Nginx
-
-  - **(2026)** [==Nginx==](https://www.f5.com/products/nginx) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Nginx is the premier high-performance web server, reverse proxy, and ingress standard globally. Its lightweight event-driven design allows it to process high-concurrency traffic patterns with extremely predictable memory and CPU footprints.
 ## Security

 ### Certificates
@@ -225,5 +218,5 @@
  - **(2021)** [getbetterdevops.io: How to Secure K8S Nginx Ingress With Let’s Encrypt and Cert Manager](https://www.empowersurvivors.net) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Rescued guide detailing the technical orchestration steps of cert-manager and Let's Encrypt certificates mapping over NGINX Ingress controllers for ingress traffic protection.

 ---
-💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Devsecops](./devsecops.md)

@@ -25,13 +25,13 @@
  - [SwaggerHub: Free Web Service](https://swagger.io/product)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [any-api.com](https://marketplace.apilayer.com/?utm_source=any-api&utm_medium=any-api-redirection&utm_campaign=any-api-redirection)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Mux: The API to Video](https://www.mux.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast) 🌟](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)
+  - [Devdocs.io API Documentation 🌟](https://devdocs.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [wikipedia: API Application Programming Interface](https://simple.wikipedia.org/wiki/Application_programming_interface)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [postman.com: What is an API?](https://www.postman.com/what-is-an-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/public-apis/public-apis: Try Public APIs for free 🌟](https://github.com/public-apis/public-apis) <span class='md-tag md-tag--info'>⭐ 436518</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [apifriends.com: What is an API?](https://apifriends.com/api-management/what-is-an-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [axway.com: What is API Management?](https://www.axway.com/en/products/api-management/what-is-api-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Youtube Playlist: Introduction to APIs](https://www.youtube.com/playlist?list=PLM-7VG-sgbtBBnWb2Jc5kufgtWYEmiMAw)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Devdocs.io API Documentation 🌟](https://devdocs.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: 5 Ways to Succeed with an API Gateway](https://thenewstack.io/5-ways-to-succeed-with-an-api-gateway)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [amazicworld.com: Why APIs can’t be missed when it comes to DevOps](https://amazicworld.com/why-apis-cant-be-missed-when-it-comes-to-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: API Gateway Part 1](https://medium.com/easyread/api-gateway-part-1-7901ba703f9)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -150,8 +150,8 @@
  - [openapi-comment-parser](https://github.com/bee-travels/openapi-comment-parser) <span class='md-tag md-tag--info'>⭐ 256</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM creates an open source tool to simplify API documentation](https://www.techrepublic.com/article/ibm-creates-an-open-source-tool-to-simplify-api-documentation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [API Business Models. 20 Models in 20 Minutes](https://www.infoq.com/presentations/API-Business-Models)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast)' 🌟](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [https://swagger.io/](https://swagger.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast)' 🌟](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Development Tools

@@ -169,5 +169,5 @@
  - [Cerebras AI](https://www.cerebras.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Architectural hub detailing wafer-scale AI processors built to tackle compute limits. Facilitates unprecedented deep-learning model execution with extreme localized bandwidth optimizations.

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [Golang](./golang.md)

@@ -22,5 +22,5 @@


 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)

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

 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [CI/CD](./cicd.md)

@@ -130,5 +130,5 @@
  - **(2021)** [**Clean Architecture on Frontend**](https://bespoyasov.me/blog/clean-architecture-on-frontend) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exceptional breakdown demonstrating the application of Clean Architecture principles to frontend systems. Illustrates isolation of business logic from UI components to enable extreme testability.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -7,6 +7,7 @@

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


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -10,6 +10,7 @@
  - [Get started with Amazon EC2 Container Registry (Amazon ECR)](http://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Using Docker Machine with AWS](http://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.couchbase.com: Getting Started with Docker for AWS and Scaling Nodes](http://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ecrcp](https://github.com/bit-cloner/ecrcp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Creating CI/CD Pipeline for AWS ECS — Part I](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -19,7 +20,6 @@
  - [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference' Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [A Better Dev/Test Experience: Docker and AWS](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ecrcp](https://github.com/bit-cloner/ecrcp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) <span class='md-tag md-tag--info'>⭐ 2704</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

@@ -34,5 +34,5 @@
  - [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comparative evaluation analyzing resource isolation, infrastructure management, and compute overhead between EKS, ECS, and AWS Fargate. Highlights scheduling efficiency, control plane pricing, and cost-of-scale dynamics for enterprise systems.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -17,5 +17,5 @@


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

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

 ## Cloud Infrastructure

@@ -114,5 +114,5 @@
  - **(2021)** [**Tutorial: Tuning Table Design**](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight provides the authoritative AWS tutorial on optimizing Amazon Redshift table structures. Live Grounding highlights deep configurations including distribution styles (KEY, ALL, EVEN), sort keys (compound vs interleaved), and compression encodings. Essential reading for data platform engineers scaling cloud-native data warehouses.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -27,12 +27,6 @@ Live Grounding: Demonstrates step-by-step scheduling configurations, enabling cr
 Live Grounding: The active development has stalled, but the architecture remains highly relevant for federation research, featuring cross-cluster pod scheduling and proxy-pods.
 ## Public Cloud Infrastructure

-### AWS Architecture
-
-#### Multi-Region Blueprints
-
-  - **(2021)** [**Multi-Region Infrastructure Deployment**](https://aws.amazon.com/solutions) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: AWS Solutions library offering reference architectures for high-availability setups.
-Live Grounding: Provides automated CloudFormation and CDK deployment configurations to orchestrate secure application instances across multiple geographical AWS regions.
 ### AWS Ecosystem

 #### AI Ops
@@ -77,5 +71,5 @@ Live Grounding: While primarily legacy, it outlines key patterns for mapping sta
 Live Grounding: Detailed comparative resource mapping the architectural equivalents between AWS developer tooling and Azure DevOps systems.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

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

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -15,5 +15,5 @@


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

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


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -28,5 +28,5 @@


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -5,12 +5,12 @@

 ## Standard Reference

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


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

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

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -27,5 +27,5 @@


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -28,6 +28,10 @@
  - [How to Reduce Security Threats and Operating Costs Using AWS WAF and Amazon CloudFront](http://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS WAF sample rules](https://github.com/amazon-archives/aws-waf-sample) <span class='md-tag md-tag--info'>⭐ 511</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [k21academy.com: AWS Secrets Manager](https://k21academy.com/aws-cloud/aws-secrets-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AWS Control Tower](https://aws.amazon.com/controltower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Security](https://aws.amazon.com/security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Security docs](https://docs.aws.amazon.com/security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4#.qyixu5mu3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -78,9 +82,6 @@
  - [jimmydqv.com: AWS IAM Anywhere 🌟](https://jimmydqv.com/iam-anywhere)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Simplifying permissions management at scale using tags in AWS Organizations](https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach](https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS Control Tower](https://aws.amazon.com/controltower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [aws.amazon.com: Automate AWS Control Tower landing zone operations using' APIs](https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zone-operations-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [doit-intl.com: AWS Firewalls 101: How and when to use each one](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty](https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -89,7 +90,6 @@
  - [medium: Protecting your Web Application or APIs using AWS WAF](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [faun.pub: Set up global rate limiting with AWS WAF in 5 minutes](https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: AWS WAF (Web Application Firewall): Deep Dive](https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [How to replicate secrets in AWS Secrets Manager to multiple Regions](https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Secrets Manager controller POC: an EKS operator for automatic rotation' of secrets](https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start](https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-f7ec998c58fc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -114,5 +114,5 @@
  - [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) <span class='md-tag md-tag--info'>⭐ 27424</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An exhaustive, highly popular guide for securing production Linux environments. Covers SSH hardening, firewalls, user permission boundaries, 2FA, kernel optimization, audit logs, and automated vulnerability scanning.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -173,5 +173,5 @@
  - [terrateam.io: AWS Lambda Function with Terraform](https://terrateam.io/blog/aws-lambda-function-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A comprehensive operational guide explaining how to declare, compile, and manage AWS Lambda functions natively within Terraform infrastructure-as-code patterns. It maps IAM role dependencies, source code hash tracking, and automated zip compilation cycles. This is an essential blueprint for teams prioritizing Terraform-centric CI/CD environments.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

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

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -26,7 +26,6 @@
  - [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reports on the strategic integration between AWS Transfer Family (SFTP/FTPS/FTP) and EFS. Enables developers to expose shared file systems securely directly to remote partners without managing SFTP instance clusters.
 #### Amazon S3

-  - **(2023)** [**blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide**](https://awsfundamentals.com/blog/aws-s3-sync) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A detailed, high-density guide on utilizing the aws s3 sync CLI command. Includes performance tuning parameters like concurrency configs, exclusion patterns, and handling large scales securely.
  - **(2021)** [acloudguru.com: S3 Glacier Instant Retrieval deep dive: Which S3 Storage Class is right for me?](https://www.pluralsight.com/resources/blog/cloud/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep dive into S3 Glacier Instant Retrieval, analyzing costs and access latency. Explains the strategic sweet spot of the tier for archival data that requires millisecond retrieval speeds without standard Glacier delays.
  - [S3 FAQ](https://aws.amazon.com/s3/faqs) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official AWS documentation addressing technical details of Simple Storage Service (S3). Provides absolute specifications for consistency models, replication capabilities, access control lists, and durability guarantees.
  - [cloudkatha.com: Is S3 Region Specific or Global? What do you think?](https://cloudkatha.com/is-s3-region-specific-or-global-what-do-you-think)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Clarifies the architectural paradox of Amazon S3's namespace being globally unique while data is stored physically in regional clusters. Details the implications on DNS, endpoint routing, and latency.
@@ -59,5 +58,5 @@
 *   Acts as a foundational storage engine for large-scale Kubernetes PV platforms (Rook-Ceph) and private clouds.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -5,15 +5,17 @@

 ## Standard Reference

+  - [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.org/project/ec2-ssh-yplan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Amazon CodeWhisperer](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) <span class='md-tag md-tag--info'>⭐ 271</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ermetic.com: Access Undenied on AWS](https://www.tenable.com/blog/access-undenied-on-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/containerscrew/aws-sso-auth](https://github.com/containerscrew/aws-sso-rs) <span class='md-tag md-tag--info'>⭐ 4</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS CLI Command Reference](http://docs.aws.amazon.com/cli/latest/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [New usage examples have been added to the CLI for CodePipeline API Reference](http://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.org/project/ec2-ssh-yplan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM](https://awsfundamentals.com/blog/aws-s3-rm-removing-files)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Amazon CodeWhisperer 🌟](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [AWS IP inventory](https://github.com/okelet/awsipinventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: How to Copy a Security Group with Rules from one AWS Account to' Another account](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws) <span class='md-tag md-tag--info'>⭐ 274</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -21,7 +23,6 @@
  - [github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on' AWS boto3 for manage ec2 and s3 buckets](https://github.com/Levi-Michael/boto3-ec2-s3-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/cavaliercoder/vpc-free](https://github.com/cavaliercoder/vpc-free) <span class='md-tag md-tag--info'>⭐ 60</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [OpenSource at AWS](https://aws.github.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) <span class='md-tag md-tag--info'>⭐ 475</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [willdady/aws-resource-based-policy-collector: AWS resource-based policy' collector](https://github.com/willdady/aws-resource-based-policy-collector) <span class='md-tag md-tag--info'>⭐ 24</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -30,7 +31,6 @@
  - [cloudcatalog.dev](https://www.cloudcatalog.dev)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/infrahouse/infrahouse-toolkit](https://github.com/infrahouse/infrahouse-toolkit) <span class='md-tag md-tag--info'>⭐ 74</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Continuous Integration and Deployment on AWS - and a wishlist' for CI/CD Tools on AWS](https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Management Tools Blog](https://aws.amazon.com/blogs/mt)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Metabadger](https://github.com/salesforce/metabadger) <span class='md-tag md-tag--info'>⭐ 143</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Amazon CLI Documentation](https://aws.amazon.com/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -63,6 +63,11 @@
 #### Asset Management

  - [Querying AWS at scale across APIs, Regions, and accounts](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An AWS blog post analyzing strategies and open-source tools (like Steampipe) to query and audit AWS resources at massive multi-region, multi-account scales. It breaks down API rate-limiting workarounds and security posture assessment methodologies.
+### AWS Storage
+
+#### Amazon S3
+
+  - **(2023)** [**blog.awsfundamentals.com: AWS S3 Sync - An Extensive Guide**](https://awsfundamentals.com/blog/aws-s3-sync) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A detailed, high-density guide on utilizing the aws s3 sync CLI command. Includes performance tuning parameters like concurrency configs, exclusion patterns, and handling large scales securely.
 ## Cloud Security

 ### Asset Management (1)
@@ -72,5 +77,5 @@
  - [steampipe 🌟](https://steampipe.io)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [Azure](./azure.md) | [AWS](./aws.md) | [AWS Architecture](./aws-architecture.md)

@@ -6,9 +6,9 @@
 ## Standard Reference

  - [Amazon AWS Certification Preparation Tips](http://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparation-tips)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [satyenkumar.medium.com: My Youtube Channel is updated for AWS Certifications' (Over 150 Video list)](https://satyenkumar.medium.com/my-youtube-channel-is-updated-for-aws-certifications-over-150-video-list-1ae7aa81e99d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devopsmonk.hashnode.dev: Learn AWS if you want to save your career..!!](https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Cloud Infrastructure
@@ -29,9 +29,8 @@
 #### AWS Official

  - **(2021)** [==explore.skillbuilder.aws/learn: AWS Skill Builder 🌟==](https://skillbuilder.aws) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — AWS's official digital training hub, offering interactive learning models, gamified simulation sandboxes, and deep system architecture tracks compiled by primary cloud specialists.
-  - **(2023)** [community.aws/training: Training and Certification](https://builder.aws.com/learn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An official community hub connecting cloud builders with modern development labs, learning blueprints, and architectural expert-led events.
-  - [aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que' obtenga su certificación](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — AWS-published reference article detailing official practice examinations localized in Spanish to support accessible learning globally. [SPANISH CONTENT]
  - [AWS Cloud Practitioner - Curso Completo 2023](https://www.youtube.com/watch?v=zQyrhjEAqLs) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A complete video guide systematically mapping the official AWS Cloud Practitioner certification domains in Spanish. [SPANISH CONTENT]
+  - [aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que' obtenga su certificación](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — AWS-published reference article detailing official practice examinations localized in Spanish to support accessible learning globally. [SPANISH CONTENT]
  - [Schedule an Exam](https://aws.amazon.com/certification/certification-prep/testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The official registration and scheduling center for AWS Certification Exams. Provides standard instructions for coordinating remote proctoring environments.
  - [aws.amazon.com: First AWS Certification Study Guide Now Available](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Historically notable launch announcement of the first official AWS-authored certification study guide. While structurally important, newer cloud paradigms limit its relevance for current exams.
 #### AWS Professional
@@ -52,10 +51,7 @@
 #### Exam Practice

  - [portal.tutorialsdojo.com: AWS Digital Courses (free)](https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Highly-regarded training portal delivering structured practice tests and cheat sheets designed to replicate the logic and design depth of official AWS Associate and Professional certifications.
-#### Multi-Cloud Platforms
-
-  - **(2021)** [acloudguru.com](https://www.pluralsight.com/cloud-guru)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A premier enterprise learning platform specialized in modern cloud-native system training. Delivers deep hands-on sandbox labs, certification preparation curricula, and continuous technical playground resources.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -29,13 +29,13 @@
  - [Working with the AWS Management Console](http://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Cloud Adoption Framework (AWS CAF)](https://aws.amazon.com/cloud-adoption-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available](https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome AWS 🌟](https://github.com/donnemartin/awesome-aws) <span class='md-tag md-tag--info'>⭐ 14033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Cloud Products](https://aws.amazon.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Local Zones locations](https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [aws.amazon.com/new: What's New with AWS?](https://aws.amazon.com/new)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [repost.aws 🌟](https://repost.aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome AWS 🌟](https://github.com/donnemartin/awesome-aws) <span class='md-tag md-tag--info'>⭐ 14033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [AWS Marketplace](https://aws.amazon.com/marketplace)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws) <span class='md-tag md-tag--info'>⭐ 36416</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [AWS Ramp-Up Guides](https://aws.amazon.com/es/training/ramp-up-guides)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -66,7 +66,6 @@
  - [freecodecamp.org/news/tag/aws](https://www.freecodecamp.org/news/tag/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds](https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder](https://medium.com/gargee-bhatnagar/how-to-create-a-custom-ami-with-image-pipeline-and-automate-its-creation-using-ec2-image-builder-7e194e39c8e9)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟](https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [awstip.com: How to list all resources in your AWS account](https://awstip.com/how-to-list-all-resources-in-your-aws-account-c3f18061f71b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Building highly resilient applications with on-premises interdependencies using AWS Local Zones](https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -82,6 +81,7 @@
  - [Everything AWS | Search and discover 6K+ quality AWS repositories](https://app.polymersearch.com/discover/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Courses created by AWS experts](https://www.amazon.com/b/?node=14297978011)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Many free and useful AWS official Dev and User guides!](https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [vladionescu.me: Scaling containers on AWS in 2022 (comparison)](https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [bitmovin: Improving Video Quality on the Web](https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on-the-web-8670039c4334)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [What Startups Should Know about Amazon VPC — Part 1](https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-amazon-vpc-part-1-bebe94b7f228)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -132,5 +132,5 @@
  - [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A commercial-grade, highly efficient solution for hosting ephemeral, auto-scaled GitHub Actions runners directly on your AWS account. Delivers a significant reduction in GitHub Actions spend (up to 10x) using cheap EC2 spot instances, fast cache persistence, and seamless setup.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS Architecture](./aws-architecture.md)

@@ -5,7 +5,7 @@

 ## Standard Reference

-  - [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Products by Region Table](https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Microsoft Azure](https://azure.microsoft.com/en-us)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Microsoft Docs](https://learn.microsoft.com/en-us)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -40,12 +40,12 @@
  - [theregister.com: Microsoft has made Azure Linux generally available. Repeat, Azure Linux](https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [CommandLine Ninja](https://commandline.ninja)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [azurebrains.com: Azurebrains](https://blog.azurebrains.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [docs.microsoft.com: Understand Azure Load Balancing. Decision tree for load balancing in Azure](https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mvark.blogspot.com: Comparison of Azure Front Door, Traffic Manager, Application Gateway & Load Balancer](http://mvark.blogspot.com/2019/12/comparison-of-azure-front-door-traffic.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Load Testing](https://azure.microsoft.com/en-us/en-gb/products/load-testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [azure.microsoft.com: Microsoft Azure Load Testing is now generally available](https://azure.microsoft.com/en-us/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) <span class='md-tag md-tag--info'>⭐ 4823</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [azure.microsoft.com: Azure Quickstart Templates](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [techcommunity.microsoft.com: ARM Template Specs now GA!](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-template-specs-now-ga/2402618)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -120,6 +120,18 @@
  - [docs.microsoft.com: Using Policy with Azure Site Recovery](https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoworld.com: Getting started with Azure OpenAI](https://www.infoworld.com/article/2337918/getting-started-with-azure-openai.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [techcommunity.microsoft.com: The AI Study Guide: Azure’s top free resources for learning generative AI in 2024](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/the-ai-study-guide-azure%E2%80%99s-top-free-resources-for-learning-generative-ai-in-2024/4036890)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor#reference-for-monitoring-azure-services)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -151,7 +163,6 @@
  - [nwktimes.blogspot.com: NVA Part IV: NVA Redundancy with Azure Internal Load' Balancer](https://nwktimes.blogspot.com/2023/06/azure-ilb-for-nva-ha.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.davesdomain.co.uk: A look at Azure RBAC Constrained Delegation](https://blog.davesdomain.co.uk/posts/azure-rbac-constrained-delegation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [allazureblog.wordpress.com: Azure Bastion vs UDR](https://allazureblog.wordpress.com/2024/01/18/azure-bastion-and-udrs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.cloudtrooper.net: Azure network monitoring with synthetic traffic](https://blog.cloudtrooper.net/2024/01/23/azure-network-monitoring-with-synthetic-traffic)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/Azure/Enterprise-Scale: ALZ AMA Update](https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update) <span class='md-tag md-tag--info'>⭐ 1940</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.siliconvalve.com: Analysing git commit history using Azure Data Explorer](https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-using-azure-data-explorer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -168,7 +179,6 @@
  - [Azure Cloud Adoption Framework: Platform Landing Zone Implementation Options](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/landing-zone/implementation-options)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: What is the Microsoft Cloud Adoption Framework for' Azure?](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [linkedin.com: The Ultimate Guide to Azure Cloud Adoption Framework Lifecycle](https://www.linkedin.com/pulse/ultimate-guide-azure-cloud-adoption-framework-gregor-wohlfarter-hb4sf)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: Azure Well-Architected Framework](https://learn.microsoft.com/en-us/azure/well-architected)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [azure.github.io: Azure Proactive Resiliency Library (APRL)](https://azure.github.io/Azure-Proactive-Resiliency-Library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: Azure Well-Architected Framework perspective on Azure' App Service (Web Apps)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/app-service-web-apps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -178,9 +188,7 @@
  - [Azure Landing Zone IaC Accelerator Release Notes](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure](https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thomasmaurer.ch: Azure Landing Zone Review Assessment](https://www.thomasmaurer.ch/2023/09/azure-landing-zone-review-assessment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -203,16 +211,13 @@
  - [learn.microsoft.com: Browse all courses, learning paths, and modules' 🌟🌟🌟](https://learn.microsoft.com/en-us/training/browse/?resource_type=course&products=azure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [freecodecamp.org: Azure Fundamentals Certification (AZ-900) – Pass the Exam' With This Free 8-Hour Course](https://www.freecodecamp.org/news/azure-fundamentals-certification-az-900-exam-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: Practice Assessments for Microsoft Certifications](https://learn.microsoft.com/en-us/credentials/certifications/practice-assessments-for-microsoft-certifications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [marketplace.visualstudio.com: Learn Cloud 🌟](https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [justinoconnor.codes: Azure Periodic Table of Resource Naming Convention' Shorthands](https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-convention-shorthands)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: Mission-critical baseline architecture on Azure](https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-mission-critical/mission-critical-intro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: Mission-critical workloads](https://learn.microsoft.com/en-us/azure/well-architected/mission-critical/mission-critical-overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/Azure-Samples/azure-load-testing-samples 🌟](https://github.com/Azure-Samples/azure-load-testing-samples) <span class='md-tag md-tag--info'>⭐ 27</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Deploying Microsoft’s New Linux Distribution as a VM is' Not Easy](https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-not-easy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mattfeltonma/azure-networking-patterns](https://github.com/mattfeltonma/azure-networking-patterns) <span class='md-tag md-tag--info'>⭐ 163</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Export Terraform Code from the Azure Portal](https://mattias.engineer/blog/2025/azure-portal-export-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -282,19 +287,15 @@
  - [thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) <span class='md-tag md-tag--info'>⭐ 222</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DevOpsKit-docs](https://github.com/azsk/DevOpsKit-docs) <span class='md-tag md-tag--info'>⭐ 498</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: Environment variables and app settings in Azure App' Service](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: Configure a custom container for Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [returngis.net: Acceder a un App Service con Private Endpoint desde otra' Vnet](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: How to run an App Service Web App on Azure Arc-enabled Kubernetes' - Part 2 | Azure Tips and Tricks](https://www.youtube.com/watch?v=53-Y_aI0KpE&ab_channel=MicrosoftAzure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [azure.github.io/AppService: General availability of Diagnostics tools for' App Service on Linux Node.js apps](https://azure.github.io/AppService/2024/01/05/Diagnose-Tools-for-NodeJs-Linux-apps.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [nathannellans.com: Azure Application Gateway - Part 1 🌟](https://www.nathannellans.com/post/azure-application-gateway-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [acethecloud.com: Which is better Azure App Gateway or Nginx configured on' Azure VMs](https://acethecloud.com/blog/azure-application-gateway-and-nginx-on-vm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.microsoft.com: AZ-204: Implement Azure Functions 🌟](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor#reference-for-monitoring-azure-services)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: How to setup CI CD pipelines for Android with Azure DevOps](https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4ded0de0e7)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -402,7 +403,6 @@
  - [github.com/BrianCollet/onboard-automator](https://github.com/BrianCollet/onboard-automator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/nicolgit/azure-firewall-mon: az-firewall-mon](https://github.com/nicolgit/azure-firewall-mon) <span class='md-tag md-tag--info'>⭐ 89</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Agentic Engineering

@@ -527,12 +527,7 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 #### Network Protection

  - [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Architecture plan to withstand high-volume distributed denial-of-service attempts. Live Grounding: Focuses heavily on cloud-native patterns like rate-limiting, load-balancer protection, and Edge integration on Azure platforms.
-### Secrets Management
-
-#### Cloud Integrations
-
-  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Evaluates four approaches to integrate Azure Key Vault secrets within AKS environments. Weighs security architectures including Azure Workload Identity and the Secrets Store CSI driver.

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [AWS](./aws.md) | [AWS Architecture](./aws-architecture.md)

@@ -23,6 +23,7 @@
  - [Nginx: a caching, thumbnailing, reverse proxying image server? 🌟](http://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-image-server-)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [highscalability.com: Building nginx and Tarantool based services 🌟](http://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Wikipedia: Web cache](https://en.wikipedia.org/wiki/Web_cache)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Wikipedia: Dynamic site acceleration](https://en.wikipedia.org/wiki/Dynamic_site_acceleration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems](https://www.cyberciti.biz/open-source/http-web-performance-proxy-load-balancer-accelerator-software)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -31,7 +32,6 @@
  - [medium: Microservices Distributed Caching](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/rtkal: Distributed Cache Design](https://medium.com/rtkal/distributed-cache-design-348cbe334df1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [surfingcomplexity.blog: Cache invalidation really is one of the hardest' problems in computer science](https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-the-hardest-things-in-computer-science)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: Getting Started with Infinispan](https://dzone.com/refcardz/getting-started-infinispan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat Data Grid Overview](https://developers.redhat.com/products/datagrid/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat Data Grid](https://www.redhat.com/en/technologies/jboss-middleware/data-grid)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -58,7 +58,7 @@

 #### Caching

-  - [Redis](http://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
+  - [Redis](https://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
 ## Networking

 ### Load Balancing
@@ -75,5 +75,5 @@
  - [github.com/taubyte/tau: Tau](https://github.com/taubyte/tau) <span class='md-tag md-tag--info'>⭐ 5030</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The main open-source repository for Tau. This platform handles autonomous routing, distributed database syncs, and scaling for multi-tenant edge services, running on WebAssembly.

 ---
-💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
+💡 **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)

@@ -67,5 +67,5 @@
  - [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Guided workflow utilizing AWS FIS (Fault Injection Simulator) to execute controlled resilience and disruption experiments against EKS node groups and containers. Demonstrates monitoring system reaction metrics and reinforcing application failover.

 ---
-💡 **Explore Related:** [DevOps](./devops.md) | [Scaffolding](./scaffolding.md) | [Developerportals](./developerportals.md)
+💡 **Explore Related:** [DevOps](./devops.md) | [QA](./qa.md) | [Project Management Methodology](./project-management-methodology.md)

@@ -111,12 +111,7 @@
 #### Code Generation Quality

  - [thenewstack.io: Developers Put AI Bots to the Test of Writing Code](https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Empirical evaluation measuring code-generation accuracy across popular AI engines. Examines compiler error rates, structural vulnerabilities, and the necessity of developer supervision in AI workflows.
-### Programming Foundations
-
-#### Python Language
-
-  - **(2025)** [**Think Python**](https://allendowney.github.io/ThinkPython) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A classic computational thinking handbook utilizing Python. Focuses on algorithmic integrity, data structure designs, object-oriented implementations, and debug execution pipelines.

 ---
-💡 **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [AI](./ai.md) | [MLOps](./mlops.md)
+💡 **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)

@@ -5,11 +5,11 @@

 ## Standard Reference

-  - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cheat-sheets.org 🌟](http://www.cheat-sheets.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ABZ-Aaron/CheatSheets](https://github.com/ABZ-Aaron/cheat-sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [supple.com.au: Google advanced search operators tips and tricks](https://supple.com.au/tools/google-advance-search-operators)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [tutorialsdojo.com: AWS Cheat Sheets 🌟](https://tutorialsdojo.com/aws-cheat-sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [jimmysong.io: kubectl cheat sheet 🌟](https://jimmysong.io/zh/book/kubernetes-handbook)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github: K8s in 30 mins 🌟](https://github.com/rosehgal/k8s-In-30Mins) <span class='md-tag md-tag--info'>⭐ 211</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -40,7 +40,7 @@
  - [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [lambdatest.com: The Ultimate Selenium Python Cheat Sheet for Test Automation](https://www.testmuai.com/blog/selenium-python-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus' - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [wizardzines.com 🌟](https://wizardzines.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cheatography.com](https://cheatography.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [LeCoupa/awesome-cheatsheets](https://github.com/LeCoupa/awesome-cheatsheets) <span class='md-tag md-tag--info'>⭐ 45898</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
@@ -64,6 +64,7 @@
  - [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [intellipaat.com: AWS Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/amazon-web-services-aws-tutorial/aws-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [awsgeek.com/Amazon-S3](http://www.awsgeek.com/Amazon-S3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [The Google Cloud Developer's Cheat Sheet 🌟](https://github.com/priyankavergadia/google-cloud-4-words) <span class='md-tag md-tag--info'>⭐ 8221</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones](https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -185,7 +186,6 @@
  - [cookbook.openshift.org 🌟](https://cookbook.openshift.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cookbook.openshift.org: How do I import an image from an external image' registry? 🌟](https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-an-image-from-an-external-image.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus' - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [https://dev.to/aurelievache: Understanding Kubernetes: part 1 – Pods](https://dev.to/aurelievache/kubernetes-sketchnotes-pods-4ib0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [garba.org: Kubernetes Pod Life Cycle Cheat Sheet](https://garba.org/posts/2018/k8s_pod_lc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Buildah Cheat Sheet](https://developers.redhat.com/cheat-sheets/buildah-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -236,7 +236,6 @@
  - [intellipaat.com: Python Cheat Sheet Basics](https://intellipaat.com/blog/tutorial/python-tutorial/python-cheat-sheet-basics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [websitesetup.org: Python Cheat Sheet](https://websitesetup.org/python-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair](https://python.plainenglish.io/ultimate-python-cheat-sheet-f2930e08669c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/ekramasif: Basic Machine Learning - Python Cheatsheet](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) <span class='md-tag md-tag--info'>⭐ 80</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Selenium Cheat Sheet](https://dev.to/razgandeanu/selenium-cheat-sheet-9lc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -317,5 +316,5 @@
  - [atlassian.com: Git cheat sheet](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive and beautifully formatted PDF and web-based Git command reference guide from Atlassian. Covers essential command categories including repository creation, local staging, history review, branch management, and remote synchronization.

 ---
-💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Demos](./demos.md) | [Matrix Table](./matrix-table.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -10,5 +10,5 @@


 ---
-💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)

@@ -3,10 +3,6 @@
 !!! info "Architectural Context"
    Detailed reference for CI/CD Kubernetes Plugins in the context of Engineering Pipeline.

-## Standard Reference
-
-  - [GitLab Kubernetes Agent available on GitLab.com](https://docs.gitlab.com/releases/#gitlab-kubernetes-agent-available-on-gitlabcom)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-
 ## Continuous Delivery

 ### GitOps
@@ -27,5 +23,5 @@
  - [openshift-client](https://plugins.jenkins.io/openshift-client) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exposes OpenShift's command-line tool definitions directly inside Jenkins jobs, enabling custom script actions to command remote clusters safely.

 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [Argo](./argo.md)

@@ -7,7 +7,10 @@

  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [FossFLOW](https://github.com/stan-smith/FossFLOW)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Wikipedia.org: Continuous Integration](https://en.wikipedia.org/wiki/Continuous_integration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Wikipedia.org: Continuous Delivery](https://en.wikipedia.org/wiki/Continuous_delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DZone: Continuous Integration: Servers and Tools](https://dzone.com/refcardz/continuous-integration-servers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -31,7 +34,6 @@
  - [guru99.com: CI/CD Pipeline: Learn with Example 🌟🌟🌟](https://www.guru99.com/ci-cd-pipeline.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone.com: How To Build an Effective CI/CD Pipeline](https://dzone.com/articles/how-to-build-an-effective-cicd-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hart-michael.medium.com: Why You Need Continuous Deployment](https://hart-michael.medium.com/why-you-need-continuous-deployment-93d7b5936523)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone.com: An Overview of CI/CD Pipelines With Kubernetes](https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [betanews.com: Overcoming observability challenges in the CI/CD Pipeline](https://betanews.com/2022/01/26/overcoming-observability-challenges)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager — part 2](https://medium.com/@denniszielke/continuous-kubernetes-blue-green-deployments-on-azure-using-nginx-appgateway-or-trafficmanager-4490bce29cb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -39,8 +41,6 @@
  - [cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟](https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-canary-and-more)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devopslearners.com: Blue-Green vs Canary Deployment](https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases](https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [FossFLOW](https://github.com/stan-smith/FossFLOW)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: DevOps: CI/CD Tools to Watch Out for in 2022](https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson](https://betterprogramming.pub/when-should-you-self-host-ci-tools-330fc38d2a6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

@@ -81,7 +81,6 @@

 #### Blue-Green

-  - **(2022)** [==semaphoreci.com: Continuous Blue-Green Deployments With Kubernetes 🌟==](https://semaphore.io/blog/continuous-blue-green-deployments-with-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A highly-rated technical guide illustrating step-by-step implementation of automated Blue-Green deployments within a Kubernetes cluster. Details traffic switching using Kubernetes Services and ingress resources, highlighting rollback procedures and pipeline workflow integration.
  - [opsmx.com: What is Blue Green Deployment ?](https://www.opsmx.com/blog/blue-green-deployment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains the fundamental architecture of Blue-Green deployment models, evaluating how this strategy minimizes downtime and mitigates risks during production releases. Offers comparisons against canary configurations and covers prerequisite infrastructure needs.
 #### Overview

@@ -108,7 +107,6 @@

 #### Theory

-  - **(2024)** [**harness.io: Progressive Delivery: Everything You Need to Know**](https://www.harness.io/blog) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A masterclass resource explaining the evolutionary shift from standard continuous delivery to progressive delivery. Explains integration of automated canary releases with advanced deployment patterns, metrics monitoring, and developer self-service.
  - **(2024)** [**split.io: Progressive Delivery**](https://www.harness.io/harness-devops-academy/progressive-delivery?utm_campaign=fme&utm_source=split_io&utm_medium=redirect&utm_content=individual) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive guide hosted by Harness (following Split.io's integration) that breaks down the mechanics of Progressive Delivery, combining canary deployments, feature flags, and automated rollbacks. Outlines how to mitigate blast radius and leverage real-time observability.
 ## Infrastructure

@@ -133,10 +131,10 @@

 #### Agentic Engineering

-  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
  - [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.
  - [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The official public announcement details the release and capabilities of the Azure DevOps MCP server. Highlights the architectural integration of Large Language Models directly into enterprise ADO workflows for automated engineering management.
  - [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) <span class='md-tag md-tag--info'>⭐ 1718</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, inspect pipeline logs, and orchestrate PR reviews dynamically.
+  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
  - [Terraform & OpenTofu Skill for AI Agents](https://github.com/antonbabenko/terraform-skill) <span class='md-tag md-tag--info'>⭐ 1881</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An experimental, open-source repository establishing unified Model Context Protocol (MCP) skills or AI tools for Terraform and OpenTofu. Empowers AI agents to dynamically generate, parse, validate, and execute infrastructure-as-code definitions with semantic awareness.
 #### Coding Assistants

@@ -250,8 +248,8 @@

 #### PaaS Solutions

-  - [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic' uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An open-source, enterprise-grade Kubernetes dashboard and application management suite designed to abstract Kubernetes complexity. Combines CI/CD capabilities, security auditing, multi-cluster GitOps orchestration, and centralized logs into a unified, highly intuitive control plane.
  - [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An ultra-lightweight, developer-friendly Platform-as-a-Service (PaaS) built on top of Kubernetes. Focuses on minimizing the friction of infrastructure management by automating container packaging, ingress configuration, and SSL provisioning for rapid app deployments.
+  - [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic' uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An open-source, enterprise-grade Kubernetes dashboard and application management suite designed to abstract Kubernetes complexity. Combines CI/CD capabilities, security auditing, multi-cluster GitOps orchestration, and centralized logs into a unified, highly intuitive control plane.
 ### Kubernetes Native CI-CD (1)

 #### Best Practices
@@ -297,8 +295,8 @@
  - [sdtimes.com: The State of CI/CD](https://sdtimes.com/cicd/the-state-of-ci-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Broad industry survey analyzing developer adoption and tool fragmentation in delivery architectures. Live Grounding: Highlights the continuous shift towards GitOps, automated security gates (DevSecOps), and platform orchestration. Useful for long-term strategic architectural planning.
 #### Open Source Pipelines

-  - [opensource.com: A beginner's guide to building DevOps pipelines with open' source tools](https://opensource.com/article/19/4/devops-pipeline) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Demystifies CI/CD pipeline construction using classic open-source tools like Jenkins and GitLab CI. Live Grounding: Provides an educational blueprint on source control integration, build automation, and deployment validation. Highly suitable for teams transitioning from manual deployments to early automation.
  - [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Comparative survey of prominent open-source continuous integration and deployment engines. Live Grounding: Analyzes Jenkins, GitLab, Tekton, and others, contrasting their resource overheads and declarative features. Useful for teams choosing a baseline deployment stack.
+  - [opensource.com: A beginner's guide to building DevOps pipelines with open' source tools](https://opensource.com/article/19/4/devops-pipeline) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Demystifies CI/CD pipeline construction using classic open-source tools like Jenkins and GitLab CI. Live Grounding: Provides an educational blueprint on source control integration, build automation, and deployment validation. Highly suitable for teams transitioning from manual deployments to early automation.
 #### Theory and Concepts (1)

  - **(2023)** [infoworld.com: What is CI/CD? Continuous integration and continuous delivery explained](https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Broad industry-focused definition of CI/CD pipeline automation and toolchains. Live Grounding: Explores the evolutionary shift from monolithic build scripts to declarative yaml-based pipeline orchestration. Provides a vendor-neutral high-level analysis of standard integration loops.
@@ -314,8 +312,8 @@
  - **(2023)** [lambdatest.com: Top 10 CI/CD Pipeline Implementation Challenges And Solutions](https://www.testmuai.com/blog/cicd-pipeline-challenges) <span class='md-tag md-tag--primary'>[GUIDE]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Curator Insight: Highlights common pipeline failure patterns (e.g., flaky testing, configuration drift) and mitigation techniques. Live Grounding: Discusses technical strategies such as containerizing run environments and orchestrating parallel testing clusters. Ideal for operational maintenance planning.
 #### Trunk-Based Development

-  - [thinkinglabs.io: Feature Branching considered evil 🌟](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: A provocative analysis contrasting long-lived feature branches with trunk-based development. Live Grounding: Details how feature branches delay integration, hide conflicts, and impede actual continuous integration. Offers clear alternative patterns like branch-by-abstraction and feature flags.
  - [Purposeful Commits](https://chrisarcand.com/purposeful-commits)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Explores the cultural developer hygiene of crafting clear, logical git commits. Live Grounding: Details how concise commit histories simplify pipeline automated testing, automated changelogs, and fast deployment troubleshooting. Essential software craft guidance.
+  - [thinkinglabs.io: Feature Branching considered evil 🌟](https://thinkinglabs.io/talks/feature-branching-considered-evil.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: A provocative analysis contrasting long-lived feature branches with trunk-based development. Live Grounding: Details how feature branches delay integration, hide conflicts, and impede actual continuous integration. Offers clear alternative patterns like branch-by-abstraction and feature flags.
 ### Cloud-Native Delivery

 #### Best Practices (2)
@@ -365,5 +363,5 @@
  - [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An updated architectural deep-dive into the Twelve-Factor App methodology. Reviews the classic software principles (like database separations, environment configs, and scaling processes) in modern Kubernetes environments.

 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [Jenkins](./jenkins.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [Argo](./argo.md)

@@ -5,7 +5,6 @@

 ## Standard Reference

-  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [diagrams.net](https://www.drawio.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [acloudguru.com: The top cloud diagramming tools, ranked](https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: 6 architectural diagramming tools for cloud infrastructure](https://www.redhat.com/en/blog/diagramming-tools-cloud-infrastructure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -13,17 +12,13 @@
  - [redhat.com: Design professional enterprise architecture diagrams with this open source tool (diagrams.net)](https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Architecture Icons](https://learn.microsoft.com/en-us/azure/architecture/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/kubernetes: Kubernetes Icons Set](https://github.com/kubernetes/community/tree/main/icons) <span class='md-tag md-tag--info'>⭐ 12866</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloudcraft.co](https://www.cloudcraft.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [diagrams.net: Use Cloudcraft to export your AWS architecture to a .drawio diagram](https://www.drawio.com/blog/drawio-aws-cloudcraft)
  - [draw.io](https://app.diagrams.net)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [CloudMapper (OSS)](https://duo.com/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Lucidchart](https://www.lucidchart.com/pages)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [==Lucidscale: Import your architecture==](https://lucid.co/lucidscale) Lucidscale is the cloud visualization solution that helps organizations see and understand their cloud environment.
  - [Lucidchart](https://lucid.co/marketplace/91074b9b/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](https://www.pluralsight.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [betterprogramming.pub: Solutions Architect Tips — The 5 Types of Architecture' Diagrams](https://betterprogramming.pub/solutions-architect-tips-the-5-types-of-architecture-diagrams-eb0c11996f9e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [alibabacloud.com: How to Create an Effective Technical Architectural Diagram?](https://www.alibabacloud.com/blog/how-to-create-an-effective-technical-architectural-diagram_596100)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -44,7 +39,12 @@
  - [AWS Architecture Icons](https://aws.amazon.com/architecture/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Google Cloud Architecture Icons](https://cloud.google.com/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [aquasecurity/cloudsec-icons](https://github.com/aquasecurity/cloudsec-icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hava.io](https://www.hava.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infviz.io](https://infviz.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Account Cloud9 Visualizer](https://github.com/wongcyrus/aws-account-cloud9-visualizer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -63,5 +63,5 @@
  - [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -44,8 +44,8 @@

 #### Infrastructure-as-Code

-  - [steampipe 🌟](https://steampipe.io)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.
  - [cloudquery.io: Cloud Query: The open-source cloud asset inventory powered' by SQL](https://www.cloudquery.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An open-source cloud asset inventory tool that transforms infrastructure metadata into queryable SQL databases. By decoupling extraction (APIs) from storage (PostgreSQL, ClickHouse), it enables security and platform teams to perform advanced compliance auditing, cost optimization, and drift detection.
+  - [steampipe 🌟](https://steampipe.io)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.
 #### Observability

  - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A hands-on deployment guide detailing how to build a unified cloud-native asset inventory. It guides architects through configuring CloudQuery pipelines to extract multi-cloud metadata and visualize security posture and infrastructure footprint dynamically via Grafana dashboards.
@@ -58,5 +58,5 @@
  - [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un compendio técnico sobre los errores más comunes y costosos en el diseño de arquitecturas serverless. Ofrece un análisis crítico de fallos reales de concurrencia, inicios en frío ("cold starts"), costos fuera de control e integración de servicios, sirviendo como guía de advertencia para diseñadores de sistemas distribuidos. [SPANISH CONTENT]

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -15,5 +15,5 @@


 ---
-💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
+💡 **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)

@@ -31,18 +31,21 @@
  - [Red Hat Ecosystem Catalog](https://catalog.redhat.com/en/software/containers/explore)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [How to use the --privileged flag with container engines](https://www.redhat.com/en/blog/privileged-flag-container-engines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Promoting container images between registries with skopeo](https://www.redhat.com/en/blog/promoting-container-images-between-registries-with-skopeo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Skopeo](https://github.com/containers/skopeo) <span class='md-tag md-tag--info'>⭐ 10891</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [sherifabdlnaby/kubephp](https://github.com/sherifabdlnaby/kubephp) <span class='md-tag md-tag--info'>⭐ 455</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [runc](https://github.com/opencontainers/runc) <span class='md-tag md-tag--info'>⭐ 13237</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [crun](https://github.com/containers/crun) <span class='md-tag md-tag--info'>⭐ 3933</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [Conmon](https://github.com/containers/conmon) <span class='md-tag md-tag--info'>⭐ 479</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kubernetes.io: Container runtimes](https://kubernetes.io/docs/setup/production-environment/container-runtimes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Docker](https://www.docker.com/products/container-runtime)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [containerd.io](https://containerd.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cri-o.io](https://cri-o.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Intro to Podman](https://developers.redhat.com/blog/2018/08/29/intro-to-podman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Be careful when pulling images by short name](https://www.redhat.com/en/blog/be-careful-when-pulling-images-short-name)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -76,7 +79,6 @@
  - [dev.to: Containers without Docker (podman, buildah, and skopeo)](https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Podman Desktop](https://podman-desktop.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Podman expands to the Desktop](https://developers.redhat.com/articles/2022/10/24/podman-expands-desktop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [sherifabdlnaby/kubephp](https://github.com/sherifabdlnaby/kubephp) <span class='md-tag md-tag--info'>⭐ 455</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [iximiuz.com: In Pursuit of Better Container Images: Alpine, Distroless,' Apko, Chisel, DockerSlim, oh my!](https://iximiuz.com/en/posts/containers-making-images-better)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Introducing the Red Hat Universal Base Image 🌟](https://www.redhat.com/en/blog/introducing-red-hat-universal-base-image)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [What is Red Hat Universal Base Image?](https://developers.redhat.com/blog/2019/10/09/what-is-red-hat-universal-base-image)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -85,11 +87,9 @@
  - [developers.redhat.com: How to pick the right container base image](https://developers.redhat.com/blog/2021/04/13/how-to-pick-the-right-container-base-image)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Docker, Kaniko, Buildah](https://itnext.io/docker-kaniko-buildah-209abdde5f94)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.kubesimplify.com: Getting started with ko: A fast container image builder' for your Go applications](https://blog.kubesimplify.com/getting-started-with-ko-a-fast-container-image-builder-for-your-go-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/containers/buildah](https://github.com/containers/buildah) <span class='md-tag md-tag--info'>⭐ 8795</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [developers.redhat.com: Getting started with Buildah](https://developers.redhat.com/blog/2021/01/11/getting-started-with-buildah)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: How to live without Docker for developers - Part 1 | Migration' from Docker to Buildah and Podman](https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Skopeo](https://github.com/containers/skopeo) <span class='md-tag md-tag--info'>⭐ 10891</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>

 ## DevSecOps

@@ -114,5 +114,5 @@
  - [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) <span class='md-tag md-tag--info'>⭐ 16</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An interactive Terminal User Interface (TUI) written in Go for streaming and searching Kubernetes container logs. Grounding suggests that development has stalled (inactive for over 4 years), so while technically functional for local dev, tools like Stern or K9s are preferred in enterprise environments.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -57,5 +57,5 @@
  - **(2023)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This architectural study outlines the synchronization of infrastructure and application deployments using GitOps principles, examining the strategic union of Crossplane and continuous deployment tools.

 ---
-💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)

@@ -5,6 +5,8 @@

 ## Standard Reference

+  - [blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [crunchydata blog: Deploying Active-Active PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/active-active-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -15,14 +17,12 @@
  - [info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](https://www.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](https://www.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -48,6 +48,8 @@
  - [Crunchy PostgreSQL and Openshift](https://www.redhat.com/en/blog/leveraging-the-crunchy-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ref1](https://www.redhat.com/en/blog/understanding-service-accounts-sccs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [ref2](https://docs.openshift.com/container-platform/4.1/authentication/understanding-and-creating-service-accounts.html)
    - [ref3](https://docs.openshift.com/container-platform/4.1/authentication/managing-security-context-constraints.html#role-based-access-to-ssc_configuring-internal-oauth)
+  - [Kubernetes.io: Operator pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [crunchydata.com](https://www.crunchydata.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/CrunchyData](https://github.com/CrunchyData)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator) <span class='md-tag md-tag--info'>⭐ 4406</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
@@ -70,8 +72,6 @@
  - [ref1](https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcli/pgo-overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [crunchy-pgadmin4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/container-specifications/crunchy-pgadmin4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [pgAdmin 4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes.io: Operator pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Data Architecture

@@ -82,5 +82,5 @@
  - **(2025)** [learn.crunchydata.com](https://www.crunchydata.com/developers/tutorials) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An interactive database training portal detailing progressive PostgreSQL configuration, clustering, and troubleshooting. Crucial for architects planning highly available, stateful cloud-native storage engines.

 ---
-💡 **Explore Related:** [Databases](./databases.md) | [Message Queue](./message-queue.md) | [NoSQL](./nosql.md)
+💡 **Explore Related:** [Databases](./databases.md) | [Message Queue](./message-queue.md) | [Yaml](./yaml.md)

@@ -51,5 +51,5 @@
  - [aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to' Accelerate Infrastructure Optimization on AWS](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reviews BMW Group's production deployment of a GenAI orchestrator built on Amazon Bedrock. Highlights technical methods used to automatically review AWS cloud footprints and propose infrastructure optimizations globally.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -5,8 +5,7 @@

 ## Standard Reference

-  - [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟](https://thenewstack.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner while dishing on the weak points of each provider](https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [percona.com: DBaaS on Kubernetes: Under the Hood 🌟](https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -27,9 +26,11 @@
  - [percona.com: MySQL on Kubernetes with GitOps 🌟](https://www.percona.com/blog/mysql-on-kubernetes-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [tusacentral.com: MySQL on Kubernetes demystified](http://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes-demystified)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s](https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.flant.com: Comparing Kubernetes operators for PostgreSQL](https://palark.com/blog/comparing-kubernetes-operators-for-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly from Postgres](https://www.crunchydata.com/blog/generating-json-directly-from-postgres)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL](https://www.percona.com/blog/out-of-memory-killer-or-savior)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](https://www.crunchydata.com/blog/message-queuing-using-native-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [theregister.com: MySQL a 'pretty poor database' says departing Oracle engineer](https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.crunchydata.com: A Postgres Primer for Oracle DBAs](https://www.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -38,9 +39,9 @@
  - [Percona.com: Percona Kubernetes Operator for Percona XtraDB Cluster](https://docs.percona.com/percona-operator-for-mysql/pxc/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github](https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [xataka.com: El Excel se ha usado en la Fórmula 1 hasta que se han dado cuenta' que no es la mejor forma de controlar las 20.000 piezas del coche](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [victoriametrics.com](https://victoriametrics.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: How Database Load Balancing Completes the 3-Tiered Architecture' 🌟](https://thenewstack.io/database-load-balancing-and-the-delusion-of-3-tiered-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [sqlshack.com: SQL Database on Kubernetes: Considerations and Best Practices' 🌟](https://www.sqlshack.com/sql-database-on-kubernetes-considerations-and-best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: What Is Data Management in the Kubernetes Age?](https://thenewstack.io/what-is-data-management-in-the-kubernetes-age)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -60,6 +61,7 @@
  - [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [venturebeat.com: The rise of Kubernetes and its impact on enterprise databases](https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-enterprise-databases)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [vladmihalcea.com: Single-Primary Database Replication](https://vladmihalcea.com/single-primary-database-replication)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [intellipaat.com: Difference between DBMS and RDBMS](https://intellipaat.com/blog/dbms-vs-rdbms-difference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL](https://betterprogramming.pub/multi-tenancy-support-with-spring-boot-liquibase-and-postgresql-d41942dc0639)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: How Kubernetes and Database Operators Drive the Data Revolution](https://thenewstack.io/how-kubernetes-and-database-operators-drive-the-data-revolution)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -111,7 +113,6 @@
  - [Wikipedia: CockroachDB](https://en.wikipedia.org/wiki/Cockroach_Labs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cockroachlabs.com: Automated database operations with Terraform](https://www.cockroachlabs.com/blog/automate-database-ops-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE](https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Spilo: HA PostgreSQL Clusters with Docker](https://github.com/zalando/spilo) <span class='md-tag md-tag--info'>⭐ 1829</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [How I've Set Up HA PostgreSQL on Kubernetes (powered by Patroni, a template for PostgreSQL HA)](https://disaev.me/p/how-i-have-set-up-ha-postgresql-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) <span class='md-tag md-tag--info'>⭐ 5166</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
@@ -160,7 +161,6 @@
  - [Apache Druid](https://druid.apache.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Apache Druid: overview, running in Kubernetes and monitoring with' Prometheus](https://dev.to/setevoy/apache-druid-overview-running-in-kubernetes-and-monitoring-with-prometheus-g5j)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/dolthub/dolt](https://github.com/dolthub/dolt) <span class='md-tag md-tag--info'>⭐ 22792</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [victoriametrics.com](https://victoriametrics.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [SHMIG](https://github.com/mbucc/shmig) <span class='md-tag md-tag--info'>⭐ 474</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DATA-DOG/go-sqlmock](https://github.com/DATA-DOG/go-sqlmock) <span class='md-tag md-tag--info'>⭐ 6550</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [datafold/data-diff](https://github.com/datafold/data-diff) <span class='md-tag md-tag--info'>⭐ 2987</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -197,5 +197,5 @@
  - [SQL Studio: A Unified SQL Database Explorer](https://github.com/frectonz/sql-studio) <span class='md-tag md-tag--info'>⭐ 3539</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.

 ---
-💡 **Explore Related:** [Message Queue](./message-queue.md) | [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.md)
+💡 **Explore Related:** [Crunchydata](./crunchydata.md) | [Message Queue](./message-queue.md) | [Yaml](./yaml.md)

@@ -96,10 +96,16 @@
  - [docs.microsoft.com: Build and deploy applications to Azure by using GitHub Actions 🌟](https://learn.microsoft.com/en-us/training/modules/github-actions-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thomasthornton.cloud: If, elseif or else in GitHub Actions](https://thomasthornton.cloud/if-elseif-or-else-in-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Getting Started with Data Wrangler in VS Code](https://code.visualstudio.com/docs/datascience/data-wrangler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [bregman-arie/devops-exercises 🌟](https://github.com/bregman-arie/devops-exercises) <span class='md-tag md-tag--info'>⭐ 82450</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/Azure-Samples 🌟](https://github.com/Azure-Samples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [learntocloud.guide: 3 ways to get hands on (AWS, Azure, GCP)](https://learntocloud.guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Kubernetes Goat](https://github.com/madhuakula/kubernetes-goat) <span class='md-tag md-tag--info'>⭐ 5646</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automated API testing for the KIE Server 🌟](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [SysAdmin Casts](https://sysadmincasts.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DEVOPS Library](https://devopslibrary.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: Cloud Quick POCs](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -110,7 +116,6 @@
  - [swissarmydevops.com](https://swissarmydevops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Build a highly available Node.js application using Docker, NGINX' and AWS ELB](https://dev.to/sowmenappd/build-a-highly-available-node-js-application-using-docker-nginx-and-aws-elb-3cjp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [bregman-arie/devops-exercises 🌟](https://github.com/bregman-arie/devops-exercises) <span class='md-tag md-tag--info'>⭐ 82450</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS](https://dzone.com/articles/diy-devops-ci-and-cd-with-github-docker-and-a-vps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp 🌟](https://github.com/learning-cloud-native-go/myapp) <span class='md-tag md-tag--info'>⭐ 1092</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.stephane-robert.info: Ansible - Utiliser MySQL comme inventaire dynamique' (Use MySQL as a dynamic inventory)](https://blog.stephane-robert.info/post/ansible-utiliser-mysql-comme-inventaire-dynamique)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -188,7 +193,6 @@
  - [ahmetb/kubernetes-network-policy-recipes 🌟](https://github.com/ahmetb/kubernetes-network-policy-recipes) <span class='md-tag md-tag--info'>⭐ 6139</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD](https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane](https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: GitOps Guide to the Galaxy (Ep 12): Flux On OpenShift](https://www.youtube.com/watch?v=W_rcYPZkhFg&ab_channel=RedHat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) <span class='md-tag md-tag--info'>⭐ 1262</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [eksworkshop.com/x-ray/microservices](https://eksworkshop.com/x-ray/microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -196,7 +200,6 @@
  - [aws blogs: Git Push to Deploy Your App on EKS](https://aws.amazon.com/blogs/opensource/git-push-deploy-app-eks-gitkube)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: create your first application on aws eks kubernetes](https://medium.com/faun/create-your-first-application-on-aws-eks-kubernetes-cluster-874ee9681293)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: deploying a kubernetes cluster with amazon eks 🌟](https://dzone.com/articles/deploying-a-kubernetes-cluster-with-amazon-eks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS App Mesh with EKS and Canary deployment](https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-5503d9ba95d6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/aws-eks-kubernetes-masterclass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hbollon/k8s-voting-app-aws](https://github.com/hbollon/k8s-voting-app-aws) <span class='md-tag md-tag--info'>⭐ 34</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [aws.plainenglish.io: Deploying Application on Amazon EKS](https://aws.plainenglish.io/deploying-application-on-amazon-eks-211eb46c069c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -206,7 +209,6 @@
  - [cloud.google.com: Troubleshooting services on Google Kubernetes Engine by' example 🌟](https://cloud.google.com/blog/products/operations/troubleshooting-services-on-google-kubernetes-engine)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/MatthewCYLau: React App on Google Kubernetes Engine (GKE) with' Terraform](https://github.com/MatthewCYLau/gcp-react-gke-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine' (GKE)](https://github.com/MatthewCYLau/node-express-typescript-k8-gke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The Kubernetes Goat](https://github.com/madhuakula/kubernetes-goat) <span class='md-tag md-tag--info'>⭐ 5646</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) <span class='md-tag md-tag--info'>⭐ 18</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Verifying container signatures on Kubernetes with Gatekeeper](https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-with-gatekeeper-19a4519c3016)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Mutating Kubernetes resources with Gatekeeper](https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper-3e5585d49ead)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -220,7 +222,6 @@
  - [gitlab.com/redhatdemocentral: Healthcare](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Portfolio Architecture](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops/#)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhatdemocentral.gitlab.io/portfolio-architecture-tooling](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Getting Started with Data Wrangler in VS Code](https://code.visualstudio.com/docs/datascience/data-wrangler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟](https://developers.redhat.com/courses/openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/OpenShiftDemos 🌟](https://github.com/OpenShiftDemos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat Tutorials & Examples: github.com/redhat-developer-demos 🌟](https://github.com/redhat-developer-demos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -319,7 +320,6 @@
  - [towardsdatascience.com: Create your first CI/CD pipeline with Jenkins and' GitHub](https://towardsdatascience.com/create-your-first-ci-cd-pipeline-with-jenkins-and-github-6aefe21c9240)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](https://github.com/LerryAlexander/postman_jenkins_api_tests)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [praveendavidmathew.medium.com: Data driven testing per request without using' data file](https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-using-data-file-aeb573b4f63a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Modernize Your CI/CD Pipeline Using Jenkins X with Amazon EKS](https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [wardviaene/advanced-kubernetes-course/spinnaker 🌟](https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [imperialwicket/spinnaker-demo](https://github.com/imperialwicket/spinnaker-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -383,6 +383,8 @@
  - [medium.com/tea-networks: Kubernetes & CI/CD Pipeline](https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using' REST API – Part 1](https://blogs.sap.com/2021/07/04/cloud-integration-with-commerce-azure-blob-storage-using-rest-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blogs.sap.com: Cloud Integration with Commerce Azure Blob Storage using' REST API – Part 2](https://blogs.sap.com/2021/12/26/cloud-integration-with-commerce-azure-blob-storage-using-rest-api-part-2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud.google.com: Follow your org’s app dev best practices with Cloud Code' custom samples 🌟](https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Tutorial: Connect Amazon EKS and Azure AKS Clusters with Google Anthos](https://thenewstack.io/tutorial-connect-amazon-eks-and-azure-aks-clusters-with-google-anthos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Tutorial: Deploy Anthos Apps from GCP Marketplace into Amazon EKS Cluster](https://thenewstack.io/tutorial-deploy-anthos-apps-from-gcp-marketplace-into-amazon-eks-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -449,14 +451,13 @@
  - [dev.to/aws-builders: From Scratch: OIDC Providers](https://dev.to/aws-builders/from-scratch-oidc-providers-252d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat-actions/spring-petclinic](https://github.com/redhat-actions/spring-petclinic) <span class='md-tag md-tag--info'>⭐ 4</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo](https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automated API testing for the KIE Server 🌟](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/microsoft/azure-digital-twins-postman-samples](https://github.com/microsoft/azure-digital-twins-postman-samples) <span class='md-tag md-tag--info'>⭐ 21</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes](https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613e0b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: OpenTelemetry — Understanding SLI and SLO with OpenTelemetry' Demo](https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-demo-74c1d0b263b0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devops.com: Measuring the Progress of the OpenTelemetry Project](https://devops.com/measuring-the-progress-of-the-opentelemetry-project)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hasura.io: A Simple, Realtime, Event Driven Architecture with QR Codes](https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [sitepoint.com: A Guide to Serverless Functions and How to Deploy Them](https://www.sitepoint.com/gatsby-mdx-blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [learntocloud.guide: 3 ways to get hands on (AWS, Azure, GCP)](https://learntocloud.guide/#/projects/README)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [gitlab.com: Project Examples](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code' users](https://www.jenkins.io/events/online-hackfest/2020-uiux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -470,7 +471,6 @@
  - [Pipeline as YAML (Incubated) 🌟](https://plugins.jenkins.io/pipeline-as-yaml)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Least Load](https://plugins.jenkins.io/leastload)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Declarative Pipeline Migration Assistant](https://plugins.jenkins.io/declarative-pipeline-migration-assistant)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [gitlab.com: Project Examples](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Application Delivery

@@ -551,7 +551,6 @@
 #### Jenkins Ecosystem (1)

  - **(2018)** [**github - using jenkins pipelines with OKD**](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) <span class='md-tag md-tag--info'>⭐ 8654</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.
-  - **(2018)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Combines OpenShift Orchestration APIs with Jenkins Blue Ocean to manage continuous delivery pipelines visually. Promotes clear state-tracking, modular pipeline construction, and simplified debugging metrics.
  - [developers.redhat.com: An easier way to create custom Jenkins containers](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains streamlined procedures for producing custom, secure Jenkins container images for deployment. Focuses on minimizing layers, loading plug-ins safely during build time, and injecting enterprise parameters within Red Hat architectures.
  - [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Utility repository hosting configurations to deploy Jenkins Blue Ocean configurations instantly within early Red Hat OpenShift Container Platform environments. Serves as a reference setup for visualized pipeline states.
 ## Security
@@ -572,5 +571,5 @@
  - [SdkMan](https://sdkman.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A command-line utility for managing parallel versions of multiple Software Development Kits on most Unix-like systems. Widely used to manage JDKs, Gradle, Maven, and JBang versions in local developer setups and CI agents.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Matrix Table](./matrix-table.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Kubernetes Tools](./kubernetes-tools.md)

@@ -5,13 +5,13 @@

 ## Standard Reference

-  - [Amazon CodeWhisperer 🌟](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [geeksforgeeks.org: 7 Most In-Demand and High Paying Programming Jobs](https://www.geeksforgeeks.org/blogs/7-most-in-demand-and-high-paying-programming-jobs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [trio.dev: Angular vs React: Is Angular Dead?](https://trio.dev/angular-vs-react)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: A Better Way To Code: Documentation Driven Development](https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [GitHub Copilot](https://github.com/copilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Amazon CodeGuru Reviewer](https://aws.amazon.com/codeguru/profiler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Amazon CodeWhisperer](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: 7 API Tools for REST Developers and Testers](https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [El camino del Frontend Developer](https://github.com/mrcodedev/frontend-developer-resources) <span class='md-tag md-tag--info'>⭐ 3537</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now](https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookmark-right-now-eee01db63977)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -61,5 +61,5 @@
  - [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Community-driven performance and usability evaluation contrasting IntelliJ Rust and VSCode (rust-analyzer) workflows. Discusses compilation feedback, macro expansion speeds, and debugging tool integrations.

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -5,9 +5,9 @@

 ## Standard Reference

+  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [chakray.com: API Strategy. How to create an API Marketplace](https://chakray.com/api-strategy-how-to-create-an-api-marketplace)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [OpenShift Ecosystem: API Management on Red Hat OpenShift with 3scale](https://www.redhat.com/en/blog/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [chakray.com: Why API Lifecycle Management is a MUST for Your Organisation APIs](https://chakray.com/why-api-lifecycle-management-is-must-organisation-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [chakray.com: 11 Steps to achieving a successful API Management Strategy](https://chakray.com/11-steps-achieving-successful-api-management-strategy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [chakray.com: Por qué API LIFECYCLE MANAGEMENT es imprescindible para la organización de APIs](https://chakray.com/es/por-que-api-lifecycle-management-imprescindible-api-organizacion)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -20,6 +20,7 @@
  - [BBVA API Market](https://www.bbvaapimarket.com/es)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ING Developer Portal](https://developer.ing.com/openbanking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [ING API Marketplace](https://developer.ing.com/openbanking/api-marketplace/marketplace)
  - [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Open Source Friday: Spec Kit - What it is, the problems it solves, and how' clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -35,7 +36,6 @@
  - [API Landscape](https://www.apidays.co/api-landscape)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [API Marketplace vs API Gateway (What’s the Difference?)](https://rapidapi.com/blog/api-marketplace-vs-api-gateway-whats-the-difference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: RapidAPI Provides API Marketplace and Insight](https://dzone.com/articles/rapidapi-provides-api-marketplace-and-insight)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Open Source Friday: Spec Kit - What it is, the problems it solves, and how' clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [moesif.com: How to choose the right API Gateway for your platform: Comparison' of Kong, Tyk, Apigee, and alternatives](https://www.moesif.com/blog/technical/api-gateways/How-to-Choose-The-Right-API-Gateway-For-Your-Platform-Comparison-Of-Kong-Tyk-Apigee-And-Alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [API Management vs API Gateway: Where Does API Analytics and Monitoring Fit?](https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [API Management vs API Gateway and where does API Analytics and Monitoring fit?](https://dev.to/moesif/api-management-vs-api-gateway-and-where-does-api-analytics-and-monitoring-fit-4g75)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -114,15 +114,6 @@ Live Grounding: Delivers strategic instruction on utilizing AI capabilities, cod
 #### Prompt Engineering

  - [Claude 101: Free Guides to Master Claude](https://claude101.com) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comprehensive guides to mastering Anthropic's Claude. Focuses on system instructions, complex XML markup injection, custom tool calls, and API configuration profiles for multi-agent workflows.
-## Cloud Native Infrastructure
-
-### Service Mesh
-
-#### Istio
-
-##### Operations
-
-  - **(2021)** [solo.io: Navigating __Istio Config__: a look into Istio’s toolkit](https://www.solo.io/blog) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A guide detailing useful debugging utilities and CLI tools for validating and diagnosing Istio configuration sets. Explains how to leverage 'istioctl' diagnostics, debug configuration states, and inspect direct Envoy configuration mappings to maintain healthy cluster states.
 ## Developer Experience

 ### AI Assisted Engineering
@@ -168,5 +159,5 @@ Live Grounding: Delivers strategic instruction on utilizing AI capabilities, cod
  - **(2024)** [**GitHub Copilot CLI for Beginners: Getting Started**](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Introductory guide explaining how to integrate the terminal-based GitHub Copilot CLI to leverage natural-language shell queries, automating script development and git lifecycle executions.

 ---
-💡 **Explore Related:** [DevOps](./devops.md) | [Scaffolding](./scaffolding.md) | [SRE](./sre.md)
+💡 **Explore Related:** [DevOps](./devops.md) | [QA](./qa.md) | [Project Management Methodology](./project-management-methodology.md)

@@ -6,6 +6,7 @@
 ## Standard Reference

  - [geekflare.com: devops-tools](https://geekflare.com/devops/config-management-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Web-Check](https://web-check.xyz)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Technologies & Tools to Watch in 2021 🌟](https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -19,7 +20,6 @@
  - [medium.com/4th-coffee: 10 New DevOps Tools to Watch in 2023 🌟](https://medium.com/4th-coffee/10-new-devops-tools-to-watch-in-2023-e974dbb1f1bb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/4th-coffee: 10 Best DevOps Tools for Start-ups](https://medium.com/4th-coffee/10-best-devops-tools-for-start-ups-91eb69bc3128)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Relay](https://relay.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Web-Check](https://web-check.xyz)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments](https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1c111a7ba1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/cp-massive-programming: Deploying Devtron in a Local K8s Kind' Cluster using Terraform](https://medium.com/cp-massive-programming/deploying-devtron-in-a-local-k8s-kind-cluster-using-terraform-cea9d4d9636)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

@@ -129,16 +129,16 @@

 #### GUI Clients

-  - [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) <span class='md-tag md-tag--info'>⭐ 208</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source desktop client designed for administrative and monitoring interactions within Kubernetes clusters. Employs graphical representations of active resources to lower cognitive load during deep-dive debugging of deployments, services, and namespace configurations.
  - [KubeUI: A Desktop Kubernetes Client](https://github.com/IvanJosipovic/KubeUI) <span class='md-tag md-tag--info'>⭐ 308</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A native, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. Enhances developer agility through dynamic views of multi-cluster namespaces, container outputs, and active workload parameters.
+  - [Kubeterm: Graphical Management Tool for Kubernetes](https://github.com/kbterm/kubeterm) <span class='md-tag md-tag--info'>⭐ 208</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An open-source desktop client designed for administrative and monitoring interactions within Kubernetes clusters. Employs graphical representations of active resources to lower cognitive load during deep-dive debugging of deployments, services, and namespace configurations.
 ## Platform Engineering (1)

 ### AI Integration

 #### Agentic Engineering

-  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
  - [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) <span class='md-tag md-tag--info'>⭐ 1718</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, inspect pipeline logs, and orchestrate PR reviews dynamically.
+  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
 #### Coding Assistants

  - [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official GitHub product announcement marking the General Availability of GitHub Copilot's automated pipeline diagnostics. Empowers developers to quickly resolve failing CI/CD builds by getting clear, contextual, AI-driven summaries and remediation plans.
@@ -177,12 +177,7 @@
 #### Philosophical Frameworks

  - [thenewstack.io: DevOps Is Fed by a Tools Culture Loop](https://thenewstack.io/devops-is-fed-by-a-tools-culture-loop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Commentary exploring the dynamic intersection between DevOps organizational practices, corporate cultures, and how continuous toolchain feedback loops dictate infrastructure modernization.
-### Version Control
-
-#### Branching Strategies
-
-  - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Originally published by VictorOps (now acquired by Splunk as Splunk On-Call), this guide provides a direct comparison between Trunk-Based Development and GitFlow. It outlines the operational trade-offs between stability-centric scheduled release cycles and fast continuous deployment.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -5,12 +5,14 @@

 ## Standard Reference

+  - [thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Why IT automation training is a smart way to boost your career](https://www.redhat.com/en/blog/it-automation-training)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Top 15 DevOps blogs to read and follow](https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [deloitte.com: Culture change, not tech, is the secret to DevOps success (podcast) 🌟](https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [bikeshed.fm: The Bike Shed](https://bikeshed.thoughtbot.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [thenewstack.io: Kubernetes is the Accepted Platform for Cloud Native Computing](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [containerjournal.com: How the Rise of Containers Will Drive DevOps](https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [BBVA - DevOps: qué es y cómo mejorar los procesos gracias a esta estrategia](https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟](https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -22,7 +24,6 @@
  - [containerjournal.com: Kubernetes Enables DevOps-as-a-Service (DaaS) 🌟](https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoworld.com: 5 devops practices to improve application reliability](https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Tales from the field: A system administrator's guide to IT automation](https://www.redhat.com/en/blog/it-automation-book)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.blog: 5 DevOps tips to speed up your developer workflow 🌟](https://github.blog/developer-skills/5-devops-tips-to-speed-up-your-developer-workflow)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?](https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoworld.com: How multicloud changes devops](https://www.infoworld.com/article/2337920/how-multicloud-changes-devops.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -38,21 +39,25 @@
  - [infoworld.com: Why platform engineering?](https://www.infoworld.com/article/2338392/why-platform-engineering.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [seal.io: Open Source Platform Engineering for Dev & Ops](https://gpustack.ai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Port](https://www.port.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cloud.google.com: DevOps](https://cloud.google.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Cloud Developer Tools](https://cloud.google.com/products/tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟](https://github.com/DevOps-Projects-Ideas/DevOps-Books) <span class='md-tag md-tag--info'>⭐ 667</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Ansible for DevOps Examples](https://github.com/geerlingguy/ansible-for-devops) <span class='md-tag md-tag--info'>⭐ 9761</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Zebrium](https://www.zebrium.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome Chaos Engineering](https://github.com/dastergon/awesome-chaos-engineering) <span class='md-tag md-tag--info'>⭐ 6564</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Terraform: Get User Principal Name (UPN) of User Running Deployment without' Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome Chaos Engineering](https://github.com/dastergon/awesome-chaos-engineering) <span class='md-tag md-tag--info'>⭐ 6564</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Ansible for DevOps Examples](https://github.com/geerlingguy/ansible-for-devops) <span class='md-tag md-tag--info'>⭐ 9761</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [cloud.google.com: DevOps](https://cloud.google.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Cloud Developer Tools](https://cloud.google.com/products/tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [reddit.com/r/devops](https://www.reddit.com/r/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [enterprisersproject.com: DevOps: 5 things teams need from CIOs](https://enterprisersproject.com/article/2020/7/devops-5-things-teams-need)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Understanding DevOps](https://www.redhat.com/en/topics/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -78,7 +83,6 @@
  - [infoq.com: Dark Side of DevOps - the Price of Shifting Left and Ways to' Make it Affordable](https://www.infoq.com/articles/devops-shifting-left)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat automation glossary 🌟](https://www.redhat.com/en/blog/red-hat-automation-glossary)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devops.com](https://devops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devopscube.com](https://devopscube.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devopszone.info](https://www.devopszone.info)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -87,7 +91,6 @@
  - [devopslearners.com](https://devopslearners.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [orange-quarter.com: Upskill yourself with these 5 DevOps resources](https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mrcloudbook.com: Mr Cloud Book](https://mrcloudbook.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/DevOps-Projects-Ideas/DevOps-Books 🌟🌟](https://github.com/DevOps-Projects-Ideas/DevOps-Books) <span class='md-tag md-tag--info'>⭐ 667</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/paragpallavsingh/90DaysOfDevOps: 90DaysOfDevOps Challenge](https://github.com/paragpallavsingh/90DaysOfDevOps) <span class='md-tag md-tag--info'>⭐ 11</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud.google.com: State of DevOps 2021 🌟](https://cloud.google.com/blog/products/devops-sre/announcing-dora-2021-accelerate-state-of-devops-report)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: Configuration Drift 🌟](https://dzone.com/articles/configuration-drift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -96,7 +99,7 @@
  - [fairwinds.com: Configuration Drift in Kubernetes - What Is It and Why it' Matters 🌟](https://www.fairwinds.com/blog/configuration-drift-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [env0.com: Automated Drift Detection 🌟](https://www.env0.com/blog/automated-drift-detection-with-env0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: How Drift Detection and IaC Help Maintain a Secure Infrastructure](https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infrastructure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com: The case for making the transition from sysadmin to DevOps' engineer 🌟](https://opensource.com/article/19/7/devops-vs-sysadmin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com: How to transition into a career as a DevOps engineer](https://opensource.com/article/19/7/how-transition-career-devops-engineer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com: A beginner's guide to everything DevOps 🌟](https://opensource.com/article/20/2/devops-beginners)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -207,7 +210,6 @@
  - [devops.com: The Rise of NetDevOps and CI/CD Pipeline Solutions](https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs](https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Zebrium](https://www.zebrium.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Debuild](https://debuild.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [seekwell](https://www.seekwell.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: The Coming Era of Data as Code 🌟](https://thenewstack.io/the-coming-era-of-data-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -216,7 +218,6 @@
  - [youtube playlist: DevOps - SonarQube, Artifactory, JFrog, Jenkins, Maven,' etc 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akoYTAboxT1AbHlPmrvRYYZ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube playlist: Docker 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-amqyqHceAhkcsopzi4PFcKc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube playlist: Kubernetes 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [platformengineering.org](https://platformengineering.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io/platform-engineering](https://thenewstack.io/platform-engineering)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [honeycomb.io: The Future of Ops Is Platform Engineering 🌟](https://www.honeycomb.io/blog/future-ops-platform-engineering)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -255,7 +256,6 @@
  - [Atlassian Compass](https://www.atlassian.com/software/compass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/KusionStack/kusion](https://github.com/KusionStack/kusion) <span class='md-tag md-tag--info'>⭐ 1306</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Infrastructure as Code in DevOps](https://alpacked.io/blog/infrastructure-as-code-for-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [reddit.com/r/devops](https://www.reddit.com/r/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Agentic Engineering

@@ -329,11 +329,6 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 ##### AWS (1)

  - [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
-### Site Reliability Engineering
-
-#### Foundations
-
-  - **(2024)** [itprotoday.com: Why Site Reliability Engineering Is Key to Modern DevOps](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An executive analysis examining why SRE architecture is a vital component of any modern, high-density DevOps delivery system trying to limit service down-time.
 ## Public Cloud Infrastructure

 ### AWS Ecosystem
@@ -377,5 +372,5 @@ Live Grounding: Features structural overviews of AWS CodePipeline, CodeBuild, an
  - [tecmint.com 🌟](https://www.tecmint.com)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An extensive, highly active Linux documentation repository delivering step-by-step guides on server administration, shell scripting, and infrastructure configuration for sysadmins and DevOps engineers.

 ---
-💡 **Explore Related:** [Scaffolding](./scaffolding.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
+💡 **Explore Related:** [QA](./qa.md) | [Project Management Methodology](./project-management-methodology.md) | [Developerportals](./developerportals.md)

@@ -5,10 +5,12 @@

 ## Standard Reference

+  - [armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed to the latest K8s Symlink vulnerability (CVE-2021-25741)](https://www.armosec.io/cve-vulnerability-database)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration Risks?](https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workflows)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed to the latest K8s Symlink vulnerability (CVE-2021-25741)](https://www.armosec.io/cve-vulnerability-database)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [grype: a vulnerability scanner for container images and filesystems](https://github.com/anchore/grype) <span class='md-tag md-tag--info'>⭐ 12262</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Project Calico](https://www.projectcalico.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Exploring the (lack of) security in a typical Docker and Kubernetes installation](https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-and-kubernets-installation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together](https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [addteq.com: The REAL Difference between DevOps and DevSecOps](https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devsecops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -37,7 +39,6 @@
  - [dzone: DevOps Pipeline Quality Gates: A Double-Edged Sword](https://dzone.com/articles/devops-pipeline-quality-gates-a-double-edged-sword)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Focusing on the DevOps Pipeline 🌟](https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833d15edf0bd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cncf.io: Identifying Kubernetes Config Security Threats: Pods Running as' Root](https://www.cncf.io/blog/2020/06/16/identifying-kubernetes-config-security-threats-pods-running-as-root)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Project Calico](https://www.projectcalico.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [betterprogramming.pub: Kubernetes Security With Falco](https://betterprogramming.pub/kubernetes-security-with-falco-2eb060d3ae7d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [vashishtsumit89.medium.com: Security/Pen Testing: A guide to run OWASP Zap' headless in containers for CI/CD pipeline](https://vashishtsumit89.medium.com/security-pen-testing-a-guide-to-run-owasp-zap-headless-in-containers-for-ci-cd-pipeline-ddb580dae3c8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities](https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerabilities)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -110,7 +111,6 @@
  - [bridgecrew](https://bridgecrew.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [bridgecrew.io: Tutorial: Incorporate IaC Security in your CI/CD pipeline' with Bridgecrew, Jenkins, and GitHub](https://bridgecrew.io/blog/tutorial-incorporate-iac-security-in-your-ci-cd-pipeline-with-bridgecrew-jenkins-and-github)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itbusinessedge.com: Okta vs. Azure AD: IAM Tool Comparison](https://www.itbusinessedge.com/security/okta-vs-azure-ad)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [grype: a vulnerability scanner for container images and filesystems](https://github.com/anchore/grype) <span class='md-tag md-tag--info'>⭐ 12262</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes' secrets](https://github.com/kubernetes-sigs/secrets-store-csi-driver) <span class='md-tag md-tag--info'>⭐ 1530</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Application Security
@@ -228,11 +228,6 @@
 #### Security Tooling

  - [cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for' Network Intrusion](https://github.com/cybersecsi/HOUDINI) <span class='md-tag md-tag--info'>⭐ 1251</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A catalog containing hundreds of preconfigured Docker images optimized for security audit operations, network mapping, and intrusion evaluation. Note: The repository has seen limited recent updates but remains structurally valuable.
-### Policy Enforcement
-
-#### Open Policy Agent
-
-  - **(2021)** [infracloud.io: Kubernetes Pod Security Policies with Open Policy Agent](https://www.infracloud.io/blogs/kubernetes-pod-security-policies-opa) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Addresses the transition from obsolete Kubernetes Pod Security Policies (PSPs) to Open Policy Agent (OPA) Gatekeeper. Explores how to leverage declarative constraints using the Rego engine to strictly manage admission control actions.
 ### Secrets Management (1)

 #### Bitwarden
@@ -425,10 +420,10 @@
  - [thenewstack.io: Infrastructure-as-Code: 6 Best Practices for Securing Applications' 🌟](https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Presents six foundational guidelines for securing IaC templates before cloud deployments. Contrast: Curator Insight limits its scope to simple template linters, while Live Grounding confirms that evaluating IaC using declarative Policy-as-Code engines (like OPA) is the standard method to block configuration drift. Essential reference.
 #### Static Analysis (1)

-  - [blog.christophetd.fr: Shifting Cloud Security Left — Scanning Infrastructure' as Code for Security Issues](https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep-dive analysis on shifting cloud security left by scanning Infrastructure as Code (IaC) templates for misconfigurations before deployment. Contrast: Curator Insight targets traditional static code checks, while Live Grounding validates that integrating tools like tfsec, Checkov, and Kics directly into CI/CD is now an industry standard. Essential for platform engineering security.
  - [KubeLinter](https://github.com/stackrox/kube-linter) <span class='md-tag md-tag--info'>⭐ 3450</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A static analysis tool that analyzes Kubernetes YAML manifests and Helm charts against best practices for security and production readiness. Checks for running as root, container security context settings, and missing resource limits.
-  - [thenewstack.io: StackRox KubeLinter Brings Security Linting to Kubernetes](https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Introduces StackRox's KubeLinter tool, exploring its core capabilities to audit deployment manifests and Helm templates before operational execution. Details standard rule definitions and highlights strategies for developer integration.
  - [github.com/yannh/kubeconform 🌟](https://github.com/yannh/kubeconform) <span class='md-tag md-tag--info'>⭐ 3033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly performant Kubernetes manifest validator written in Go, acting as a faster alternative to `kubeval`. Validates resource specifications against OpenAPI schemas, supporting custom resource definitions (CRDs) seamlessly in CI/CD environments.
+  - [blog.christophetd.fr: Shifting Cloud Security Left — Scanning Infrastructure' as Code for Security Issues](https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep-dive analysis on shifting cloud security left by scanning Infrastructure as Code (IaC) templates for misconfigurations before deployment. Contrast: Curator Insight targets traditional static code checks, while Live Grounding validates that integrating tools like tfsec, Checkov, and Kics directly into CI/CD is now an industry standard. Essential for platform engineering security.
+  - [thenewstack.io: StackRox KubeLinter Brings Security Linting to Kubernetes](https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Introduces StackRox's KubeLinter tool, exploring its core capabilities to audit deployment manifests and Helm templates before operational execution. Details standard rule definitions and highlights strategies for developer integration.
  - [thenewstack.io: Security Insights into Infrastructure-as-Code](https://thenewstack.io/security-insights-into-infrastructure-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Details security challenges present in IaC files across Terraform, Ansible, and CloudFormation. Analyzes typical misconfiguration risks (such as public S3 buckets, open security groups) and demonstrates the value of automated programmatic verification.
 ### Pipeline Security

@@ -798,7 +793,7 @@
 #### Container Security Platforms

  - **(2026)** [**stackrox.com**](https://www.redhat.com/en/technologies/cloud-computing/openshift/advanced-cluster-security-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Red Hat Advanced Cluster Security (formerly StackRox) provides Kubernetes-native guardrails to secure application life cycles across build, deploy, and runtime phases. Operating deep within the cluster infrastructure, it leverages declarative policies to enforce network segmentation, assess vulnerability risk, and monitor active configurations.
-#### Policy Enforcement (1)
+#### Policy Enforcement

  - [Securing Kubernetes With Anchore](https://anchore.com/kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — This reference highlights Anchore's integration into Kubernetes systems to enforce compliance and vulnerability policies. It showcases the utilization of native admission controllers to intercept deployment requests and reject any images failing automated security criteria.
 #### Secrets Auditing
@@ -888,10 +883,10 @@
  - **(2021)** [techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider extension for Arc enabled Kubernetes clusters](https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Details the expansion of Azure Key Vault capabilities to edge and multi-cloud nodes using Azure Arc-enabled Kubernetes clusters. Offers uniform cloud security controls outside standard Azure datacenters.
 #### Injection

+  - [K8s Vault Webhook 🌟](https://ot-container-kit.github.io/k8s-vault-webhook) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An admission webhook targeting automated HashiCorp Vault secrets injection inside pod templates. Replaces the necessity for heavy sidecar container orchestration inside lightweight pods.
  - [devopscube.com: Vault Agent Injector Tutorial: Inject Secrets to Pods Using' Vault Agent](https://devopscube.com/vault-agent-injector-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — In-depth guide showing how to use the Vault Agent Injector service. Explains how mutations based on Pod annotations auto-populate secrets into dynamic system volumes, minimizing application-level logic modifications.
  - [alexandre-vazquez.com: How To Inject Secrets in Pods To Improve Security' with Hashicorp Vault in 5 Minutes 🌟](https://alexandre-vazquez.com/inject-secrets-in-pods-using-hashicorp-vault)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A quick-start configuration tutorial for implementing vault-agent sidecar injection in under 5 minutes. Simplifies standard documentation into a practical, actionable snippet guide.
  - [itnext.io: Secrets injection at runtime from external Vault into Kubernetes' — POC](https://itnext.io/secrets-injection-from-external-vault-into-kubernetes-poc-83a52c8cf5cb) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical proof-of-concept for dynamic runtime injection utilizing external Vault endpoints. Bypasses Kubernetes native secrets store entirely to reduce security exposures.
-  - [K8s Vault Webhook 🌟](https://ot-container-kit.github.io/k8s-vault-webhook) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An admission webhook targeting automated HashiCorp Vault secrets injection inside pod templates. Replaces the necessity for heavy sidecar container orchestration inside lightweight pods.
 #### Introduction

  - [digitalvarys.com: Simple Introduction to HashiCorp Vault](https://digitalvarys.com/simple-introduction-to-hashicorp-vault)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A simplified, beginner-friendly walkthrough of Vault core terms, architecture, and deployment principles. Covers seal and unseal mechanics, storage backends, and simple key-value reading.
@@ -989,5 +984,5 @@
  - [torq.io: 5 Security Automation Examples for Non-Developers](https://torq.io/blog/5-security-automation-examples-for-non-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides five actionable automation playbooks for SecOps teams to streamline alert triage and response actions. Contrast: Curator Insight presents low-code solutions for non-developers, while Live Grounding shows that automating through structured JSON endpoints and centralized notification platforms is key to keeping MTTR minimal. Practical operational guide.

 ---
-💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Ansible](./ansible.md)

@@ -11,5 +11,5 @@


 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)

@@ -7,8 +7,8 @@

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

 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -37,14 +37,16 @@
  - [crunchtools.com: A Comparison of Linux Container Images](http://crunchtools.com/comparison-linux-container-images)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and Standalone Container Tools 🌟](https://jfrog.com/learn/devops/alternatives-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.logrocket.com: Top Docker alternatives for 2022](https://blog.logrocket.com/docker-alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) <span class='md-tag md-tag--info'>⭐ 36056</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [Awesome Compose 🌟](https://github.com/docker/awesome-compose) <span class='md-tag md-tag--info'>⭐ 45355</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [Docker for LLMs](https://www.docker.com/llm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [github.com/google/go-containerregistry 🌟](https://github.com/google/go-containerregistry) <span class='md-tag md-tag--info'>⭐ 3881</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [nerdctl 🌟](https://github.com/containerd/nerdctl) <span class='md-tag md-tag--info'>⭐ 10104</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [kaniko](https://github.com/GoogleContainerTools/kaniko) <span class='md-tag md-tag--info'>⭐ 15762</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [technology.doximity.com: Buildpacks vs Dockerfiles 🌟](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone refcard: Getting Started with Docker](https://dzone.com/refcardz/getting-started-with-docker-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone refcard: Java Containerization 🌟](https://dzone.com/refcardz/java-containerization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -67,7 +69,6 @@
  - [docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 2 🌟](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloudsavvyit.com: How to Use Cron With Your Docker Containers](https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: Docker Hub and JFrog Partnership Removes Image Pull Limits for' Artifactory Users](https://www.infoq.com/news/2021/01/docker-jfrog-partnership)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [technology.doximity.com: Buildpacks vs Dockerfiles 🌟](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [docker.com: Containerized Python Development – Part 1](https://www.docker.com/blog/containerized-python-development-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [pythonspeed.com: The worst so-called “best practice” for Docker](https://pythonspeed.com/articles/security-updates-in-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Making environment variables accessible in front-end' containers](https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -159,10 +160,7 @@
  - [iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](https://iximiuz.com/en/posts/docker-debug-slim-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: 9 Docker Extensions Every Developer Must Try](https://dev.to/docker/9-docker-extensions-every-developer-must-try-1no2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/Saniewski/mongo-express-docker-extension](https://github.com/Saniewski/mongo-express-docker-extension) <span class='md-tag md-tag--info'>⭐ 11</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) <span class='md-tag md-tag--info'>⭐ 36056</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [Awesome Compose 🌟](https://github.com/docker/awesome-compose) <span class='md-tag md-tag--info'>⭐ 45355</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [medium: Docker anti-patterns | Codefresh](https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [brianchristner.io: How to use Docker Security Scan Locally](https://brianchristner.io/how-to-use-docker-scan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [snyk.io: 10 Docker Security Best Practices 🌟](https://snyk.io/blog/10-docker-image-security-best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: Is Docker Secure Enough?](https://www.infoq.com/articles/securing-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -199,7 +197,6 @@
  - [ttl.sh: Anonymous & ephemeral Docker image registry 🌟](https://ttl.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [buildg: Interactive debugger for Dockerfile 🌟](https://github.com/ktock/buildg) <span class='md-tag md-tag--info'>⭐ 1495</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: Debugging Large and Complex Dockerfiles Gets Easier with Buildg](https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/google/go-containerregistry 🌟](https://github.com/google/go-containerregistry) <span class='md-tag md-tag--info'>⭐ 3881</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [jesseduffield/lazydocker](https://github.com/jesseduffield/lazydocker) <span class='md-tag md-tag--info'>⭐ 51111</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience 🌟](https://www.docker.com/blog/telepresence-for-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/containrrr/watchtower](https://github.com/containrrr/watchtower) <span class='md-tag md-tag--info'>⭐ 24618</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
@@ -225,23 +222,25 @@
  - [altoros.com: Streamlining the Creation of Docker Images with Cloud Native' Buildpacks](https://www.altoros.com/blog/streamlining-the-creation-of-docker-images-with-cloud-native-buildpacks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks](https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to/pmbanugo: Goodbye Dockerfiles: Build Secure & Optimised Node.js Container' Images with Cloud Native Buildpacks](https://dev.to/pmbanugo/goodbye-dockerfiles-build-secure-optimised-nodejs-container-images-with-cloud-native-buildpacks-489p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: nerdctl: Docker-compatible CLI for contaiNERD](https://medium.com/nttlabs/nerdctl-359311b32d0e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [nerdctl 🌟](https://github.com/containerd/nerdctl) <span class='md-tag md-tag--info'>⭐ 10104</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [img](https://github.com/genuinetools/img) <span class='md-tag md-tag--info'>⭐ 3986</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [jib](https://github.com/GoogleContainerTools/jib) <span class='md-tag md-tag--info'>⭐ 14402</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [kaniko](https://github.com/GoogleContainerTools/kaniko) <span class='md-tag md-tag--info'>⭐ 15762</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Replace Docker Desktop with lima](https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: Alternatives to Docker Desktop](https://dzone.com/articles/alternatives-to-docker-desktop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application](https://dzone.com/articles/docker-alternatives-10-alternatives-to-docker-for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

-## Cloud Native AI
+## Cloud Infrastructure

-### Big Data Orchestration
+### Training

-#### Spark on Kubernetes
+#### Multi-Cloud Platforms

-  - **(2021)** [datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available](https://www.datamechanics.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Platform news highlighting Apache Spark 3.1 generally available support for native Kubernetes.
-Live Grounding: Covers the native scheduling capabilities, decommissioning behaviors, and executor tracking improvements that made Kubernetes a first-class citizen for Spark.
+  - **(2021)** [acloudguru.com](https://www.pluralsight.com/cloud-guru)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A premier enterprise learning platform specialized in modern cloud-native system training. Delivers deep hands-on sandbox labs, certification preparation curricula, and continuous technical playground resources.
 ## Cloud Native Security

 ### Supply Chain Security
@@ -279,5 +278,5 @@ Live Grounding: Covers the native scheduling capabilities, decommissioning behav
  - **(2026)** [Test an insecure registry 🌟](https://docs.docker.com/retired) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Retired Docker documentation dealing with configurations of insecure, unencrypted private registries. Preserved for diagnosing vintage local developer configurations.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Serverless](./serverless.md) | [OCP 3](./ocp3.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -12,5 +12,5 @@


 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -42,5 +42,5 @@
  - [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step instruction illustrating how to inject specialized .NET SDK contexts and compilation knowledge bases into autonomous coding agents to optimize C# generation pipelines.

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -16,5 +16,5 @@


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -6,13 +6,13 @@
 ## Standard Reference

  - [tutorialspoint.com](http://www.tutorialspoint.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [wiki.bash-hackers.org](https://wiki.bash-hackers.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learn.openshift.com](https://learn.openshift.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [zeef.com: e-learning](https://e-learning.zeef.com/tracy.parish)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Udemy.com](https://www.udemy.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Udacity.com](https://eu.udacity.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [guru99.com](https://www.guru99.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [wiki.bash-hackers.org](https://wiki.bash-hackers.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [harvard.edu: CS50: Introduction to Computer Science (free)](https://pll.harvard.edu/course/cs50-introduction-computer-science)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/javarevisited: 11 Best Java Microservices Courses with Spring' Boot and Spring Cloud in 2022](https://medium.com/javarevisited/10-best-java-microservices-courses-with-spring-boot-and-spring-cloud-6d04556bdfed)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

@@ -121,5 +121,5 @@
  - [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A curated GitHub repository containing end-to-end real-world DevOps projects. Implements standard infrastructure-as-code deployments, multi-tier CI/CD pipelines, and structured orchestration designs.

 ---
-💡 **Explore Related:** [Finops](./finops.md) | [Recruitment](./recruitment.md) | [Appointment Scheduling](./appointment-scheduling.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Recruitment](./recruitment.md) | [Finops](./finops.md)

@@ -12,5 +12,5 @@


 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -89,6 +89,13 @@
 #### Container Storage

  - [thenewstack.io: Choosing Between Container-Native and Container-Ready Storage' 🌟](https://thenewstack.io/choosing-between-container-native-and-container-ready-storage) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--info'>[LEGACY]</span> — Curator Insight: Demystifies cloud-native storage interfaces (CSI), comparing storage systems designed natively for Kubernetes with legacy storage adaptions. Live Grounding: Key guide for cloud architects evaluating storage performance, resilience, automated dynamic provisioning, and multi-protocol scaling features.
+## Networking
+
+### Web Servers
+
+#### Nginx
+
+  - **(2026)** [==Nginx==](https://www.f5.com/products/nginx) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Nginx is the premier high-performance web server, reverse proxy, and ingress standard globally. Its lightweight event-driven design allows it to process high-concurrency traffic patterns with extremely predictable memory and CPU footprints.
 ## Platform Engineering

 ### Cloud Native
@@ -98,5 +105,5 @@
  - [developers.redhat.com: Why Kubernetes native instead of cloud native? 🌟](https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-cloud-native)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Highlights the distinction between applications run on cloud infrastructure and systems designed specifically to leverage native Kubernetes operators and structures. Live Grounding: Analyzes how API extensions, CRDs, and native configuration constructs improve resilience, efficiency, and resource utilization.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -22,6 +22,7 @@
  - [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [FinOps Foundation: FinOps.org](https://www.finops.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: DevOps, NoOps, and Now FinOps?](https://medium.com/better-programming/devops-noops-finops-64e0df91bcb8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [aws.amazon.com: Introducing FinOps—Excuse Me, DevSecFinBizOps](https://aws.amazon.com/es/blogs/enterprise-strategy/introducing-finops-excuse-me-devsecfinbizops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -49,7 +50,6 @@
  - [github.com/mivano/azure-cost-cli](https://github.com/mivano/azure-cost-cli) <span class='md-tag md-tag--info'>⭐ 1117</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [https://learn.microsoft.com: View Kubernetes costs (AKS)](https://learn.microsoft.com/en-us/azure/cost-management-billing/costs/view-kubernetes-costs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/armory: Continuous Cost Optimization for Kubernetes](https://medium.com/armory/continuous-cost-optimization-for-kubernetes-4361045f0215)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [learnk8s/xlskubectl](https://github.com/learnk8s/xlskubectl)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/empathyco: Cloud FinOps — Part 4: Kubernetes Cost Report](https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be02dc3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/@danielepolencic: In Kubernetes, are there hidden costs to' running many cluster nodes?](https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-65aee1946afd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter](https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -104,5 +104,5 @@
  - [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un compendio técnico sobre los errores más comunes y costosos en el diseño de arquitecturas serverless. Ofrece un análisis crítico de fallos reales de concurrencia, inicios en frío ("cold starts"), costos fuera de control e integración de servicios, sirviendo como guía de advertencia para diseñadores de sistemas distribuidos. [SPANISH CONTENT]

 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Appointment Scheduling](./appointment-scheduling.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)

@@ -11,11 +11,12 @@
  - [acloudguru.com: Adopting GitOps for Kubernetes on AWS 🌟](https://www.pluralsight.com/resources/blog/cloud/adopting-gitops-for-kubernetes-on-aws?utm_source=linkedin&utm_medium=social&utm_campaign=kubernetesblog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [docs.microsoft.com: Configurations and GitOps with Azure Arc enabled Kubernetes](https://learn.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/onedr0p/flux-cluster-template: Template for deploying k3s backed by Flux](https://github.com/onedr0p/cluster-template) <span class='md-tag md-tag--info'>⭐ 2742</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) <span class='md-tag md-tag--info'>⭐ 1640</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Flux](https://fluxcd.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github: Flux](https://github.com/fluxcd/flux) <span class='md-tag md-tag--info'>⭐ 6864</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [github: Flux Version 2](https://github.com/fluxcd/flux2) <span class='md-tag md-tag--info'>⭐ 8136</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [dzone: Developing Applications on Multi-tenant Clusters With Flux and Kustomize](https://dzone.com/articles/developing-applications-on-multitenant-clusters-wi)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS' KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.sldk.de: Introduction to GitOps on Kubernetes with Flux v2 🌟](https://blog.sldk.de/2021/02/introduction-to-gitops-on-kubernetes-with-flux-v2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloud-viadee.medium.com: GitOps for IT-Architects: Transparent and Secure' Kubernetes deployments](https://cloud-viadee.medium.com/gitops-for-it-architects-6312e7822819)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -38,9 +39,8 @@
  - [dzone.com: GitOps: Flux vs Argo CD 🌟](https://dzone.com/articles/gitops-flux-vs-argo-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.aenix.io: Argo CD vs Flux CD](https://blog.aenix.io/argo-cd-vs-flux-cd-7b1d67a246ca)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cncf.io: How to GitOps your Terraform](https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/flux-iac/tofu-controller](https://github.com/flux-iac/tofu-controller) <span class='md-tag md-tag--info'>⭐ 1640</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>


 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Argo](./argo.md) | [CI/CD](./cicd.md)

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

 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)

@@ -5,9 +5,10 @@

 ## Standard Reference

-  - [GitKraken Git Cheat](https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [GitHub Copilot](https://github.com/copilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [GitKraken Git Cheat](https://www.gitkraken.com/pdfs/gitkraken-git-gui-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [fourtheorem.com: How to end Microservice pain and embrace the Monorepo](https://fourtheorem.com/monorepo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [about.gitlab.com: GitLab 13.11 released with Kubernetes Agent and Pipeline Compliance](https://docs.gitlab.com/releases)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.blog: Getting started with GitHub Actions just got easier!](https://github.blog/news-insights/product-news/getting-started-with-github-actions-just-got-easier)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for debugging)](https://fleetdm.com/engineering/tips-for-github-actions-usability)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [openshift.com: Deploying to OpenShift using GitHub Actions](https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -625,6 +626,7 @@

  - **(2020)** [kean.github.io: Trunk-Based Development](https://kean.blog/post/trunk-based-development) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An insightful perspective on adopting Trunk-Based Development within modern development teams. The article details the practical benefits, cultural adjustments, and critical testing architectures required to maintain a stable, deployable master branch without breaking changes.
  - **(2018)** [git-flow.readthedocs.io](https://git-flow.readthedocs.io/en/latest) 🌟🌟🌟 <span class='md-tag md-tag--info'>[LEGACY]</span> — Official ReadTheDocs documentation for the CLI extension wrapper `git-flow` created to automate Driessen's branching model. It remains a helpful reference for developers managing legacy codebases that require automated creation of feature, release, and hotfix tracking structures.
+  - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Originally published by VictorOps (now acquired by Splunk as Splunk On-Call), this guide provides a direct comparison between Trunk-Based Development and GitFlow. It outlines the operational trade-offs between stability-centric scheduled release cycles and fast continuous deployment.
  - **(2014)** [aprendegit.com: git-flow: la rama develop y uso de feature branches](http://aprendegit.com/git-flow-la-rama-develop-y-uso-de-feature-branches) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A native Spanish guide detailing the execution of GitFlow, specifically focusing on the relationship between development branches and short-lived features. Explains branch merging rules step-by-step for teams working in collaborative Spanish-speaking developer ecosystems. [SPANISH CONTENT]
  - [Git-flow cheatsheet](https://danielkummer.github.io/git-flow-cheatsheet/index.html)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly interactive and multilingual cheat sheet illustrating the lifecycle of branches in Vincent Driessen's GitFlow model. This reference acts as an indispensable, quick-lookup guide for understanding CLI commands for features, releases, and hotfixes.
  - [Git Flow](https://nvie.com/posts/a-successful-git-branching-model)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The original, widely adopted 2010 post by Vincent Driessen introducing the Git Flow branching model. While historically revolutionary for structured releases, modern consensus and the author's own 2020 update reflect that this model introduces excessive complexity for continuous delivery pipelines.
@@ -787,5 +789,5 @@
  - [css-tricks.com: Git: Switching Unstaged Changes to a New Branch](https://css-tricks.com/git-switching-unstaged-changes-to-a-new-branch) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Offers concrete workflows for isolating and moving accidental master/main modifications into a cleanly isolated feature branch. Demonstrates terminal patterns using checkout/switch commands while safeguarding index status.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -6,6 +6,9 @@
 ## Standard Reference

  - [Config Sync Overview](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟](https://www.redhat.com/en/blog/from-code-to-production-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [HashiCorp Waypoint](https://developer.hashicorp.com/waypoint)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [jenkins-x.io](https://jayex.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for DevOps](https://thenewstack.io/software-development)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [geekflare.com: An Introduction to GitOps](https://geekflare.com/topic/development)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [openshift.com: Our Favorite Things from GitOps Con at KubeCon EU 🌟](https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -33,15 +36,20 @@
  - [openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally Available 🌟](https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloudogu.com: Automation Assistants: GitOps tools in comparison 🌟](https://platform.cloudogu.com/en/blog/gitops-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Anthos Config Management](https://docs.cloud.google.com/kubernetes-engine/docs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [waypointproject.io](https://developer.hashicorp.com/waypoint)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [openshift.com: From Code to Production with GitOps, Tekton and ArgoCD](https://www.redhat.com/en/blog/from-code-to-production-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [jenkins-x.io](https://jayex.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [weave.works: Weave Kubernetes Platform](https://www.weave.works/)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Announcing Private Preview: ArgoCD through Microsoft GitOps](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [weave.works: Weave Kubernetes Platform](https://www.weave.works/)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [FossFLOW](https://github.com/stan-smith/FossFLOW)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github: Flux](https://github.com/fluxcd/flux) <span class='md-tag md-tag--info'>⭐ 6864</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS' KMS + Flux)](https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [FossFLOW](https://github.com/stan-smith/FossFLOW)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [open-cluster-management.io](https://open-cluster-management.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/stakater/Xposer](https://github.com/stakater/Xposer) <span class='md-tag md-tag--info'>⭐ 32</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) <span class='md-tag md-tag--info'>⭐ 2469</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Kubestack 🌟](https://www.kubestack.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management' in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [gitops.tech 🌟](https://www.gitops.tech)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [OpenGitOps.dev 🌟](https://opengitops.dev)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/topics/gitops 🌟](https://github.com/topics/gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -146,10 +154,8 @@
  - [github.com/glasskube/glasskube](https://github.com/glasskube/glasskube) <span class='md-tag md-tag--info'>⭐ 3491</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [Flagger](https://flagger.app)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [partlycloudy.blog: Release to Kubernetes like a Pro with Flagger](https://partlycloudy.blog/2020/07/08/release-to-k8s-like-a-pro-with-flagger)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [GitOps for Kubernetes with Jenkins](https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [GitOps with Jenkins and Kubernetes](https://medium.com/@abhishekbhardwaj510/gitops-with-jenkins-and-kubernetes-c20425244c73)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) <span class='md-tag md-tag--info'>⭐ 2469</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [How to Create a GitOps Workflow with Terraform and Jenkins](https://www.hashicorp.com/resources/how-create-gitops-workflow-terraform-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot](https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [openshift-applier](https://github.com/redhat-cop/openshift-applier) <span class='md-tag md-tag--info'>⭐ 98</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -158,13 +164,9 @@
  - [thenewstack.io: Weave GitOps Core Integrates Git with Kubernetes](https://thenewstack.io/weave-gitops-core-integrates-git-with-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Weave GitOps Trusted Delivery: A Road to Kubernetes Sanity?](https://thenewstack.io/weave-gitops-trusted-delivery-a-road-to-kubernetes-sanity)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dailymotion-oss.github.io/octopilot: Octopilot](https://dailymotion-oss.github.io/octopilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubestack 🌟](https://www.kubestack.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: KubeStack: Towards Full-Stack GitOps](https://thenewstack.io/kubestack-towards-full-stack-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management' in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/bumble-tech: GitOps for multi-cluster K8s environments 🌟](https://medium.com/bumble-tech/gitops-for-multi-cluster-k8s-environments-d305431ba6d6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.openshift.com: Introduction to GitOps with OpenShift](https://blog.openshift.comintroduction-to-gitops-with-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [learn.openshift.com: GitOps introduction](https://learn.openshift.com/introduction/gitops-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.openshift.com: is it too late to integrate GitOps?](https://blog.openshift.comis-it-too-late-to-integrate-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.openshift.com: OpenShift Authentication Integration with ArgoCD](https://blogopenshift.com/openshift-authentication-integration-with-argocd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: GitOps with Istio, Tekton and Argo CD — on OpenShift 4](https://medium.com/@joelkaplan1/gitops-with-istio-tekton-and-argo-cd-on-openshift-4-5e42d22994e3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -174,8 +176,6 @@
  - [info.acloud.guru: Adopting GitOps for Kubernetes on AWS](https://info.acloud.guru/resources/deploying-kubernetes-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [betterprogramming.pub: Applying DevOps to API Development for APIOps](https://betterprogramming.pub/applying-devops-to-api-development-for-apiops-21e2e605333e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube.com: GitOps Guide to the Galaxy 🌟🌟🌟](https://www.youtube.com/playlist?list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/stakater/Xposer](https://github.com/stakater/Xposer) <span class='md-tag md-tag--info'>⭐ 32</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [open-cluster-management.io](https://open-cluster-management.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Application Delivery

@@ -189,20 +189,6 @@
 #### Terraform Components

  - [AWS EKS Argo CD Terraform Component](https://github.com/cloudposse-terraform-components/aws-eks-argocd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Live Grounding: Standardizes complex security configuration flags, integrates smoothly with AWS IAM roles for service accounts (IRSA), and provisions preconfigured Helm-based releases.
-## Cloud Infrastructure
-
-### Kubernetes Distributions
-
-#### Bare-Metal and Edge
-
-  - **(2026)** [**Charmed Kubernetes**](https://ubuntu.com/kubernetes/charmed-k8s) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Canonical's model-driven Kubernetes distribution designed for bare-metal, private, and multi-cloud environments. Leverages Ubuntu's automated Juju framework to manage complex cluster lifecycles, upgrades, security scanning, and seamless hypervisor scaling.
-## Cloud-Native Development
-
-### Local Development Tools
-
-#### Okteto
-
-  - **(2021)** [codefresh.io: Tutorial - Local Kubernetes Development with Okteto 🌟](https://octopus.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Hands-on walkthrough displaying how to use Okteto to connect a developer workspace directly with live infrastructure, bypassing resource-heavy local systems.
 ## GitOps (1)

 ### Continuous Delivery
@@ -210,11 +196,6 @@
 #### Argo CD

  - [argoproj.github.io: Argo CD - Declarative GitOps for Kubernetes](https://argoproj.github.io/argo-cd) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Argo CD is a declarative GitOps engine that automates Kubernetes deployments. By continually matching the live cluster state to git specifications, it guarantees robust security and rapid rollback features.
-### Hybrid Cloud Platforms
-
-#### Azure Arc Integration
-
-  - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A technical guide illustrating the integration of Charmed Kubernetes with Azure Arc to orchestrate hybrid-cloud resources. Demonstrates how GitOps configurations are pushed dynamically across decentralized architectures using unified portal controls.
 ## Infrastructure

 ### GitOps (2)
@@ -239,5 +220,5 @@
  - [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An in-depth security analysis detailing how to configure AWS OpenID Connect (OIDC) trust relationships correctly in GitHub Actions and other CI providers. Highlights major vulnerabilities arising from missing subject (sub) or audience (aud) validation and shows how to restrict access patterns safely.

 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [CI/CD](./cicd.md) | [Jenkins](./jenkins.md)
+💡 **Explore Related:** [Flux](./flux.md) | [Argo](./argo.md) | [CI/CD](./cicd.md)

@@ -6,6 +6,8 @@
 ## Standard Reference

  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Koa.js](https://koa)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Microservices in Go](https://medium.com/seek-blog/microservices-in-go-2fc1570f6800)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [search.gocenter.io: JFrog Go Center](https://search.gocenter.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ammeon.com: Profiling golang microservices for high throughput on kubernetes/openshift' clusters](https://www.ammeon.com/profiling-golang-microservices-for-high-throughput-on-kubernetes-openshift-clusters)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -20,10 +22,8 @@
  - [medium.com/codex: Explore client-go Informer Patterns](https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [shahin-mahmud.medium.com: Write your first Kubernetes operator in go](https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-177047337eae)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.kubesimplify.com: Perform CRUD Operations on Kubernetes Using Golang' 🌟](https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Koa.js](https://koa)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [reddit.com: What is the best microservice framework in Go?](https://www.reddit.com/r/golang/comments/jnv4bd/what_is_the_best_microservice_framework_in_go)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/vedcraft: Top Microservices Frameworks in Go](https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [alexsniffin.medium.com: Debugging Remotely with Go in Kubernetes](https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f3332316)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Architecture

@@ -247,5 +247,5 @@
  - [rehacktive/caffeine](https://github.com/rehacktive/caffeine) <span class='md-tag md-tag--info'>⭐ 1175</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight shows Caffeine as a simple Go command-line tool designed to prevent system sleep cycles. Live Grounding shows stable but quiet activity, functioning perfectly as an OS-level utility.

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -11,11 +11,11 @@
  - [Grafana 7.0: “We’ve built one of the best visualisation tools and it’s not tied to any one database”](https://devm.io/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [grafana.com: Grafana Labs and Microsoft partner to deliver new first party Microsoft Azure service](https://grafana.com/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [grafana.com: Grafana 9.3 feature: Grafana OAuth token improvements](https://grafana.com/oss/grafana/?mdm=social)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Grafana](https://grafana.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [grafana.com: Provisioning Grafana 🌟](https://grafana.com/docs/grafana/latest/administration/provisioning)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Grafana provisioning Ansible Role](https://github.com/cloudalchemy/ansible-grafana) <span class='md-tag md-tag--info'>⭐ 503</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Log Monitoring and Alerting with Grafana Loki](https://www.infracloud.io/blogs/grafana-loki-log-monitoring-alerting)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [magalix.com: Monitoring Kubernetes Clusters Through Prometheus & Grafana' 🌟](https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus-and-grafana)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Monitoring Kubernetes workloads with Prometheus and Thanos](https://itnext.io/monitoring-kubernetes-workloads-with-prometheus-and-thanos-4ddb394b32c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Why Grafana: Part II](https://medium.com/lightspeed-venture-partners/why-grafana-part-ii-2e7e42e0f7bb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [scylladb.com: Building a Grafana Backend Plugin](https://www.scylladb.com/2020/10/01/building-a-grafana-backend-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -60,5 +60,5 @@


 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -5,7 +5,7 @@

 ## Standard Reference

-  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/gquiman: K8Studio, Helm and Kubernetes management](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: managing helm releases the gitops way](https://dzone.com/articles/managing-helm-releases-the-gitops-way)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: 15 useful helm chart tools](https://dzone.com/articles/15-useful-helm-charts-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: create install upgrade and rollback a helm chart - part 1](https://dzone.com/articles/create-install-upgrade-and-rollback-a-helm-chart-p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -46,7 +46,6 @@
  - [shipmight.com: Understanding Helm upgrade flags](https://shipmight.com/blog/understanding-helm-upgrade-reset-reuse-values)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.devops.dev: Stop cloning helm charts! Enough! 🌟](https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/kubeshop-i: Monokle, Helm & Quality Kubernetes Deployments](https://medium.com/kubeshop-i/monokle-helm-quality-kubernetes-deployments-af050fcc91db)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/gquiman: K8Studio, Helm and Kubernetes management](https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-workspace-just-got-even-better-0bc0de63642c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [faun.pub: Package and Deploy Your Application Using Helm Chart](https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e65c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -64,6 +63,7 @@
  - [medium.com/geekculture: K8s — Helm Dashboard](https://medium.com/geekculture/k8s-helm-dashboard-d7509c5fee88)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [levelup.gitconnected.com: Introduction to Helm Dashboard](https://levelup.gitconnected.com/introduction-to-helm-dashboard-dddf43e38cc2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kubecrt - Convert HELM charts to kubernetes resources 🌟](https://toolbox.kali-linuxtr.net/kubecrt-convert-helm-charts-to-kubernetes-resources.tool)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [linuxadvise.com: Helmfile - Next Level to manage your helm Charts](https://www.linuxadvise.com/amp/helmfile-next-level-to-manage-your-helm-charts)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Gitops using Helmsman to apply Helm Charts to k8s](https://medium.com/@marco.franssen/gitops-using-helmsman-to-apply-helm-charts-to-k8s-1a7217ced411)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [abhaypore.medium.com: Migrate your manifest yaml files into Helm Chart](https://abhaypore.medium.com/migrate-your-manifest-yaml-files-into-helm-chart-32a44230f3b5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -80,13 +80,13 @@
  - [opensource.com: What Kubernetes taught me about development](https://opensource.com/article/21/12/kubernetes-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A retrospective engineering article summarizing lessons learned from building and deploying microservices on Kubernetes. It highlights the paradigm shift of treating infrastructure-as-code and configuration as vital parts of the software lifecycle.
 #### Documentation

-  - [chart-doc-gen: Helm Chart Documentation Generator](https://github.com/kubepack/chart-doc-gen) <span class='md-tag md-tag--info'>⭐ 122</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A dedicated CLI utility for generating Markdown documentation automatically from Helm 'values.yaml' files. It streamlines package maintenance by keeping user-facing parameter catalogs perfectly aligned with template configurations.
  - [helm-docs](https://github.com/norwoodj/helm-docs) <span class='md-tag md-tag--info'>⭐ 1740</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The industry standard utility that auto-generates Markdown documentation from Helm chart metadata and variables files. It reads 'values.yaml' schema annotations to generate detailed configuration tables, ensuring precise, up-to-date documentation.
  - [helm-changelog: Create changelogs for Helm Charts, based on git history](https://github.com/mogensen/helm-changelog) <span class='md-tag md-tag--info'>⭐ 43</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A CLI utility designed to automatically assemble neat changelogs for Helm charts by parsing git repository commit history. It simplifies publishing notes by keeping track of charts updates over multiple releases.
+  - [chart-doc-gen: Helm Chart Documentation Generator](https://github.com/kubepack/chart-doc-gen) <span class='md-tag md-tag--info'>⭐ 122</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A dedicated CLI utility for generating Markdown documentation automatically from Helm 'values.yaml' files. It streamlines package maintenance by keeping user-facing parameter catalogs perfectly aligned with template configurations.
 #### Governance

-  - [github: Nova 🌟](https://github.com/fairwindsops/nova) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A valuable auditing tool that scans running Kubernetes clusters for outdated Helm releases. It cross-references deployed charts with upstream versions to ensure administrators maintain robust patch levels and security updates.
  - [redhat-certification: chart-verifier: Rules based tool to certify Helm charts' 🌟](https://github.com/redhat-certification/chart-verifier) <span class='md-tag md-tag--info'>⭐ 61</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Red Hat's automated verification tool built to certify that third-party Helm charts align with platform standards on OpenShift. It performs automated checks against strict deployment policies and security guidelines.
+  - [github: Nova 🌟](https://github.com/fairwindsops/nova) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A valuable auditing tool that scans running Kubernetes clusters for outdated Helm releases. It cross-references deployed charts with upstream versions to ensure administrators maintain robust patch levels and security updates.
 #### Learning Paths

  - [mattias.engineer/courses/kubernetes/helm: Kubernetes-101: Helm 🌟](https://mattias.engineer/courses/kubernetes/helm)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A foundational course module mapping out Helm architecture, release lifecycles, and template syntax. It serves as an optimal starting point for operators transitioning from static manifests to dynamic Kubernetes packaging.
@@ -136,9 +136,9 @@
  - [tellerops/helm-teller](https://github.com/tellerops/helm-teller) <span class='md-tag md-tag--info'>⭐ 69</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A specialized plugin built to secure sensitive parameters inside charts by pulling secrets directly from cloud secret managers (such as HashiCorp Vault or AWS Secrets Manager) during deployment execution.
 #### Templating

+  - [HULL](https://github.com/vidispine/hull) <span class='md-tag md-tag--info'>⭐ 288</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A unique template library extension designed to drastically reduce boilerplate in Helm development. HULL enables declarative, object-oriented configuration structures, letting developers generate entire charts with minimal template overhead.
  - [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) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep-dive article addressing advanced Go template techniques in Helm, specifically targeting the creation of reusable library charts. It offers a blueprint for building a single, highly flexible parent chart that can deploy diverse microservice patterns.
  - [boxunix.com: Developer’s Guide to Writing a Good Helm Chart](https://boxunix.com/2022/02/05/developers-guide-to-writing-a-good-helm-chart)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A comprehensive guide outline covering best practices in writing high-quality Helm charts. It addresses templates organization, variable naming conventions, semantic schema formatting, and validation practices.
-  - [HULL](https://github.com/vidispine/hull) <span class='md-tag md-tag--info'>⭐ 288</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A unique template library extension designed to drastically reduce boilerplate in Helm development. HULL enables declarative, object-oriented configuration structures, letting developers generate entire charts with minimal template overhead.
 #### Visualization

  - **(2024)** [Helm Kanvas Snapshot](https://github.com/meshery-extensions/helm-kanvas-snapshot) <span class='md-tag md-tag--info'>⭐ 35</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An extension designed to capture visual topology snapshots of Helm releases within Meshery. It allows operators to visually audit and document the runtime architecture generated by complex multi-tier Helm installations.
@@ -215,6 +215,13 @@
 #### Surveillance

  - **(2024)** [Frigate](https://frigate.readthedocs.io/en/latest) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Highly specialized NVR software focusing on local real-time object detection using AI accelerators. Its reference Helm and Kubernetes guides allow developers to scale home automation and security workloads on private clusters.
+## GitOps and Continuous Delivery
+
+### Progressive Delivery
+
+#### Theory
+
+  - **(2024)** [**harness.io: Progressive Delivery: Everything You Need to Know**](https://www.harness.io/blog) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A masterclass resource explaining the evolutionary shift from standard continuous delivery to progressive delivery. Explains integration of automated canary releases with advanced deployment patterns, metrics monitoring, and developer self-service.
 ## Infrastructure as Code

 ### Kubernetes Package Management
@@ -252,5 +259,5 @@
  - [Red Hat Training & Certification Community](https://access.redhat.com/community/learn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official educational resources and certification preparation portal curated by Red Hat. Serves as a vital reference for mastering OpenShift and enterprise Linux engineering architectures.

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -12,5 +12,5 @@


 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
+💡 **Explore Related:** [Interview Questions](./interview-questions.md) | [Elearning](./elearning.md) | [Recruitment](./recruitment.md)

@@ -7,16 +7,20 @@

  - [Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager](https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cloud.google.com/config-connector](https://docs.cloud.google.com/config-connector/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [agileconnection.com: Infrastructure as Code: The Foundation of Effective DevOps](https://www.stickyminds.com/?utm_source=d7ac)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Pull vs. push in automated VM provisioning: What you need to know](https://www.redhat.com/en/blog/pull-push-provisioning-cicd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [matt-rickard.com: Infrastructure as Code Will be Written by AI](https://mattrickard.com/infrastructure-as-code-will-be-written-by-ai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [k21academy.com: Terraform vs Ansible: Working, Difference, Provisioning 🌟](https://k21academy.com/devops/terraform-vs-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [techcommunity.microsoft.com: Infrastructure as Code (IaC): Comparing the Tools](https://techcommunity.microsoft.com/blog/itopstalkblog/infrastructure-as-code-iac-comparing-the-tools/3205045)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cloud.google.com/config-connector](https://docs.cloud.google.com/config-connector/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform Provider for Google Cloud 7.0 is now GA](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Definitive Guide to Importing Your Cloud Resources into IaC](https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Cloud Adoption Framework: Platform Landing Zone Implementation Options](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/landing-zone/implementation-options)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -24,21 +28,23 @@
  - [Azure Landing Zone IaC Accelerator Release Notes](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Terraform Provider for Azure IPAM](https://github.com/XtratusCloud/terraform-provider-azureipam) <span class='md-tag md-tag--info'>⭐ 9</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](https://t.co/C6uicr7ZPS)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Ephemeral Values in Terraform](https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [TerraSchema: Generate JSON Schema from Terraform Configurations](https://github.com/HewlettPackard/terraschema) <span class='md-tag md-tag--info'>⭐ 68</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Pulumi: Infrastructure as Code in Any Programming Language](https://github.com/pulumi/pulumi) <span class='md-tag md-tag--info'>⭐ 25228</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Maester - Terraform Module](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/globant: Infrastructure as Code using Kubernetes](https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [IBM IAM for AI Agents](https://t.co/EKsVgKA4xn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead](https://t.co/y414rbxM7l)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform Provider for Google Cloud 7.0 is now GA](https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DevOps Roadmap for 2026](https://github.com/milanm/DevOps-Roadmap) <span class='md-tag md-tag--info'>⭐ 19457</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Scale with Confidence Using Terraform: Better Cost Visibility, Stronger' Governance, and Less Operational Overhead](https://t.co/y414rbxM7l)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Terraform Best Practices](https://github.com/antonbabenko/terraform-best-practices) <span class='md-tag md-tag--info'>⭐ 2469</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management' in Cluster API](https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [stackoverflow.blog: Infrastructure as code: Create and configure infrastructure' elements in seconds](https://stackoverflow.blog/2021/03/08/infrastructure-as-code-create-and-configure-infrastructure-elements-in-seconds)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [invensislearning.com: Infrastructure as a Code Tutorial: How it Works, Types,' and Best Practices](https://www.invensislearning.com/blog/infrastructure-as-a-code-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -71,16 +77,10 @@
  - [spacelift.io: Terraform vs. Ansible : Key Differences and Comparison of' Tools](https://spacelift.io/blog/ansible-vs-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [env0.com: Ansible vs Terraform: Choose One or Use Both?](https://www.env0.com/blog/ansible-vs-terraform-when-to-choose-one-or-use-them-together)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [awstrainingwithjagan.com: Comprehensive Comparison of Top Infrastructure' as Code (IaC) Tools](https://awstrainingwithjagan.com/infrastructure-as-code-tool-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Pulumi: Infrastructure as Code in Any Programming Language](https://github.com/pulumi/pulumi) <span class='md-tag md-tag--info'>⭐ 25228</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [Terraform 1.15: Flexible Module Management, Deprecation Warnings, and Windows' ARM64 Support](https://t.co/C6uicr7ZPS)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Ephemeral Values in Terraform](https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [TerraSchema: Generate JSON Schema from Terraform Configurations](https://github.com/HewlettPackard/terraschema) <span class='md-tag md-tag--info'>⭐ 68</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The Maester - Terraform Module](https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Checkmarx/kics](https://github.com/Checkmarx/kics) <span class='md-tag md-tag--info'>⭐ 2637</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [gofireflyio/aiac 🌟](https://github.com/gofireflyio/aiac) <span class='md-tag md-tag--info'>⭐ 3794</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [The Definitive Guide to Importing Your Cloud Resources into IaC](https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/nerd-for-tech: Kubernetes: Declaratively Deploying Infrastructure' (IaC)](https://medium.com/nerd-for-tech/kubernetes-declaratively-deploying-infrastructure-iac-789f14d999c6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/globant: Infrastructure as Code using Kubernetes](https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: Mitchell Hashimoto: The Inside Story of HashiCorp's IaC Journey' | The IaC Podcast](https://www.youtube.com/watch?v=--RRpw_6onA)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IaC and OpenShift Virtualization handshake (using Terraform for VMs on OCP)](https://medium.com/@nidhibansal26/iac-and-openshift-virtualization-handshake-c0a4ada79af5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

@@ -146,5 +146,5 @@
  - [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) <span class='md-tag md-tag--info'>⭐ 221</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A specialized GitHub Action designed to automate the release process, version tagging, and registry publication of Terraform modules. Resolves development overhead by automatically generating release logs and enforcing Semantic Versioning.

 ---
-💡 **Explore Related:** [Terraform](./terraform.md) | [Securityascode](./securityascode.md) | [Ansible](./ansible.md)
+💡 **Explore Related:** [Terraform](./terraform.md) | [Ansible](./ansible.md) | [Devsecops](./devsecops.md)

@@ -5,11 +5,11 @@

 ## Standard Reference

-  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM Cloud](https://www.ibm.com/solutions/cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat OpenShift on IBM Cloud](https://www.ibm.com/solutions/cloud/openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM Knowledge Center 🌟](https://www.ibm.com/docs/en)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM Leverages Containers to Advance DevOps on Mainframes](https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-containers-to-advance-devops-on-mainframes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [IBM API Connect](https://www.ibm.com/docs/en/api-connect)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [openliberty.io](https://openliberty.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM and Red Hat bring OpenShift to IBM Z and LinuxONE](https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat OpenShift Installation Process Experiences on IBM Z/LinuxONE](https://www.redhat.com/en/blog/red-hat-openshift-installation-process-experiences-on-ibm-z-linuxone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -17,19 +17,19 @@
  - [IBM Spectrum](https://www.ibm.com/solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale](http://www.redbooks.ibm.com/abstracts/redp5565.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM Knowledge Center: IBM Cloud Pak for Multicloud Management](https://www.ibm.com/docs/en/cloud-paks/cp-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [IBM Vault 2.0 UI Enhancements and Reporting Improvements](https://t.co/cvOceuueCF)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [IBM Cloud Pak Playbook: cloudpak8s.io](https://cloudpak8s.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [xataka.com: IBM se multiplica: la IBM de siempre mantiene el foco en la' nube, pero crea una nueva empresa para los servicios de red gestionados 🌟](https://www.xataka.com/pro/ibm-se-parte-dos-109-anos-despues-nube-da-dinero-que-se-creara-empresa-centrada-ella)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [reuters.com: IBM to break up 109-year old company to focus on cloud growth' 🌟](https://www.reuters.com/article/us-ibm-divestiture/ibm-to-break-up-109-year-old-company-to-focus-on-cloud-growth-idUSKBN26T1TZ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [WebSphere Liberty](https://developer.ibm.com/wasdev)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Download WAS Liberty](https://developer.ibm.com/wasdev/downloads)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DockerHub: websphere-liberty](https://hub.docker.com/_/websphere-liberty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/openliberty](https://github.com/openliberty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Support for GraphQL with Open Liberty 20.0.0.6](https://developers.redhat.com/blog/2020/06/17/support-for-graphql-with-open-liberty-20-0-0-6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [OpenShift Container Platform 4.2. Installing on IBM Z (html)](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/html/installing_on_ibm_z)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [OpenShift Container Platform 4.2. Installing on IBM Z (pdf)](https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/pdf/installing_on_ibm_z)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [IBM Cloud Pak Playbook: cloudpak8s.io](https://cloudpak8s.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/search?q=cp4mcm](https://medium.com/search?q=cp4mcm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: tagged/cp4mcm](https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/IBM/CP4MCM-SDK : Business Partner App Integration with IBM MCM](https://github.com/IBM/CP4MCM-SDK) <span class='md-tag md-tag--info'>⭐ 2</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -37,5 +37,5 @@


 ---
-💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
+💡 **Explore Related:** [AWS Tools Scripts](./aws-tools-scripts.md) | [Azure](./azure.md) | [AWS](./aws.md)

@@ -131,5 +131,5 @@
  - [automationqahub.com: The Ultimate Git Cheat Sheet 🌟](https://automationqahub.com/mastering-git-your-ultimate-git-cheat-sheet-for-quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight maps out a cheat sheet for rapid Git command lookups, including cherry-picking and stashing. Live Grounding indicates that quick-access reference sheets are highly valued for reducing context switching. This is an efficient reference.

 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
+💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Finops](./finops.md)

@@ -26,6 +26,7 @@ graph TD

  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.min.io: Kubernetes, Consistency and Commoditization - The Way of the Cloud](https://www.min.io/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [jaxenter.com: Practical Implications for Adopting a Multi-Cluster, Multi-Cloud Kubernetes Strategy](https://devm.io/kubernetes/kubernetes-practical-implications-171647)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [jaxenter.com: Six Essential Kubernetes Extensions to Add to Your Toolkit 🌟](https://devm.io/kubernetes/kubernetes-extensions-172215)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [addwebsolution.com: How Kubernetes helps businesses manage their IT infrastructure?](https://www.addwebsolution.com/blog/how-kubernetes-helps-businesses-manage-their-it-infrastructure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -42,7 +43,6 @@ graph TD
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ringcentral.co.uk: Cloud Management 🌟](https://www.ringcentral.com/gb/en/blog/definitions/cloud-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?](https://www.simform.com/blog/multi-cloud-strategy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds](https://www.min.io/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [acloudguru.com: Public cloud vs private cloud: What’s the difference? 🌟](https://www.pluralsight.com/resources/blog/business-and-leadership/public-cloud-vs-private-cloud-whats-the-difference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: The Future of Microservices? More Abstractions](https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [community.hpe.com: Containers vs. VMs: What’s the difference?](https://community.hpe.com/hpeb/plugins/custom/hp/hpebresponsive/custom.bounce_endpoint?referer=https%3A%2F%2Fcommunity.hpe.com%2Ft5%2FHPE-Ezmeral-Uncut%2FContainers-vs-VMs-What-s-the-difference%2Fba-p%2F7147090)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -91,11 +91,13 @@ graph TD
  - [ibm.com: OpenShift vs. Kubernetes: What’s the Difference?](https://www.ibm.com/think/topics/openshift-vs-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kelsey Hightower Fireside Chat: An Unconventional Path to IT and Some Life Advice](https://www.hashicorp.com/resources/kelsey-hightower-fireside-chat-an-unconventional-path-to-it-and-some-life-advice/?utm_source=linkedin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/javarevisited: Microservices communication using gRPC Protocol](https://medium.com/javarevisited/microservices-communication-using-grpc-protocol-dc3a2f8b648d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [levelup.gitconnected.com: How to design a system to scale to your first' 100 million users](https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-100-million-users-4450a2f9703d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [levelup.gitconnected.com: How to design a system to scale to your first' 100 million users](https://levelup.gitconnected.com/how-to-design-a-system-to-scale-to-your-first-100-million-users-4450a2f9703d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [freecodecamp.org: A Beginner-Friendly Introduction to Containers, VMs and' Docker](https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat automation glossary 🌟](https://www.redhat.com/en/blog/red-hat-automation-glossary)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [softwareengineeringdaily.com: The Rise of Platform Engineering 🌟](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [freecodecamp.org: A Beginner-Friendly Introduction to Containers, VMs and' Docker](https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cloud.google.com: What is Kubernetes? 🌟](https://cloud.google.com/learn/what-is-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep' Dive](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Platform-as-Code: how it relates to Infrastructure-as-Code and' what it enables](https://itnext.io/platform-as-code-how-it-compares-with-infrastructure-as-code-and-what-it-enables-2684b348be2e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Why Kubernetes is The New Application Server](https://developers.redhat.com/blog/2018/06/28/why-kubernetes-is-the-new-application-server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Why choose Red Hat for microservices?](https://www.redhat.com/en/topics/microservices/why-choose-red-hat-microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -148,7 +150,6 @@ graph TD
  - [thenewstack.io: Private vs. Public Cloud: How Kubernetes Shifts the Balance](https://thenewstack.io/private-vs-public-cloud-how-kubernetes-shifts-the-balance)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Microservices Architecture From A to Z 🌟](https://medium.com/swlh/microservices-architecture-from-a-to-z-7287da1c5d28)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers' 🌟](https://skycrafters.io/blog/2021/06/08/do-containers-really-contain)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cloud.google.com: What is Kubernetes? 🌟](https://cloud.google.com/learn/what-is-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [xataka.com: La deuda técnica, un lastre para las tecnológicas: un estudio' señala que los informáticos pierden casi un día de trabajo a la semana para solventarlas](https://www.xataka.com/pro/deuda-tecnica-lastre-para-tecnologicas-estudio-senala-que-informaticos-pierden-casi-dia-trabajo-a-semana-para-solventarlas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: When it Pays to Choose Microservices 🌟](https://dev.to/typeable/when-it-pays-to-choose-microservices-12h5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Container Fundamentals — Part 1](https://medium.com/techbeatly/container-fundamentals-part-i-445881a81b7)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -168,7 +169,6 @@ graph TD
  - [blog.deref.io: Containers Don't Solve Everything 🌟](https://blog.deref.io/containers-dont-solve-everything)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Intention-as Code: Making Self-Healing Infrastructure Work](https://thenewstack.io/intention-as-code-making-self-healing-infrastructure-work)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hackernoon.com: 9 Basic (and Crucial) Tips for Microservices Developers' 🌟](https://hackernoon.com/9-basic-and-crucial-tips-for-microservices-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [engineering.monday.com: monday.com’s Multi-Regional Architecture: A Deep' Dive](https://engineering.monday.com/monday-coms-multi-regional-architecture-a-deep-dive)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: Transitioning from Monolith to Microservices (with python django' example)](https://dzone.com/articles/transitioning-from-monolith-to-microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cncf.io: How to justify infrastructure replacement to your manager](https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to-your-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -387,5 +387,5 @@ graph TD
  - [NodeJS Best Practices (Spanish Translation)](https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md) <span class='md-tag md-tag--info'>⭐ 105273</span> <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Curator Insight hosts the comprehensive Spanish translation of the premier Node.js architecture and security handbook. Live Grounding validates its immense utility as an industry-standard guide covering testing, error handling, and production safety. [SPANISH CONTENT]

 ---
-💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
+💡 **Explore Related:** [Other Awesome Lists](./other-awesome-lists.md) | [Mkdocs](./mkdocs.md) | [Demos](./demos.md)

@@ -286,5 +286,5 @@
  - [itnext.io: Observing gRPC-based Microservices on Amazon EKS running Istio](https://itnext.io/observing-grpc-based-microservices-on-amazon-eks-running-istio-77ba90dd8cc0) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep dive tutorial explaining telemetry configuration for gRPC-based microservices on Amazon EKS running Istio. Offers practical configurations for capturing service-to-service call latency, tracing headers, and standard Envoy metrics at the pod boundary.

 ---
-💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Networking](./networking.md) | [Kubernetes Networking](./kubernetes-networking.md)
+💡 **Explore Related:** [Kubernetes Networking](./kubernetes-networking.md) | [Servicemesh](./servicemesh.md) | [Networking](./networking.md)

@@ -7,10 +7,15 @@

  - [geekflare.com: What is Thread Dump and How to Analyze them? 🌟](https://geekflare.com/dev/generate-analyze-thread-dumps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [On heap vs off heap memory usage](http://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [en.wikipedia.org/wiki/List_of_performance_analysis_tools](https://en.wikipedia.org/wiki/List_of_performance_analysis_tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [InspectIT](https://en.wikipedia.org/wiki/InspectIT)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [VisualVM](https://en.wikipedia.org/wiki/VisualVM)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [OverOps](https://en.wikipedia.org/wiki/OverOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.flipkart.tech: The Art of System Debugging — Decoding CPU Utilization' 🌟](https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DZone: Performance Improvement in Java Applications: ORM/JPA 🌟](https://dzone.com/articles/performance-improvement-in-java-applications-orm-j)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DZone: The JVM Architecture Explained 🌟](https://dzone.com/articles/jvm-architecture-explained)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DZone: How to Troubleshoot Sudden CPU Spikes](https://dzone.com/articles/troubleshoot-sudden-cpu-spikes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟](https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone.com: Flight Recorder: Examining Java and Kotlin Apps](https://dzone.com/articles/flight-recorder-examining-java-and-kotlin-apps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -21,13 +26,8 @@
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/codex: Running JVM Applications on Kubernetes: Beyond java' -jar](https://medium.com/codex/running-jvm-applications-on-kubernetes-beyond-java-jar-a095949f3e34)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [lalitchaturveditech.medium.com: Optimize Java Performance On Kubernetes](https://lalitchaturveditech.medium.com/optimize-java-performance-on-kubernetes-5f055d406ecf)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.flipkart.tech: The Art of System Debugging — Decoding CPU Utilization' 🌟](https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [jet-start.sh: Performance of Modern Java on Data-Heavy Workloads, Part 1' 🌟](https://jet-start.sh/blog/2020/06/09/jdk-gc-benchmarks-part1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone.com: Java Inside Docker: What You Must Know to Not FAIL](https://dzone.com/articles/java-inside-docker-what-you-must-know-to-not-fail)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [en.wikipedia.org/wiki/List_of_performance_analysis_tools](https://en.wikipedia.org/wiki/List_of_performance_analysis_tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [InspectIT](https://en.wikipedia.org/wiki/InspectIT)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [VisualVM](https://en.wikipedia.org/wiki/VisualVM)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [OverOps](https://en.wikipedia.org/wiki/OverOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [baeldung.com: How to Analyze Java Thread Dumps 🌟](https://www.baeldung.com/java-analyze-thread-dumps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [baeldung.com: Capturing a Java Thread Dump](https://www.baeldung.com/java-thread-dump)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DZone: Understanding the Java Memory Model and Garbage Collection 🌟](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -112,13 +112,10 @@
  - **(2021)** [blog.openshift.com: Scaling Java Containers 🌟](https://www.redhat.com/en/blog/scaling-java-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores container resource limit considerations for Java workloads. Details memory calculation adjustments (Heap vs Non-Heap) to prevent OOMKills.
  - [tech.olx.com: Improving JVM Warm-up on Kubernetes 🌟](https://tech.olx.com/improving-jvm-warm-up-on-kubernetes-1b27dd8ecd58) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Operational case study detailing OLX's strategy to remediate high CPU spikes caused by JVM JIT compiling during initial Kubernetes pod scaling actions.
  - [itnext.io: How to cold start fast a java service on k8s (EKS)](https://itnext.io/how-to-cold-start-fast-a-java-service-on-k8s-eks-3a7b4450845d) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Engineering exploration highlighting techniques to minimize startup latency for Spring Boot/Quarkus container images, leveraging GraalVM, CRaC, or CPU shares.
-#### Monitoring and Profiling (1)
-
-  - **(2021)** [blog.openshift.com: Debugging Java Applications On OpenShift and Kubernetes](https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Walkthrough covering remote JVM agent connection attachment procedures targeting pods deployed within secured target Kubernetes namespaces.
 #### Observability

  - **(2021)** [blog.openshift.com: Performance Metrics (APM) for Spring Boot Microservices on OpenShift](https://www.redhat.com/en/blog/performance-metrics-apm-spring-boot-microservices-openshift) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comprehensive integration guide explaining how to hook up Spring Boot Prometheus metrics directly into automated OpenShift cluster telemetry layers.

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -9,7 +9,6 @@
  - [WildFly](https://www.wildfly.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [TomEE from Tomitribe](http://tomee.apache.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Red Hat JBoss Enterprise Application Platform expansion' pack (JBoss EAP XP) 1.0 released](https://developers.redhat.com/blog/2020/06/17/red-hat-jboss-enterprise-application-platform-expansion-pack-1-0-released)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [wikipedia: Jakarta EE](https://en.wikipedia.org/wiki/Jakarta_EE)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Wikipedia: Payara Server](https://en.wikipedia.org/wiki/Payara_Server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: Getting Started With Java EE 8, Payara 5 and Eclipse Oxygen](https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -18,6 +17,7 @@
  - [Red Hat JBoss Enterprise Application Platform (JBoss EAP)](https://developers.redhat.com/products/eap/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: Jakarta EE & Wildfly Running on Kubernetes](https://dzone.com/articles/jakarta-ee-amp-wildfly-running-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com: Get started with WildFly for Java web development](https://opensource.com/article/21/7/wildfly)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [KumuluzEE](https://ee.kumuluz.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Platform Engineering
@@ -31,5 +31,5 @@
  - [Install Java 23 in an Azure DevOps Pipeline](https://www.returngis.net/2025/02/como-instalar-java-23-en-una-pipeline-de-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A technical guide written in Spanish demonstrating how to dynamically configure, install, and leverage the Java 23 SDK runtime inside Azure DevOps build pipelines, using modern Microsoft-hosted and self-hosted runner strategies. [SPANISH CONTENT]

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -33,12 +33,12 @@
  - [containerjournal.com: Red Hat Adds Java Runtime for Kubernetes to Subscription](https://cloudnativenow.com/topics/cloudnativedevelopment/red-hat-adds-java-runtime-for-kubernetes-to-subscription)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kie.org](https://www.kie.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [adictosaltrabajo.com: Cómo reducir el código repetitivo con Lombok](https://adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-con-lombok)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Dekorate](http://dekorate.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) <span class='md-tag md-tag--info'>⭐ 3530</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) <span class='md-tag md-tag--info'>⭐ 355</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dyser/kubernetes-intro](https://github.com/dsyer/kubernetes-intro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Dzone: Programming Styles Compared: Spring Framework vis-a-vis Eclipse MicroProfile' 🌟🌟](https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [About WebSphere Liberty](https://developer.ibm.com/wasdev/websphere-liberty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [wikipedia: Java Enterprise Edition (Java EE)](https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [KumuluzEE](https://ee.kumuluz.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [reddit.com/r/java](https://www.reddit.com/r/java)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/@javachampions : Java is still free](https://medium.com/@javachampions/java-is-still-free-2-0-0-6b9aa8d6d244)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -136,7 +136,6 @@
  - [infoq.com: Spring Boot 2.6 Improves Docker Images and Metrics, Version 2.4' Is EOL](https://www.infoq.com/news/2021/12/spring-boot-2-6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to/francescoxx: Java CRUD Rest API using Spring Boot, Hibernate, Postgres,' Docker and Docker Compose](https://dev.to/francescoxx/java-crud-rest-api-using-spring-boot-hibernate-postgres-docker-and-docker-compose-5cln)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [odo](https://odo.dev)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Dekorate](https://dekorate.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Skaffold --generate-manifests](https://skaffold.dev/docs/pipeline-stages/init/#--generate-manifests-flag)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/piomin/spring-boot-logging](https://github.com/piomin/spring-boot-logging) <span class='md-tag md-tag--info'>⭐ 276</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Spring Cloud](https://spring.io/projects/spring-cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -195,14 +194,8 @@
  - [reflectoring.io: When Should I Use Project Lombok?](https://reflectoring.io/when-to-use-lombok)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Helidon.io](https://helidon.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developer.okta.com: Build REST APIs and Native Java Apps with Helidon](https://developer.okta.com/blog/2022/01/06/native-java-helidon)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [wikipedia: Java Enterprise Edition (Java EE)](https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

-## Red Hat OpenShift
-
-### Developer Experience
-
-#### Maven Plugins
-
-  - **(2025)** [Eclipse JKube 🌟](https://eclipse.dev/jkube) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The central documentation portal for Eclipse JKube, an open-source suite of tooling designed to facilitate the rapid containerization, deployment, and management of Java applications across Kubernetes and Red Hat OpenShift infrastructures.
 ## Runtime Optimizations

 ### JVM Tuning
@@ -212,5 +205,5 @@
  - [kstefanj.github.io: GC progress from JDK 8 to JDK 17](https://kstefanj.github.io/2021/11/24/gc-progress-8-17.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Empirical performance benchmarks tracking G1GC, ParallelGC, ZGC, and Shenandoah collection efficiency improvements from Java SE 8 through LTS 17.

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -5,9 +5,9 @@

 ## Standard Reference

-  - [Koa.js](https://koa)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [wikipedia: JavaScript](https://en.wikipedia.org/wiki/JavaScript)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [canva.com](https://www.canva.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Koa.js](https://koa)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [wikipedia: Node.js](https://en.wikipedia.org/wiki/Node.js)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Npm](https://www.npmjs.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cult.honeypot.io: Best Frontend JavaScript Frameworks To Learn 2021](https://cult.honeypot.io/reads/best-frontend-javascript-frameworks-learn-2021)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -106,5 +106,5 @@
  - [freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners](https://www.freecodecamp.org/news/http-full-course) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive foundational guide analyzing HTTP request-response lifecycles, network architectures, and client-side browser execution. Highlights modern REST API interactions and secure payload configurations.

 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -5,11 +5,10 @@

 ## Standard Reference

-  - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [armory.io: How to Set Up Liquibase in Spinnaker](https://www.harness.io/products/continuous-delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure DevOps 🌟](https://azure.microsoft.com/en-us/products/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com: OpenShift GitHub Actions Runner 🌟](https://github.com/redhat-actions/openshift-actions-runners)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [waypointproject.io](https://developer.hashicorp.com/waypoint)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [armory.io: How to Set Up Liquibase in Spinnaker](https://www.harness.io/products/continuous-delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure DevOps 🌟](https://azure.microsoft.com/en-us/products/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [lambdatest.com: 21 Of The Best Jenkins Alternatives For Developers](https://www.testmuai.com/blog/best-jenkins-alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [inovex.de: Spinnaker vs. Argo CD vs. Tekton vs. Jenkins X: Cloud-Native CI/CD](https://www.inovex.de/de/blog/spinnaker-vs-argo-cd-vs-tekton-vs-jenkins-x)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [lambdatest.com: TeamCity vs. Jenkins: Picking The Right CI/CD Tool](https://www.testmuai.com/blog/teamcity-vs-jenkins-picking-the-right-ci-cd-tool)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -28,6 +27,7 @@
  - [GitHub Actions CI/CD](https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [docs.github.com: Learn GitHub Actions](https://docs.github.com/en/actions/how-tos/write-workflows)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [towardsdatascience.com: Jenkins for CI Is Dead: Why Do People Hate It and What’s the Alternative? GitHub actions](https://towardsdatascience.com/jenkins-for-ci-is-dead-why-do-people-hate-it-and-whats-the-alternative-8d8b6b88fdba)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [HashiCorp Waypoint](https://developer.hashicorp.com/waypoint)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: jfrog - Modern App Deployments: How to use NGINX and JFrog to Automate your Blue/Green deployments](https://www.youtube.com/watch?v=15CGdzfDlpQ&t=1s&ab_channel=JFrog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Semaphore](https://semaphore.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [semaphoreci.com: Revving up Continuous Integration with Parallel Testing](https://semaphore.io/blog/revving-up-continuous-integration-with-parallel-testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -38,6 +38,8 @@
  - [harness.io: Best Spinnaker Alternatives to Consider](https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [CI/CD OpenShift and Tekton](https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [empathy.co: HAT: CI/CD for Deploying Cloud Native Applications](https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome GitHub Actions](https://github.com/sdras/awesome-actions) <span class='md-tag md-tag--info'>⭐ 27816</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [Kubeflow](https://www.kubeflow.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Red Hat and GitHub Collaborate to Expand the Developer Experience' on Red Hat OpenShift with GitHub Actions 🌟](https://www.redhat.com/en/about/press-releases/red-hat-and-github-collaborate-expand-developer-experience-red-hat-openshift-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com: RedHat Actions 🌟](https://github.com/redhat-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Top 7 Best CI/CD Tools you should get your hands on in 2020](https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands-on-in-2020-832c29db936a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -48,7 +50,6 @@
  - [Prow](https://github.com/kubernetes/test-infra/tree/master/prow) <span class='md-tag md-tag--info'>⭐ 4003</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [Agola](https://agola.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [GoCD](https://www.gocd.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubeflow](https://www.kubeflow.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Screwdriver API](https://github.com/screwdriver-cd/screwdriver) <span class='md-tag md-tag--info'>⭐ 1041</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Circle CI](https://circleci.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Getting started with Kubernetes: how to set up your first cluster](https://circleci.com/blog/getting-started-with-kubernetes-how-to-set-up-your-first-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -64,7 +65,6 @@
  - [blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You](https://blog.bitsrc.iogithub-actions-or-jenkins-making-the-right-choice-for-you-9ac774684c8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [particule.io: Automatic build with Github Actions and Github Container Registry](https://particule.io/en/blogcicd-github-registry)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and' GitHub Actions](https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-github-actions-a635162d2c53)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome GitHub Actions](https://github.com/sdras/awesome-actions) <span class='md-tag md-tag--info'>⭐ 27816</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [yokawasa/action-setup-kube-tools](https://github.com/yokawasa/action-setup-kube-tools) <span class='md-tag md-tag--info'>⭐ 92</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [shuttleOps](https://www.shuttleops.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: ShuttleOps: No-Code Docker and Kubernetes](https://thenewstack.io/shuttleops-no-code-docker-and-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -103,13 +103,6 @@
 #### Skaffold

  - [skaffold](https://skaffold.dev)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Highly active open-source CLI utility by Google that automates the workflow for building, pushing, and deploying Kubernetes applications. Accelerates inner-loop cycles through continuous live-sync engine integration.
-## Enterprise Kubernetes
-
-### Red Hat OpenShift
-
-#### CI-CD Pipelines
-
-  - **(2021)** [openshift.com: Cloud DevOps With OpenShift and JFrog](https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A case study looking at OpenShift and JFrog Artifactory integrations. It details how teams establish secure, auditable image management pipelines across hybrid cloud nodes.
 ## Hybrid Cloud and Enterprise

 ### OpenShift
@@ -127,7 +120,7 @@ Live Grounding: Serves as an excellent hands-on lab environment for configuring
  - [Devtron](https://github.com/devtron-labs/devtron) <span class='md-tag md-tag--info'>⭐ 5486</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive, open-source AppOps platform for Kubernetes designed to consolidate CI/CD pipelines, GitOps, observability, and cost optimization. Provides self-service deployment interfaces, security checks, and deep resource validation for multicluster operations.
 ## Platform Engineering

-### CI-CD Pipelines (1)
+### CI-CD Pipelines

 #### Enterprise Tooling

@@ -152,5 +145,5 @@ Live Grounding: Features structural overviews of AWS CodePipeline, CodeBuild, an
  - [devops.com: 7 Popular Open Source CI/CD Tools](https://devops.com/7-popular-open-source-ci-cd-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Comparative survey of prominent open-source continuous integration and deployment engines. Live Grounding: Analyzes Jenkins, GitLab, Tekton, and others, contrasting their resource overheads and declarative features. Useful for teams choosing a baseline deployment stack.

 ---
-💡 **Explore Related:** [Gitops](./gitops.md) | [CI/CD](./cicd.md) | [Jenkins](./jenkins.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [Argo](./argo.md)

@@ -5,6 +5,7 @@

 ## Standard Reference

+  - [instana.com: The Hidden Cost of Observability: Data Volume](https://www.ibm.com/think)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thoughtworks.com: Modernizing your build pipelines with **Concourse CI** 🌟](https://www.thoughtworks.com/es-es/insights/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [github.com/sirech/example-concourse-pipeline](https://github.com/sirech/example-concourse-pipeline)
  - [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [jaxenter.com: CI/CD for Spring Boot Microservices: Part 1](https://devm.io/microservices/cicd-microservices-docker-162408)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -31,27 +32,33 @@
    - [youtube: monitoring jenkins job with build monitor view](https://www.youtube.com/watch?v=y6RNLNvnYIw)
    - [tatiyants.com: jenkins build monitor](http://tatiyants.com/jenkins-build-monitor)
  - [Monitor Pro Plugin](https://plugins.jenkins.io/monitor-pro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Monitoring jenkins using instana](https://www.ibm.com/think)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opsview.com: opspack](https://docs.itrsgroup.com/docs/opsview/6.12.1/opspacks/opspack-index/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Chrome Extension](https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [stats.jenkins.io 🌟](http://stats.jenkins.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [How to Speed Up Software Development with Build and Test Acceleration Tools](https://www.cloudbees.com/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [sap.github.io/jenkins-library](https://www.project-piper.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Ansible and Jenkins — automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [sahilsk/awesome-jenkins](https://github.com/sahilsk/awesome-jenkins) <span class='md-tag md-tag--info'>⭐ 70</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Hacking jenkins](https://github.com/orangetw/awesome-jenkins-rce-2019)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Visual Studio Code JCasC-Plugin 🌟](https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium: jenkins cicd getting started with groovy and docker](https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Continuation Passing Style (CPS)](https://github.com/cloudbees/groovy-cps) <span class='md-tag md-tag--info'>⭐ 95</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Jenkins Pipeline execution engine based on Continuation Passing Style (CPS)' transformation of Groovy scripts. DSL Methods:](https://jenkinsci.github.io/job-dsl-plugin/#plugin/workflow-cps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images 🌟](https://pushbuildtestdeploy.com/jenkins-on-kubernetes-building-docker-images)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [itnext.io: Ansible and Jenkins — automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Robot Framework 🌟](https://robotframework.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Oracle Java 11 and OpenJDK](https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [It’s time! Migrating to Java 11 🌟](https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [jenkins.io: Easily reuse Tekton and Jenkins X from Jenkins 🌟](https://www.jenkins.io/blog/2021/04/21/tekton-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack](https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [CloudBees](https://www.cloudbees.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Official Jenkins Docker image](https://github.com/michaelneale/jenkins-ci.org-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/jenkinsci 🌟](https://github.com/jenkinsci)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [reddit.com/r/jenkinsci](https://www.reddit.com/r/jenkinsci)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: getting started with jenkins the ultimate guide](https://dzone.com/articles/getting-started-with-jenkins-the-ultimate-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: jenkins in a nutshell](https://dzone.com/articles/jenkins-in-a-nutshell)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone refcard: Jenkins on PaaS](https://dzone.com/refcardz/jenkins-paas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -75,7 +82,6 @@
  - [itnext.io: Jenkins: running workers in Kubernetes and Docker images build](https://itnext.io/jenkins-running-workers-in-kubernetes-and-docker-images-build-83299a10f3ca)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [amazon.com: Building a serverless Jenkins environment on AWS Fargate](https://aws.amazon.com/es/blogs/devops/building-a-serverless-jenkins-environment-on-aws-fargate)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: How to Create a GitLab Multibranch Pipeline in Jenkins](https://www.youtube.com/watch?app=desktop&v=y4XGFluzPHY&ab_channel=CloudBeesTV)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [jenkins.io: Easily reuse Tekton and Jenkins X from Jenkins 🌟](https://www.jenkins.io/blog/2021/04/21/tekton-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube - CloudBeesTV: How to Run a Shell Script in Jenkins Pipeline 🌟](https://www.youtube.com/watch?v=mbeQWBNaNKQ&ab_channel=CloudBeesTV)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com: Make Jenkins logs pretty](https://opensource.com/article/21/5/jenkins-logs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -106,7 +112,6 @@
  - [fabiogomezdiaz.com: How to Run Packer Pipelines on Jenkins: Part 1 - Traditional' Jenkins](https://fabiogomezdiaz.com/posts/how-to-run-packer-pipelines-on-jenkins-part1-traditional-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [jenkins.io: Docker images use Java 11 by default 🌟](https://www.jenkins.io/blog/2021/08/17/docker-images-use-jdk-11-by-default)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [community.jenkins.io: DSTY - jenkins-std-lib (Shared Library) - Interact' with files/directories using Groovy!](https://community.jenkins.io/t/dsty-jenkins-std-lib-shared-library-interact-with-files-directories-using-groovy/398)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Connecting and authenticating to Jenkins with Teleport Application Access](https://github.com/gravitational/teleport/discussions/8330) <span class='md-tag md-tag--info'>⭐ 20357</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [dzone: Parameterize Jenkinsfile in MultiBranch Jobs 🌟](https://dzone.com/articles/parameterize-jenkinsfile-in-multibranch-jobs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [automationreinvented.blogspot.com: How to create parameterized job in Jenkins?' What is parameterized build in Jenkins?](https://automationreinvented.blogspot.com/2021/08/how-to-create-parameterized-job-in.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [automationqahub.com: How To Publish ExtentReport Using Jenkins](https://automationqahub.com/how-to-publish-extentreport-using-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -152,8 +157,6 @@
  - [Dzone refcard: Groovy, a Rapid-Development JVM Language](https://dzone.com/refcardz/groovy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com: Read and write files with Groovy](https://opensource.com/article/21/4/groovy-io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dzone: Groovy Goodness: Using The Call Operator](https://dzone.com/articles/groovy-goodness-using-the-call-operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [sahilsk/awesome-jenkins](https://github.com/sahilsk/awesome-jenkins) <span class='md-tag md-tag--info'>⭐ 70</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Hacking jenkins](https://github.com/orangetw/awesome-jenkins-rce-2019)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Jenkins SIG Platform 🌟](https://www.jenkins.io/sigs/platform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Jenkins SIG Cloud Native 🌟](https://www.jenkins.io/sigs/cloud-native)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.techiescamp.com/jenkins-course 🌟🌟🌟](https://blog.techiescamp.com/jenkins-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -175,7 +178,6 @@
  - [opensource.com - building cicd pipelines with jenkins 🌟](https://opensource.com/article/19/9/intro-building-cicd-pipelines-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devopscube.com: Jenkins Pipeline as Code Tutorial For Beginners 🌟](https://devopscube.com/jenkins-pipeline-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [loves.cloud: CI/CD Pipeline Using Docker and Jenkins](https://loves.cloud/ci-cd-pipeline-using-docker-and-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium: jenkins cicd getting started with groovy and docker](https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-containers-part-2-b03a1b934a49)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: Top 10 Best Practices for Jenkins Pipeline](https://dzone.com/articles/top-10-best-practices-for-jenkins-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com - Introduction to writing pipelines-as-code and implementing DevOps with Jenkins 2](https://opensource.com/article/18/8/devops-jenkins-2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloudbees.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟🌟](https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -194,7 +196,6 @@
  - [devops.com: Using jenkins configuration as code](https://devops.com/using-jenkins-configuration-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Dzone: Running Jenkins Server With Configuration-as-Code 🌟](https://dzone.com/articles/running-jenkins-server-with-configuration-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloudbees.com: CloudBees Core Configuration as Code](https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-preview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Visual Studio Code JCasC-Plugin 🌟](https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code' users](https://www.jenkins.io/events/online-hackfest/2020-uiux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloudbees.com: All Tier 1 Plugins Support Configuration as Code 🌟🌟](https://www.cloudbees.com/blog/configuration-as-code-plugin-support)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Example of JCasC](https://github.com/halkeye-docker/docker-jenkins) <span class='md-tag md-tag--info'>⭐ 16</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -346,8 +347,6 @@
  - [blogs.sap.com: Continuous quality using plugins and Jenkins (ABAP & UI5)](https://blogs.sap.com/2020/10/18/continuous-quality-using-plugins-and-jenkins-abap-ui5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blogs.sap.com: CI/CD Tools for SAP Cloud Platform ABAP Environment](https://blogs.sap.com/2020/10/22/ci-cd-tools-for-sap-cloud-platform-abap-environment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [templates.cloudonaut.io: Jenkins 2.0: highly available master](https://templates.cloudonaut.io/en/stable/jenkins/#jenkins-20-highly-available-master)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Robot Framework 🌟](https://robotframework.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [JM Meessen: Declarative Jenkinsfile Support](https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Application Delivery and GitOps

@@ -363,6 +362,11 @@
 #### AWS EKS Tools

  - **(2026)** [==eksctl: EKS installer==](https://github.com/eksctl-io/eksctl) <span class='md-tag md-tag--info'>⭐ 5202</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The official CLI tool for creating and managing EKS clusters on AWS. Automates CloudFormation stacks, node group configurations, IAM integration (IRSA), and VPC provisions.
+### Training
+
+#### AWS Official
+
+  - **(2023)** [community.aws/training: Training and Certification](https://builder.aws.com/learn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An official community hub connecting cloud builders with modern development labs, learning blueprints, and architectural expert-led events.
 ## Continuous Integration

 ### CI Tools
@@ -371,10 +375,10 @@

  - [Jenkins Kubernetes Plugin](https://plugins.jenkins.io/kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The critical Kubernetes integration for Jenkins, executing dynamic agents directly inside cluster pods. Solves pipeline scale issues by tearing down runner instances upon build completion.
  - [Kubernetes Continuous Deploy](https://plugins.jenkins.io/kubernetes-cd) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A traditional Jenkins plugin for deploying build outputs to Kubernetes. Note: Has fallen out of favor in modern GitOps-centric continuous delivery pipelines.
+  - [performance-plugin](https://github.com/jenkinsci/performance-plugin) <span class='md-tag md-tag--info'>⭐ 194</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A stable Jenkins CI plugin designed to ingest, compile, and visualize execution metrics from varied load-testing libraries including JMeter, Taurus, and JUnit.
  - [openshift-pipeline](https://plugins.jenkins.io/openshift-pipeline) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Allows direct deployment integrations inside Red Hat OpenShift pipelines via Jenkins, automating image building and pipeline orchestrations.
  - [openshift-sync](https://plugins.jenkins.io/openshift-sync) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Synchronizes OpenShift environment configs, secrets, build limits, and pod templates automatically to ensure consistent CI runner execution.
  - [openshift-client](https://plugins.jenkins.io/openshift-client) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exposes OpenShift's command-line tool definitions directly inside Jenkins jobs, enabling custom script actions to command remote clusters safely.
-  - [performance-plugin](https://github.com/jenkinsci/performance-plugin) <span class='md-tag md-tag--info'>⭐ 194</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A stable Jenkins CI plugin designed to ingest, compile, and visualize execution metrics from varied load-testing libraries including JMeter, Taurus, and JUnit.
 ## DevOps

 ### CI-CD Pipelines
@@ -402,7 +406,6 @@

 #### Jenkins Ecosystem (1)

-  - **(2018)** [Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟](https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Details strategies to compile reliable, declarative Jenkins pipelines utilizing OpenShift DSL plugins. Discusses native methods to trigger S2I builds, promote container images, and securely communicate with Cluster managers.
  - [opensource.com: running jenkins builds containers 🌟](https://opensource.com/article/18/4/running-jenkins-builds-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step tutorial addressing the orchestration of containerized workloads inside a Jenkins building phase. Evaluates Docker-in-Docker strategies and Kubernetes dynamic agents to avoid single-host execution bottlenecks and guarantee runtime isolation.
 ## Runtime Optimizations

@@ -420,5 +423,5 @@
  - [sdtimes.com: CI/CD pipelines are expanding 🌟](https://sdtimes.com/devops/ci-cd-pipelines-are-expanding)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explores how modern CI/CD pipelines are expanding their scope to integrate security scans, compliance policy engines, and platform provisioning stages.

 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [Argo](./argo.md)

@@ -9,5 +9,5 @@


 ---
-💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
+💡 **Explore Related:** [Python](./python.md) | [Visual Studio](./visual-studio.md) | [API](./api.md)

@@ -21,5 +21,5 @@


 ---
-💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Gitops](./gitops.md) | [Flux](./flux.md) | [Argo](./argo.md)

@@ -7,7 +7,7 @@

  - [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)](https://github.com/vmware-archive/buildkit-cli-for-kubectl) <span class='md-tag md-tag--info'>⭐ 506</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Boosting your kubectl productivity](https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity](https://medium.com/better-programming/4-simple-kubernetes-terminal-customizations-to-boost-your-productivity-deda60a19924)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Ready-to-use commands and tips for kubectl](https://medium.com/flant-com/kubectl-commands-and-tips-7b33de0c5476)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -46,13 +46,13 @@
  - [github.com/trstringer/kubectl-example](https://github.com/trstringer/kubectl-example) <span class='md-tag md-tag--info'>⭐ 13</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kubectl Shell Autocomplete](https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [complete-alias](https://github.com/cykerway/complete-alias) <span class='md-tag md-tag--info'>⭐ 811</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Complete Guide to Kubectl exec](https://refine.dev/blog/kubectl-exec-command)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Connect to containers using Kubectl Exec](https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [goteleport.com: kubectl exec vs SSH](https://goteleport.com/blog/ssh-vs-kubectl)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hackernoon.com: How to Work With the Kubectl Debug Command](https://hackernoon.com/how-to-work-with-the-kubectl-debug-command)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Flag export deprecated in kubernetes 1.14](https://github.com/kubernetes/kubernetes/pull/73787) <span class='md-tag md-tag--info'>⭐ 122403</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [Copy secrets between namespaces](https://stackoverflow.com/questions/55515594/is-there-a-way-to-share-a-configmap-in-kubernetes-between-namespaces)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [container-registry.com: Lifting Developers’ Productivity 🌟](https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Continuous Integration

@@ -64,5 +64,5 @@
  - [Kubernetes Continuous Deploy](https://plugins.jenkins.io/kubernetes-cd) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A traditional Jenkins plugin for deploying build outputs to Kubernetes. Note: Has fallen out of favor in modern GitOps-centric continuous delivery pipelines.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -128,5 +128,5 @@
  - **(2025)** [dreamland](https://github.com/taubyte/dream) <span class='md-tag md-tag--info'>⭐ 88</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A local testing and deployment tool for the Taubyte WebAssembly-native edge framework. Lets engineers build, test, and debug distributed serverless systems locally.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -21,8 +21,11 @@
  - [Google Cloud Platform: GKE Cluster Autoscaler](https://docs.cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [DigitalOcean Kubernetes: DOKS Cluster Autoscaler](https://docs.digitalocean.com/products/kubernetes/how-to/autoscale)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: K8s Resource Management: An Autoscaling Cheat Sheet' 🌟](https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/jthomperoo: Predictive Horizontal Pod Autoscaler](https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler) <span class='md-tag md-tag--info'>⭐ 383</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA](https://tomd.xyz/kubernetes-event-driven-keda)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [OpenShift 3.11: Configuring the cluster auto-scaler in AWS](https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscaler.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](https://docs.openshift.com/container-platform/4.4/machine_management/applying-autoscaling.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [levelup.gitconnected.com: Effects of Docker Image Size on AutoScaling w.r.t' Single and Multi-Node Kube Cluster](https://levelup.gitconnected.com/effects-of-docker-image-size-on-autoscaling-w-r-t-single-and-multi-node-kube-cluster-29c4f689cd99)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infracloud.io: 3 Autoscaling Projects to Optimise Kubernetes Costs](https://www.infracloud.io/blogs/3-autoscaling-projects-optimising-kubernetes-costs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infracloud.io: Kubernetes Autoscaling with Custom Metrics (updated) 🌟](https://www.infracloud.io/blogs/kubernetes-autoscaling-custom-metrics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -74,7 +77,6 @@
  - [medium.com/@badawekoo: Scaling in Kubernetes _What, Why and How?](https://medium.com/@badawekoo/scaling-in-kubernetes-what-why-and-how-d120e99be071)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Scaling Your Application With Kubernetes | Pavan Belagatti](https://dev.to/pavanbelagatti/scaling-your-application-with-kubernetes-5715)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/jthomperoo: Predictive Horizontal Pod Autoscaler](https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler) <span class='md-tag md-tag--info'>⭐ 383</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [waswani.medium.com: Autoscaling Pods in Kubernetes](https://waswani.medium.com/autoscaling-pods-in-kubernetes-37d05000c41)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mckornfield.medium.com: Working with HPAs in Kubernetes](https://mckornfield.medium.com/working-with-hpas-in-kubernetes-ced39263b596)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [code.egym.de: Vertical Pod Autoscaler in Kubernetes](https://code.egym.de/vertical-pod-autoscaler-in-kubernetes-b12a5c61393f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -101,8 +103,6 @@
  - [github.com/kedacore/keda/issues/2214](https://github.com/kedacore/keda/issues/2214) <span class='md-tag md-tag--info'>⭐ 10216</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [dev.to/vinod827: Scale your apps using KEDA in Kubernetes](https://dev.to/vinod827/scale-your-apps-using-keda-in-kubernetes-4i3h)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [bitnami/cluster-autoscaler](https://hub.docker.com/r/bitnami/cluster-autoscaler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [OpenShift 3.11: Configuring the cluster auto-scaler in AWS](https://docs.openshift.com/container-platform/3.11/admin_guide/cluster-autoscaler.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [OpenShift 4.4: Applying autoscaling to an OpenShift Container Platform cluster](https://docs.openshift.com/container-platform/4.4/machine_management/applying-autoscaling.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to/danielepolencic: Scaling Kubernetes to multiple clusters and regions' 🌟](https://dev.to/danielepolencic/scaling-kubernetes-to-multiple-clusters-and-regionss-294b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Kubernetes: load-testing and high-load tuning — problems and' solutions](https://itnext.io/kubernetes-load-testing-and-high-load-tuning-problems-and-solutions-244d869a9791)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [engineering.zalando.com: Building an End to End load test automation system' on top of Kubernetes](https://engineering.zalando.com/posts/2021/03/building-an-end-to-end-load-test-automation-system-on-top-of-kubernetes.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -111,5 +111,5 @@


 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -5,6 +5,7 @@

 ## Standard Reference

+  - [konveyor 🌟](https://konveyor.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [rancher.com: The No. 1 Rule of Disaster Recovery](https://www.suse.com/c/rancher_blog/the-no-1-rule-of-disaster-recovery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters 🌟](https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes Operator for XtraDB Cluster)](https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -20,7 +21,9 @@
  - [containerjournal.com: Red Hat, IBM Launch Konveyor to Aggregate Kubernetes Tools](https://cloudnativenow.com/features/red-hat-ibm-launch-konveyor-to-aggregate-kubernetes-tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/konveyor/crane: Crane 2.0 🌟](https://github.com/migtools/crane) <span class='md-tag md-tag--info'>⭐ 54</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [konveyor 🌟](https://konveyor.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thenewstack.io: 5 Best Practices to Back up Kubernetes](https://thenewstack.io/5-best-practices-to-back-up-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing' API](https://martinheinz.dev/blog/85)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Automate SQL Server Backups with PowerShell](https://datacrazyworld.com/index.php/2025/03/16/automatiza-backups-de-sql-server-con-powershell)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kube-backup: Kubernetes resource state sync to git](https://github.com/pieterlange/kube-backup) <span class='md-tag md-tag--info'>⭐ 493</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Stash](https://github.com/stashed/stash) <span class='md-tag md-tag--info'>⭐ 1414</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -31,7 +34,6 @@
  - [longhorn issue: Move replica to a different server](https://github.com/longhorn/longhorn/issues/292) <span class='md-tag md-tag--info'>⭐ 7734</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [aithority.com: Bacula Systems Announces World’s First Enterprise-Class Backup' and Recovery Solution for Red Hat OpenShift](https://aithority.com/it-and-devops/cloud/bacula-systems-announces-worlds-first-enterprise-class-backup-and-recovery-solution-for-red-hat-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Red Hat Brings Backup, Snapshots to OpenShift Container' Storage](https://thenewstack.io/red-hat-brings-backup-snapshots-to-openshift-container-storage)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [thenewstack.io: 5 Best Practices to Back up Kubernetes](https://thenewstack.io/5-best-practices-to-back-up-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Bacula Enterprise for OpenShift and Kubernetes 🌟](https://www.baculasystems.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated' backup on Openshift/K8s](https://dani-izquierdo95.medium.com/mysql-automated-backup-on-openshift-k8s-3690280d304f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Backup and Restore of Kubernetes Stateful Application Data with' CSI Volume Snapshots](https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-with-csi-volume-snapshots-14ce9e6f3778)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -40,7 +42,6 @@
  - [k8up.io](https://k8up.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/@amitabhprasad: Kubernetes volume backup for disaster recovery](https://medium.com/@amitabhprasad/kubernetes-volume-backup-for-disaster-recovery-56a5facee7fe)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [martinheinz.dev: Backup-and-Restore of Containers with Kubernetes Checkpointing' API](https://martinheinz.dev/blog/85)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: Kubernetes.. ETCD Backup and Restore... Very Easy Steps... CKA' Exam Tips..](https://www.youtube.com/watch?app=desktop&v=mODkt1OJDew&ab_channel=AlokKumar)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/gardener/etcd-backup-restore](https://github.com/gardener/etcd-backup-restore) <span class='md-tag md-tag--info'>⭐ 328</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kubernetes.io: Kubernetes 1.20: Kubernetes Volume Snapshot Moves to GA](https://kubernetes.io/blog/2020/12/10/kubernetes-1.20-volume-snapshot-moves-to-ga)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -58,7 +59,6 @@
  - [engineering.konveyor.io: Konveyor Engineering Knowledgebase](https://engineering.konveyor.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: Crane 2 Preview: Introduction and Demo](https://www.youtube.com/watch?v=esIZS7PVrvs&ab_channel=Konveyor)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [RKE2 Standalone Disaster Recovery Guide](https://support.tools/post/rke2-standalone-disaster-recovery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Cloud Providers

@@ -69,5 +69,5 @@
  - [cloud.google.com: Announcing Backup for GKE: the easiest way to protect' GKE workloads](https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-launches-backups-for-gke) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Deep dive into the native GKE Backup service, designed for stateful application restoration and cluster disaster recovery. Discusses how to safeguard configuration metadata and persistent volume states natively through GCP APIs.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -78,9 +78,6 @@
  - [testingclouds.wordpress.com: Migrating from Docker Compose to Skaffold 🌟](https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold)  <span class='md-tag md-tag--info'>[LEGACY]</span> — Step-by-step migration guide transitioning application setups from legacy Docker Compose manifests to Skaffold templates for native cluster interaction.
 ### Local Development Tools

-#### Comparison Frameworks
-
-  - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A multi-part guide evaluating local-to-remote Kubernetes developer environments. Offers in-depth technical comparisons between Skaffold, Tilt, and Garden for rapid prototyping, highlighting the trade-offs of each system.
 #### DevSpace

  - **(2026)** [**devspace.sh**](https://www.devspace.sh) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Fast developer-centric CLI tool designed to lower the cloud-native learning curve. Optimizes the inner loop with real-time bidirectional file sync, container hot reloading, and native terminal streaming.
@@ -149,13 +146,6 @@
 #### Validation and Security

  - [kubevious 🌟🌟](https://github.com/kubevious/kubevious) <span class='md-tag md-tag--info'>⭐ 1695</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Kubevious is an open-source Kubernetes dashboard that provides full cluster topology visualization and configuration audits. It detects anti-patterns and validates live manifests, giving developers a clear view of cluster health.
-## Observability and Performance
-
-### Performance Testing
-
-#### Microservices (1)
-
-  - [garden.io: Performance testing on a microservice architecture](https://docs.garden.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official integration documentation for running non-disruptive, end-to-end performance tests within a modern microservices workflow. Emphasizes utilizing Garden's graph-based execution framework for local and CI load validation.
 ## Operations and Management

 ### Application Catalog
@@ -254,5 +244,5 @@
  - [blog.aquasec.com: RATs (remote access tools) in the Cloud: Kubernetes UI' Tools Turn into a Weapon](https://blog.aquasec.com/kubernetes-ui-tools-security-threat) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Crucial security review warning how misconfigured visual cluster admin panels can act as Remote Access Tools (RATs) for malicious actors to execute arbitrary code.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -31,6 +31,8 @@ Live Grounding: Explains basic architecture of Spark RDDs, DataFrames, and struc
 Live Grounding: Outlines historical transition metrics from static clusters to unified container environments, citing resource efficiency and deployment agility as top motivators.
 #### Spark on Kubernetes

+  - **(2021)** [datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available](https://www.datamechanics.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Platform news highlighting Apache Spark 3.1 generally available support for native Kubernetes.
+Live Grounding: Covers the native scheduling capabilities, decommissioning behaviors, and executor tracking improvements that made Kubernetes a first-class citizen for Spark.
  - [itnext.io: Migrating Apache Spark workloads from AWS EMR to Kubernetes](https://itnext.io/migrating-apache-spark-workloads-from-aws-emr-to-kubernetes-463742b49fda) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Technical breakdown of migrating Apache Spark analytics engines from AWS EMR to Kubernetes clusters.
 Live Grounding: Deep-dives into memory allocation, dynamic resource allocation, storage mounting, and cost optimizations compared to traditional VM-based EMR setups.
 ## Data Platforms
@@ -58,5 +60,5 @@ Live Grounding: Deep-dives into memory allocation, dynamic resource allocation,
 Live Grounding: Demystifies user routing, security context constraints, and performance tuning when running containerized Spark clusters on enterprise Red Hat foundations.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md) | [OCP 4](./ocp4.md)

@@ -5,7 +5,7 @@

 ## Standard Reference

-  - [Part 4 — Using the Go client framework](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cdk8s](https://github.com/cdk8s-team/cdk8s) <span class='md-tag md-tag--info'>⭐ 4813</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [github.com/kubernetes-client 🌟](https://github.com/kubernetes-client)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Building stuff with the Kubernetes API — TOC 🌟](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-toc-84d751876650)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [k8s-ruby: Kubernetes Ruby Client](https://github.com/k8s-ruby/k8s-ruby) <span class='md-tag md-tag--info'>⭐ 75</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -31,12 +31,12 @@
  - [developers.redhat.com: How to generate code using Fabric8 Kubernetes Client](https://developers.redhat.com/articles/2023/01/24/how-generate-code-using-fabric8-kubernetes-client)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [levelup.gitconnected.com: First Try on Java Operator SDK](https://levelup.gitconnected.com/first-try-on-java-operator-sdk-5a07f30771de)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: How to use Fabric8 Java Client with Kubernetes](https://developers.redhat.com/articles/2023/01/04/how-use-fabric8-java-client-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cdk8s](https://github.com/cdk8s-team/cdk8s) <span class='md-tag md-tag--info'>⭐ 4813</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [blog.twstewart.me: cdk8s-python - A Love and Hate Experience](https://blog.twstewart.me/posts/cdk8s-python)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s](https://qdnqn.com/create-kubernetes-yaml-definitions-using-go-and-cdk8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.marcnuri.com](https://blog.marcnuri.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: How to manage microservices using OpenShift Dev Spaces' and JKube](https://developers.redhat.com/developer-sandbox/activities/how-to-manage-microservices-using-openshift-dev-spaces-and-jkube)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [javaoperatorsdk.io: Build Kubernetes Operators in Java without hassle](https://javaoperatorsdk.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Part 4 — Using the Go client framework](https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api-part-4-using-go-b1d0e3c1c899)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

 ## Cloud-Native

@@ -46,13 +46,12 @@

 ##### Eclipse JKube

-  - [developers.redhat.com: Java development on top of Kubernetes using Eclipse' JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exploring developer loop workflows utilizing Eclipse JKube to build, deploy, and debug Java applications in real-time inside a local or remote Kubernetes cluster environment.
  - [developers.redhat.com: Cloud-native Java applications made easy: Eclipse' JKube 1.0.0 now available](https://developers.redhat.com/blog/2020/09/09/cloud-native-java-applications-made-easy-eclipse-jkube-1-0-0-now-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Launch announcement of Eclipse JKube 1.0.0 detailing its design philosophy, architectural decoupling from old Fabric8 dependencies, and its seamless integration with modern cloud-native standards.
+  - [developers.redhat.com: Java development on top of Kubernetes using Eclipse' JKube](https://developers.redhat.com/blog/2020/08/24/java-development-on-top-of-kubernetes-using-eclipse-jkube)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exploring developer loop workflows utilizing Eclipse JKube to build, deploy, and debug Java applications in real-time inside a local or remote Kubernetes cluster environment.
 #### Migration Guides

 ##### Eclipse JKube (1)

-  - **(2026)** [**eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to Eclipse JKube 🌟**](https://eclipse.dev/jkube/docs/migration-guide) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Official technical reference outlining the exact property conversions, API transformations, and plugin changes needed to move builds from `fabric8-maven-plugin` to `jkube-maven-plugin`.
  - [developers.redhat.com: Migrating from Fabric8 Maven Plugin to Eclipse JKube' 1.0.0](https://developers.redhat.com/blog/2020/09/21/migrating-from-fabric8-maven-plugin-to-eclipse-jkube-1-0-0)  <span class='md-tag md-tag--info'>[LEGACY]</span> — Step-by-step technical guide highlighting the namespace transitions, configuration changes, and structural refactoring required when migrating legacy Fabric8 Maven build files to the modernized Eclipse JKube.
 #### Product Updates

@@ -77,5 +76,5 @@
  - **(2025)** [GitHub: Eclipse JKube](https://github.com/eclipse-jkube/jkube) <span class='md-tag md-tag--info'>⭐ 850</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Active repository containing the source code, extensions, and Maven/Gradle plugins for Eclipse JKube. Simplifies localized builds, auto-detects Java application frameworks, and generates matching Kubernetes resource configurations.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -127,10 +127,10 @@

 #### Prometheus

-  - [Setup Prometheus Using Helm Chart on Kubernetes](https://devopscube.com/setup-prometheus-helm-chart)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A direct, production-ready tutorial demonstrating how to install and configure Prometheus using official Helm charts. Explains default values overrides, persistent volume configurations, and custom alertmanager integration for instant operational visibility.
  - [blog.fourninecloud.com: Kubernetes monitoring — How to monitor using prometheus?](https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A foundational tutorial detail step-by-step deployment of Prometheus on Kubernetes. It covers target discovery, metrics collection, and node exporter setup. While helpful for beginners, modern architectures typically favor Operator-based deployments.
  - [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) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A critical engineering guide addressing the dreaded CPU throttling issue in Kubernetes caused by hard CFS limits. Combines Prometheus query analysis with kernel-level metrics to showcase how to balance application latency and resource utilization. Highly recommended for production platform engineers.
  - [itnext.io: Kubernetes: monitoring with Prometheus — exporters, a Service' Discovery, and its roles](https://itnext.io/kubernetes-monitoring-with-prometheus-exporters-a-service-discovery-and-its-roles-ce63752e5a1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Deconstructs Prometheus service discovery mechanics inside Kubernetes, highlighting the difference between Pod, Service, and Endpoint discovery roles. Demonstrates how exporters expose node and application-level metrics for scrape targets.
+  - [Setup Prometheus Using Helm Chart on Kubernetes](https://devopscube.com/setup-prometheus-helm-chart)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A direct, production-ready tutorial demonstrating how to install and configure Prometheus using official Helm charts. Explains default values overrides, persistent volume configurations, and custom alertmanager integration for instant operational visibility.
 #### SLOs

  - [thenewstack.io: Service Level Objectives in Kubernetes](https://thenewstack.io/service-level-objectives-in-kubernetes)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Explains Service Level Objectives (SLOs) in cloud-native systems, detailing how to establish SLIs and error budgets inside Kubernetes clusters. Introduces standard math and metrics pipelines needed to track app health reliably.
@@ -144,9 +144,6 @@

  - [thenewstack.io: 12 Critical Kubernetes Health Conditions You Need to Monitor](https://thenewstack.io/12-critical-kubernetes-health-conditions-you-need-to-monitor)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Compiles 12 critical cluster health indicators that platform engineers should monitor. Covers specific warning metrics like CrashLoopBackOff, disk pressure thresholds, and API server request latency bounds.
  - [circonus.com: 12 Critical Kubernetes Health Conditions You Need to Monitor' and Why](https://www.circonus.com/2020/12/12-critical-kubernetes-health-conditions-you-need-to-monitor-and-why)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An alternative perspective highlighting twelve crucial Kubernetes metrics. Explains why etcd leader election loss, system OOMs, and PVC storage saturation require high-priority automated alerts.
-#### Enterprise Best Practices
-
-  - **(2022)** [sysdig.com: Seven Kubernetes monitoring best practices every monitoring solution should enable](https://www.sysdig.com/blog/kubernetes-monitoring-best-practices) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Sysdig's analysis outlining seven foundational best practices for Kubernetes metric collection. Focuses on cluster plane telemetry, standard label metadata usage, dynamic scraping strategies, and optimizing alert signal-to-noise ratios.
 #### Introduction

  - [circonus.com: Guide to Kubernetes Monitoring: Part 1](https://www.circonus.com/2020/09/guide-to-kubernetes-monitoring-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Part one of a introductory series detailing the evolution of Kubernetes observability. Outlines how pull-based metrics scrape architectures operate and explains why traditional host-centric monitoring fails in containerized runtime environments.
@@ -262,5 +259,5 @@
  - [signoz.io: Kubernetes Audit Logs - Best Practices And Configuration](https://signoz.io/blog/kubernetes-audit-logs) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Outlines advanced configuration policies for the Kubernetes API audit logging engine. Deeply covers audit profiles, performance tuning, secure log transport, and compliance-driven retention metrics.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -5,8 +5,8 @@

 ## Standard Reference

-  - [thenewstack.io: Kubernetes is the Accepted Platform for Cloud Native Computing](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Monitoring jenkins using instana](https://www.ibm.com/think)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [instana.com: The Hidden Cost of Observability: Data Volume](https://www.ibm.com/think)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ovh.com - getting external traffic into kubernetes: clusterip, nodeport, loadbalancer and ingress](https://blog.ovhcloud.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [containo.us: Kubernetes Ingress & Service API Demystified](https://traefik.io/blog/kubernetes-ingress-service-api-demystified)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devclass.com: HAProxy Ingress Controller 1.5 introduces mTLS support, gives load balancing experts more power](https://www.devclass.com/containers/2021/01/26/haproxy-ingress-controller-15-introduces-mtls-support-gives-load-balancing-experts-more-power/1619777)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -28,14 +28,21 @@
    - **To facilitate the migration to cloud-era computing, service providers and data centers must add networking into the automated service workflows.** This requires agility and elasticity that traditional networking products are not designed to provide. As IT environments of tomorrow involve a plethora of orchestrators and controllers spinning up services and applications inside shared networks, they all must be managed and provisioned by a unified solution authoritative for all network-related information.
  - [Flannel](https://github.com/flannel-io/flannel) <span class='md-tag md-tag--info'>⭐ 9454</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — - [Weave-net](https://www.weave.works/)
  - [sysdig.com: How to monitor coreDNS 🌟](https://www.sysdig.com/blog/how-to-monitor-coredns)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) <span class='md-tag md-tag--info'>⭐ 2861</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [InGate: Ingress & Gateway API Controller (Archived)](https://github.com/kubernetes-sigs/ingate) <span class='md-tag md-tag--info'>⭐ 731</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs](https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ahmetb/kubernetes-network-policy-recipes 🌟](https://github.com/ahmetb/kubernetes-network-policy-recipes) <span class='md-tag md-tag--info'>⭐ 6139</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Project Calico](https://www.projectcalico.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Get kubectl access to your private cluster from anywhere](https://blog.alexellis.io/get-private-kubectl-access-anywhere)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [NFTables mode for kube-proxy in Kubernetes](https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Network Node Manager](https://github.com/kakao/network-node-manager) <span class='md-tag md-tag--info'>⭐ 109</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ingressbuilder.jetstack.io 🌟🌟](https://ingressbuilder.jetstack.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [NetMaker](https://github.com/gravitl/netmaker) <span class='md-tag md-tag--info'>⭐ 11581</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Kubernetes Services and Load Balancing Explained](https://learnkube.com/kubernetes-services-and-load-balancing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ahmetb/kubernetes-network-policy-recipes 🌟](https://github.com/ahmetb/kubernetes-network-policy-recipes) <span class='md-tag md-tag--info'>⭐ 6139</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
  - [kubernetes.io: The Kubernetes network model. How to implement the Kubernetes' networking model](https://kubernetes.io/docs/concepts/cluster-administration/networking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com: Fighting Service Latency in Microservices With Kubernetes](https://medium.com/@sindhujacynixit/fighting-service-latency-in-microservices-with-kubernetes-f5a584f5af36)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com: Kubernetes NodePort vs LoadBalancer vs Ingress? When should' I use what? 🌟](https://medium.com/google-cloud/kubernetes-nodeport-vs-loadbalancer-vs-ingress-when-should-i-use-what-922f010849e0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -60,13 +67,11 @@
  - [blog.cloudflare.com: Moving k8s communication to gRPC](https://blog.cloudflare.com/moving-k8s-communication-to-grpc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [K8GB - Kubernetes Global Balancer](https://github.com/AbsaOSS/k8gb) <span class='md-tag md-tag--info'>⭐ 1</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [altoros.com: Kubernetes Networking: How to Write Your Own CNI Plug-in with' Bash](https://www.altoros.com/blog/kubernetes-networking-writing-your-own-simple-cni-plug-in-with-bash)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Network Node Manager](https://github.com/kakao/network-node-manager) <span class='md-tag md-tag--info'>⭐ 109</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ithands-on.com: Kubernetes 101 : External services - ExternalName, DNS and' Endpoints](https://www.ithands-on.com/2021/04/kubernetes-101-external-services.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.googleblog.com: Kubernetes: Efficient Multi-Zone Networking with' Topology Aware Routing](https://opensource.googleblog.com/2020/11/kubernetes-efficient-multi-zone.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [nbailey.ca: Domesticated Kubernetes Networking](https://nbailey.ca/post/k8s-networking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [sookocheff.com: A Guide to the Kubernetes Networking Model 🌟](https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [build.thebeat.co: A curious case of AWS NLB timeouts in Kubernetes](https://build.thebeat.co/a-curious-case-of-aws-nlb-timeouts-in-kubernetes-522bd88a3399)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ingressbuilder.jetstack.io 🌟🌟](https://ingressbuilder.jetstack.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Generating Kubernetes Network Policies Automatically By Sniffing' Network Traffic 🌟](https://itnext.io/generating-kubernetes-network-policies-by-sniffing-network-traffic-6d5135fe77db)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Using nginx-ingress controller to restrict access by IP (ip whitelisting)' for a service deployed to a Kubernetes (AKS) cluster](https://medium.com/@maninder.bindra/using-nginx-ingress-controller-to-restrict-access-by-ip-ip-whitelisting-for-a-service-deployed-to-bd5c86dc66d6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [inlets.dev: Fixing Ingress for short-lived local Kubernetes clusters](https://inlets.dev/blog/2021/07/08/short-lived-clusters.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -142,7 +147,6 @@
  - [matthewpalmer.net: Kubernetes Networking Guide for Beginners](https://matthewpalmer.net/kubernetes-app-developer/articles/kubernetes-networking-guide-beginners.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Deciphering the Kubernetes Networking Maze: Navigating Load-Balance,' BGP, IPVS and Beyond](https://itnext.io/deciphering-the-kubernetes-networking-maze-navigating-load-balance-bgp-ipvs-and-beyond-7123ef428572)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing](https://adil.medium.com/network-traffic-shaping-in-kubernetes-topology-aware-routing-e4ea4a03dd20)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes Services and Load Balancing Explained](https://learnkube.com/kubernetes-services-and-load-balancing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.cloudsigma.com: Kubernetes DNS Service: A Beginner’s Guide](https://blog.cloudsigma.com/kubernetes-dns-service-a-beginners-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟](https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com: Headless Kubernetes Service](https://medium.com/@bubu.tripathy/headless-k8s-service-924c689607a7)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -152,8 +156,6 @@
  - [whyk8s.substack.com: Why NetworkPolicies?](https://whyk8s.substack.com/p/why-networkpolicies)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [yuminlee2.medium.com: Kubernetes Network Policies](https://yuminlee2.medium.com/kubernetes-network-policies-a93c2f588e31)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [bagas-awibowo.medium.com: Helm — Templating Network Policy using Helm](https://bagas-awibowo.medium.com/helm-templating-network-policy-using-helm-783b2f7e401a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [InGate: Ingress & Gateway API Controller (Archived)](https://github.com/kubernetes-sigs/ingate) <span class='md-tag md-tag--info'>⭐ 731</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Transitioning from ingress-nginx to Traefik in Kubernetes](https://traefik.io/blog/transition-from-ingress-nginx-to-traefik)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [NGINX Ingress Controller - v1.0.0](https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0) <span class='md-tag md-tag--info'>⭐ 19495</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
  - [amy-ma.medium.com: Nginx Ingress Configuration](https://amy-ma.medium.com/ingress-configuration-d9f13c5bcf1a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devopscube.com: How to Setup Nginx Ingress Controller On Kubernetes – Detailed' Guide 🌟](https://devopscube.com/setup-ingress-kubernetes-nginx-controller)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -165,7 +167,6 @@
  - [akyriako.medium.com: Configure path-based routing with Nginx Ingress Controller](https://akyriako.medium.com/configure-path-based-routing-with-nginx-ingress-controller-64a63cd4d6bd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mattias.engineer: Kubernetes-101: Ingress 🌟](https://mattias.engineer/k8s/ingress)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [trstringer.com: Kubernetes Ingress with Contour](https://trstringer.com/kubernetes-ingress-with-contour)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) <span class='md-tag md-tag--info'>⭐ 2861</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [gateway-api.sigs.k8s.io 🌟](https://gateway-api.sigs.k8s.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kubernetes.io: Evolving Kubernetes networking with the Gateway API](https://kubernetes.io/blog/2021/04/22/evolving-kubernetes-networking-with-the-gateway-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Unifying Kubernetes Service Networking (Again) with the' Gateway API 🌟](https://thenewstack.io/unifying-kubernetes-service-networking-again-with-the-gateway-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -173,7 +174,6 @@
  - [armosec.io: The New Kubernetes Gateway API and Its Use Cases](https://www.armosec.io/blog/kubernetes-gateway-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/google-cloud: Security with Kubernetes Gateway API 🌟](https://medium.com/google-cloud/security-with-kubernetes-gateway-api-dcbb934ed2a4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [navendu.me: Comparing Kubernetes Gateway and Ingress APIs](https://navendu.me/posts/gateway-vs-ingress-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [NFTables mode for kube-proxy in Kubernetes](https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dustinspecker.com: iptables: How Kubernetes Services Direct Traffic to Pods](https://dustinspecker.com/posts/iptables-how-kubernetes-services-direct-traffic-to-pods)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)](https://arthurchiao.art/blog/cracking-k8s-node-proxy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Use Skupper to connect multiple Kubernetes clusters' 🌟](https://developers.redhat.com/blog/2021/04/20/use-skupper-to-connect-multiple-kubernetes-clusters)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -210,6 +210,7 @@
  - [itnext.io: Benchmark results of Kubernetes network plugins (CNI) over 10Gbit/s' network (Updated: August 2020)](https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbit-s-network-updated-august-2020-6e1b757b9e49)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Damn](https://github.com/nokia/danm) <span class='md-tag md-tag--info'>⭐ 393</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [tigera.io](https://www.tigera.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Project Calico](https://www.projectcalico.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Calico for Kubernetes networking: the basics & examples](https://medium.com/flant-com/calico-for-kubernetes-networking-792b41e19d69)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP](https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and-bgp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mhmxs.blogspot.com: Autoscaling Calico Route Reflector topology in Kubernetes](https://mhmxs.blogspot.com/2020/12/autoscaling-calico-route-reflector.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -226,7 +227,6 @@
  - [k8gb.io](https://www.k8gb.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.abaganon.com: Why you probably won’t use K8gb.io](https://blog.abaganon.com/going-global-with-kubernetes-490cf51e2bf8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to/aws-builders: Amazon VPC Lattice — Build Applications, Not Networks](https://dev.to/aws-builders/amazon-vpc-lattice-build-applications-not-networks-59j8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [NetMaker](https://github.com/gravitl/netmaker) <span class='md-tag md-tag--info'>⭐ 11581</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>

 ## Cloud Infrastructure

@@ -235,9 +235,6 @@
 #### Networking

  - [cilium.io](https://cilium.io) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An eBPF-powered open-source project that provides high-performance, secure, and observable networking, load balancing, and network security for Kubernetes workloads. Cilium is widely adopted by enterprise platforms due to its scale capabilities and granular L3-L7 policy controls.
-#### Service Mesh
-
-  - **(2021)** [**Service meshes to the rescue: Load balancing and scaling long-lived connections in Kubernetes 🌟**](https://learnkube.com/kubernetes-long-lived-connections) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A deep dive into the engineering challenge of load balancing long-lived connections (gRPC, HTTP/2, WebSockets) within Kubernetes. It explains how standard L4 kube-proxy load balancing fails to distribute traffic evenly and presents L7 proxies and service meshes (like Linkerd or Istio) as the definitive architectural solution.
 ## Cloud Native Infrastructure

 ### Networking (1)
@@ -263,5 +260,5 @@
  - [Learnk8s: Comparison of Kubernetes Ingress controllers 🌟](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit#gid=907731238) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An industry-standard comparison spreadsheet analyzing over a dozen Kubernetes Ingress controllers. Details performance, dynamic reloading capabilities, routing protocols, and native TLS/WAF integrations.

 ---
-💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Networking](./networking.md) | [Istio](./istio.md)

@@ -7,7 +7,6 @@

  - [wecloudpro.com: Deploy HA kubernetes cluster in AWS in less than 5 minutes](http://wecloudpro.com/2020/01/13/kube-autp-aws.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [weave.works: Weave Kubernetes Platform](https://www.weave.works/)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives](https://blog.kubecost.com/blog/kubernetes-kops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [imsundeep8.medium.com: Deploy Production-grade Kubernetes Cluster using' kOps on Amazon Cloud (AWS)](https://imsundeep8.medium.com/deploy-production-grade-kubernetes-cluster-using-kops-on-amazon-cloud-aws-abc79f46aa32)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm**](https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubernetes-using-kubeadm-3d83ed8c458b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -17,6 +16,7 @@
  - [blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux](https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/@benjaminacar.private: A Comprehensive Guide to Setup a New K8s' Cluster](https://medium.com/@benjaminacar.private/a-comprehensive-guide-to-setup-a-new-k8s-cluster-4b88e6f021bc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd' (in 3 minutes) 🌟](https://www.itwonderlab.com/en/ansible-kubernetes-vagrant-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [WKSctl - A New OSS Kubernetes Manager using GitOps](https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [napo.io: Kubernetes The (real) Hard Way on AWS](https://napo.io/posts/kubernetes-the-real-hard-way-on-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE)](https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: Upgrading Kubernetes The Hard Way](https://medium.com/nordcloud-engineering/upgrading-kubernetes-the-hard-way-ac533cfb4ff2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -53,6 +53,7 @@

 #### Bare-Metal and Edge

+  - **(2026)** [**Charmed Kubernetes**](https://ubuntu.com/kubernetes/charmed-k8s) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Canonical's model-driven Kubernetes distribution designed for bare-metal, private, and multi-cloud environments. Leverages Ubuntu's automated Juju framework to manage complex cluster lifecycles, upgrades, security scanning, and seamless hypervisor scaling.
  - [poseidon/typhoon](https://github.com/poseidon/typhoon) <span class='md-tag md-tag--info'>⭐ 2042</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Typhoon is a bare-metal and multi-cloud Kubernetes distribution focused on simplicity. Built entirely with Terraform and running on Flatcar Container Linux, it provides a stable setup that operates efficiently without heavy proprietary layers.
 #### Comparison

@@ -67,7 +68,6 @@
  - [xiaods/k8e](https://github.com/xiaods/k8e) <span class='md-tag md-tag--info'>⭐ 444</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A lightweight community-driven Kubernetes distribution modeled after K3s but using standard upstream components. It offers an easy install track for edge nodes and test networks looking for low operational footprints.
 #### Enterprise Platforms

-  - **(2026)** [==OKD==](https://okd.io) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — OKD is the open-source upstream community distribution of Red Hat OpenShift, fully integrating containerized virtualization, developer tools, and operators. Built on Fedora CoreOS, OKD provides cloud architects with a platform-as-a-service engine optimized for continuous deployment and complex multi-tenant operations.
  - **(2022)** [infoworld.com: 6 Kubernetes distributions leading the container revolution](https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Reviews the leading container platforms guiding the market shift towards hybrid and multi-cloud Kubernetes orchestration. Evaluates enterprise-grade capabilities of tools like Red Hat OpenShift, VMware Tanzu, Rancher, and Mirantis, analyzing their management interfaces and security controls.
 #### Industry News

@@ -89,6 +89,13 @@

  - [cormachogan.com: A first look at vSphere with Kubernetes in action](https://cormachogan.com/2020/04/01/a-first-look-at-vsphere-with-kubernetes-in-action) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A detailed technical review showing vSphere with Kubernetes in a live environment. Reviews how the Supervisor Cluster exposes Kubernetes native primitives natively within vCenter, allowing developers to consume storage and compute via standard YAML.
  - [cormachogan.com: Building a TKG Cluster in vSphere with Kubernetes](https://cormachogan.com/2020/04/07/building-a-tkg-guest-cluster-in-vsphere-with-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A practical walk-through detailing how to construct and deploy a Tanzu Kubernetes Grid (TKG) guest cluster. Covers configuration details including Cluster API controllers, control-plane load balancers, and persistent virtual storage.
+## GitOps
+
+### Hybrid Cloud Platforms
+
+#### Azure Arc Integration
+
+  - **(2021)** [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://canonical.com/blog/gitops-with-azure-arc-and-charmed-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A technical guide illustrating the integration of Charmed Kubernetes with Azure Arc to orchestrate hybrid-cloud resources. Demonstrates how GitOps configurations are pushed dynamically across decentralized architectures using unified portal controls.
 ## Infrastructure

 ### Air-Gapped
@@ -149,9 +156,6 @@
 #### Azure

  - [Kubernetes the Hard Way: Azure Edition](https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An adapted tutorial of Kelsey Hightower's 'Kubernetes the Hard Way' mapped directly onto Azure cloud infrastructure. Details setting up VNets, Azure NSGs, load balancers, and virtual machine scale sets manually to better understand control plane placement.
-#### Canonical Juju
-
-  - **(2026)** [**Conjure up**](https://canonical.com/juju) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The canonical toolset for automating cloud operations using Juju charms. Simplifies the installation of Charmed Kubernetes clusters across various clouds. Note: Conjure-up has been fully integrated and evolved directly into Canonical Juju's primary modeling environment.
 #### Community Videos

  - [youtube: OpenShift Commons En Vivo - KubeInit con Maria Bracho, Scott McCarty,' and Carlos Camacho (Red Hat, Spanish) 🌟](https://www.youtube.com/watch?v=9_6H7Ahsdm4&ab_channel=OpenShift) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A video presentation exploring KubeInit, its architecture, and practical use cases for bootstrapping cloud-native platforms like OpenShift and Kubernetes on local hardware. Conducted in Spanish with Red Hat experts. [SPANISH CONTENT]
@@ -188,9 +192,6 @@
 #### Legacy Tooling

  - **(2018)** [A Comparative Analysis of Kubernetes Deployment Tools: Kubespray, kops, and conjure-up](https://www.altoros.com/blog/404-page-doesnt-exist)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Historical comparative study of older-generation Kubernetes provisioning tools (Kubespray, Kops, and Conjure-Up). Note: The link has expired, reflecting the rapid evolution and deprecation of early multi-cloud orchestration scripts.
-#### Virtualization
-
-  - [Kubeinit 🌟](https://github.com/kubeinit/kubeinit) <span class='md-tag md-tag--info'>⭐ 222</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — An Ansible-based automation tool to deploy Kubernetes, OKD, or OpenShift on bare-metal or VM hosts using KVM/libvirt and nested virtualization. Helps automate clean network definitions, hypervisor provisioning, and cluster bootstrapping. Note: Repo has seen minimal recent activity, indicating transition towards LEGACY status.
 ### Edge and IoT (1)

 #### MicroK8s
@@ -206,7 +207,7 @@
 #### Security Benchmarking

  - [MicroK8s & Kubernetes security benchmark from CIS](https://github.com/didier-durand/microk8s-kube-bench) <span class='md-tag md-tag--info'>⭐ 17</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A validation utility adapting aquasecurity's kube-bench to run structured CIS security benchmarks directly against canonical MicroK8s clusters. Confirms cluster configuration conformance to standard security profiles.
-### GitOps
+### GitOps (1)

 #### Cluster Provisioning (1)

@@ -256,5 +257,5 @@
  - [Stateful Kubernetes-In-a-Box with Kontena Pharos](https://blog.purestorage.com/stateful-kubernetes-pure-service-orchestrator-kontena-pharos) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[LEGACY]</span> — A historical look at combining the Kontena Pharos Kubernetes distribution with Pure Storage orchestrators to run heavy database workloads. Useful for documenting the evolution of early volume mount drivers before CSI stabilization.

 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

@@ -20,18 +20,11 @@
  - [brennerm.github.io: Kubernetes operators with Python #1: Creating CRDs](https://shipit.dev/posts/k8s-operators-with-python-part-1.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [metalbear.co: Writing a Kubernetes Operator](https://metalbear.com/blog/writing-a-kubernetes-operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [KPIs](https://www.kpi.org/KPI-Basics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus' - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [How Kubernetes Operators Fit into Platform Building and When Traditional IaC Isn't Enough](https://www.thestack.technology/how-kubernetes-operators-fit-into-to-platform-building-and-when-traditional-iac-isnt-enough)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [InGate: Ingress & Gateway API Controller (Archived)](https://github.com/kubernetes-sigs/ingate) <span class='md-tag md-tag--info'>⭐ 731</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) <span class='md-tag md-tag--info'>⭐ 2861</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator' for Kubernetes](https://www.hashicorp.com/blog/creating-workspaces-with-the-hashicorp-terraform-operator-for-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [banzaicloud.com: Kafka rolling upgrade made easy with Supertubes](https://banzaicloud.com/blog/kafka-rolling-upgrade)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devops.com: Day 2 for the Operator Ecosystem 🌟](https://devops.com/day-2-for-the-operator-ecosystem)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Domain-harvester](https://github.com/shurshun/domain-harvester)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Cass Operator](https://github.com/datastax/cass-operator) <span class='md-tag md-tag--info'>⭐ 258</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kotal operator](https://github.com/kotalco/kotal) <span class='md-tag md-tag--info'>⭐ 221</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -123,6 +116,7 @@
  - [medium.com/lonto-digital-services-integrator: Why We Developed Own Kubernetes' Controller to Copy Secrets](https://medium.com/lonto-digital-services-integrator/why-we-developed-own-kubernetes-controller-to-copy-secrets-e46368ae6db9)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: HashiCorp Vault Operator Manages Kubernetes Secrets](https://thenewstack.io/hashicorp-vault-operator-manages-kubernetes-secrets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/@senjutide2000: Designing a Controller for Custom Resources from' scratch for absolute beginners](https://medium.com/@senjutide2000/designing-a-controller-for-custom-resources-from-scratch-for-absolute-beginners-9cb84b7f906f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/@mikakrief: Using Azure Service Operator v2](https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/gianlucam76/k8s-cleaner 🌟](https://github.com/gianlucam76/k8s-cleaner) <span class='md-tag md-tag--info'>⭐ 780</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dragondscv.medium.com: Controller runtime — handle resource deletion with' predicate](https://dragondscv.medium.com/controller-runtime-handle-resource-deletion-with-predicate-f69d09dd5802)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟](https://github.com/NCCloud/mayfly) <span class='md-tag md-tag--info'>⭐ 338</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -136,18 +130,24 @@
  - [dev.to/thenjdevopsguy: What Is A Kubernetes Operator?](https://dev.to/thenjdevopsguy/what-is-a-kubernetes-operator-53kb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [operatorhub.io](https://operatorhub.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Operator Capability Levels](https://operatorframework.io/operator-capabilities)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Kubernetes Gateway API](https://github.com/kubernetes-sigs/gateway-api) <span class='md-tag md-tag--info'>⭐ 2861</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [InGate: Ingress & Gateway API Controller (Archived)](https://github.com/kubernetes-sigs/ingate) <span class='md-tag md-tag--info'>⭐ 731</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Cluster Addons 🌟](https://github.com/kubernetes-sigs/cluster-addons) <span class='md-tag md-tag--info'>⭐ 156</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [K8Spin Operator 🌟](https://github.com/k8spin/k8spin-operator) <span class='md-tag md-tag--info'>⭐ 217</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: K8Spin Provides Multitenant Isolation for Kubernetes](https://thenewstack.io/k8spin-provides-multitenant-isolation-for-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Discover K8Spin open source software](https://k8spin.cloud/oss-projects)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [K8s KPIs with Kuberhealthy 🌟](https://kubernetes.io/blog/2020/05/29/k8s-kpis-with-kuberhealthy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kueue Release v0.14.0](https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0) <span class='md-tag md-tag--info'>⭐ 2513</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kubernetes.io: Operator pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [opensource.com: Build a Kubernetes Operator in 10 minutes with Operator' SDK](https://opensource.com/article/20/3/kubernetes-operator-sdk)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Testing the Operator SDK and making a prefetch mechanism for' Kubernetes](https://itnext.io/testing-the-operator-sdk-and-making-a-prefetch-mechanism-for-kubernetes-7508577efdd7)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [magalix.com: Creating Custom Kubernetes Operators](https://www.magalix.com/blog/creating-custom-kubernetes-operators)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com: Writing Your First Kubernetes Operator](https://medium.com/faun/writing-your-first-kubernetes-operator-8f3df4453234)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [bmc.com: What Is a Kubernetes Operator?](https://www.bmc.com/blogs/kubernetes-operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [developers.redhat.com: Writing a Kubernetes Operator in Java using Quarkus' - **Cheat Sheet** 🌟](https://developers.redhat.com/cheat-sheets/writing-kubernetes-operator-java)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [linuxera.org: Writing Operators using the Operator Framework SDK](https://linuxera.org/writing-operators-using-operator-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: From Zero to Kubernetes Operator](https://medium.com/@victorpaulo/from-zero-to-kubernetes-operator-dd06436b9d89)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [vivilearns2code.github.io: Writing Controllers For Kubernetes Resources](https://vivilearns2code.github.io/k8s/2021/03/11/writing-controllers-for-kubernetes-custom-resources.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -191,6 +191,13 @@ Live Grounding: Provisions GPU drivers, container runtimes, device plug-ins, and
 #### CI-CD Auto-Scaling

  - [github.com/actions/actions-runner-controller 🌟](https://github.com/actions/actions-runner-controller) <span class='md-tag md-tag--info'>⭐ 6260</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Kubernetes operator designed to manage self-hosted runner infrastructure dynamically. Integrates natively with Kubernetes HPA metrics to automatically scale runner pods based on job queues.
+## Cloud-Native Development
+
+### Local Development Tools
+
+#### Comparison Frameworks
+
+  - **(2021)** [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://www.dynatrace.com/solutions/observability-for-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A multi-part guide evaluating local-to-remote Kubernetes developer environments. Offers in-depth technical comparisons between Skaffold, Tilt, and Garden for rapid prototyping, highlighting the trade-offs of each system.
 ## GitOps and Continuous Delivery

 ### GitOps
@@ -205,7 +212,14 @@ Live Grounding: Provisions GPU drivers, container runtimes, device plug-ins, and
 #### GPU Integration

  - [Sharing a NVIDIA GPU Between Pods in Kubernetes](https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Explores the technicalities of sharing physical NVIDIA GPUs among multiple Pods in Kubernetes. Covers GPU fractional slicing, Multi-Instance GPU (MIG) strategies, and workload optimization for ML/AI clusters.
+## Security
+
+### Secrets Management
+
+#### Cloud Integrations
+
+  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Evaluates four approaches to integrate Azure Key Vault secrets within AKS environments. Weighs security architectures including Azure Workload Identity and the Secrets Store CSI driver.

 ---
-💡 **Explore Related:** [Docker](./docker.md) | [Serverless](./serverless.md) | [OCP 3](./ocp3.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Openshift](./openshift.md) | [OCP 4](./ocp4.md)

@@ -73,5 +73,5 @@


 ---
-💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
+💡 **Explore Related:** [Kubernetes Bigdata](./kubernetes-bigdata.md) | [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Openshift](./openshift.md)

--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Nubenetes Bot	eeff01403b	Merge develop into master for release v2.3.24	2026-05-28 11:27:48 +02:00
Nubenetes Bot	c73419a889	fix: correct heading hierarchy in video hub index to fix MD001 lint error	2026-05-28 11:25:50 +02:00
Nubenetes Bot	29b14c2a78	feat: sync V2 elite curated edition and README metrics [skip ci]	2026-05-28 09:25:05 +00:00
Nubenetes Bot	062c61afd4	docs: automated README metric synchronization [skip ci]	2026-05-28 09:24:02 +00:00
Nubenetes Bot	47e7d63497	feat: restore flat YouTube channels mosaic in V1 and keep V2 categorized	2026-05-28 11:22:41 +02:00
Nubenetes Bot	b697327426	Merge develop (quote block HTML wrapping fix) into master	2026-05-28 11:12:05 +02:00
Nubenetes Bot	93e79c15a5	feat: fix block wrapping for Horatio quote card to restore hover effects [skip ci]	2026-05-28 11:11:56 +02:00